34:I[383949,["/_next/static/immutable/chunks/172zw2pawce4a.js","/_next/static/immutable/chunks/1hu8tkmukyk-3.js","/_next/static/immutable/chunks/32v73smuj0mpl.js","/_next/static/immutable/chunks/24yqc4w1a7et3.js","/_next/static/immutable/chunks/1_ml33w9zgfcl.js","/_next/static/immutable/chunks/03zqxw9xonjw3.js","/_next/static/immutable/chunks/0qgftl-7ctpye.js","/_next/static/immutable/chunks/2ei-2pnos-kxj.js","/_next/static/immutable/chunks/22ow_dz75r-eb.js","/_next/static/immutable/chunks/0cu5netzubd0i.js","/_next/static/immutable/chunks/222ll6utk9ao_.js","/_next/static/immutable/chunks/3_hjfmmp-iede.js","/_next/static/immutable/chunks/3xgnojnmdbnn2.js","/_next/static/immutable/chunks/25gx4f-ishj5p.js","/_next/static/immutable/chunks/3dkxsd8f2ldu1.js","/_next/static/immutable/chunks/1jb771tdm-mxw.js","/_next/static/immutable/chunks/36njk_1nrrry1.js"],"ProfileSubscriptionsContent",1] 35:T485,Bridgy Fed ran up ~$500 in storage reads over one day of opening getRepo to the network, which they extrapolated to ~$15k/mo to keep it open, so $10/mo is 1,500x cheaper than that estimate. But that over-states it, because once clients can sync, they stop retrying (especially after we fixed a few small archive bugs so that the resyncs actually worked). Once the existing apps were able to successfully backfill and sync, we saw request volume drop from 70 req/sec -> 30 req/sec -> ~2 req/sec. At these rates, Hubble is more like only ~100–150 times cheaper. But that's also not a simple comparison! Backfill and resync volume is variable, and Bridgy's original costs would be proportional to volume, where the VPS that Hubble runs on has excess capacity to absorb higher volumes before the cost would increase. The VPS can serve 200 random uncompressed exports per second (which saturates the physical 1gbps egress capacity), or about 300 per second with compression to squeeze some more through. This is more than 10x the current volume, so that gets us back into 1500x cheaper range. If you don't like the 1500x clickbait headline... sure. sorry.36:T428,let initialState = [ { mass: 42, position: [3, 1, 2], momentum: [-3.2, 4.1, 1.8] }, // .. all the other objects we care about ... ] function update(state, dt) { return state.map(obj => { // how much do other things affect this object? const forces = calculateGravity(obj, state) // newton's second law: const nextMomentum = obj.momentum.map((p, i) => p + forces[i] * dt) const nextPosition = obj.position.map((x, i) => x + (nextMomentum[i] / obj.mass) * dt) return { mass: obj.mass, momentum: nextMomentum, position: nextPosition } }) } const G = 6.674e-11 function calculateGravity(obj, state) { const force = [0, 0, 0] for (const other of state) { if (other === obj) continue const d = [ other.position[0] - obj.position[0], other.position[1] - obj.position[1], other.position[2] - obj.position[2] ] const r = Math.hypot(...d) // distance const f = (G * obj.mass * other.mass) / (r * r * r) force[0] += f * d[0] force[1] += f * d[1] force[2] += f * d[2] } return force }37:T400,type Point = [number, number, number] type PointState = { value: number, velocity: number } let initialState: Map = Map.fill( { value: 0, velocity: 0 } ) function update(state, dt) { return state.map((pointState, point, ds) => { const { value, velocity } = pointState const nextVelocity = velocity + tension(state, point, ds) * dt const nextValue = value + nextVelocity * dt return { value: nextValue, velocity: nextVelocity } }) } const C = 1 function tension(field, [x, y, z], ds) { const neighbors = [ field.get([x + ds, y, z]), // right field.get([x - ds, y, z]), // left field.get([x, y + ds, z]), // above field.get([x, y - ds, z]), // below field.get([x, y, z + ds]), // in front of field.get([x, y, z - ds]) // behind ].map(ps => ps.value) const neighborSum = neighbors.reduce((a, b) => a + b, 0) const ownValue = field.get([x, y, z]).value const result = neighborSum - neighbors.length * ownValue return result * (C * C) / (ds * ds) }38:T450,type Point = [number, number, number] type Arrow = [number, number, number] type Field = Map let initialState = { electric: Field.fill([0, 0, 0]), magnetic: Field.fill([0, 0, 0]), } const C = 1 function update({ electric, magnetic }, dt) { const nextElectric = electric.map((e, point, ds) => e + curl(magnetic, point, ds) * (C * C * dt) ) const nextMagnetic = magnetic.map((b, point, ds) => b - curl(nextElectric, point, ds) * dt ) return { electric: nextElectric, magnetic: nextMagnetic } } function curl(field, [x, y, z], ds) { // which way the arrow points as you step along each axis const dx = (field.get([x + ds, y, z]) - field.get([x - ds, y, z])) / (2 * ds) const dy = (field.get([x, y + ds, z]) - field.get([x, y - ds, z])) / (2 * ds) const dz = (field.get([x, y, z + ds]) - field.get([x, y, z - ds])) / (2 * ds) // do the surrounding arrows turn as you loop around this point? return [ dy.z - dz.y, // looping around the x-axis dz.x - dx.z, // looping around the y-axis dx.y - dy.x // looping around the z-axis ] }18:[["$","div",null,{"className":"spacer h-4 w-full"}],["$","$L34",null,{"did":"did:plc:lgb2xgd64n3swnh7jbtgpvhl","subscriptions":[{"uri":"at://did:plc:6vxtya3serxcwvcdk5e7psvv/site.standard.publication/3lwddhdcemk2l","name":"Jean's Leaflets","record":{"url":"https://blog.jean.moe","icon":{"ref":{"$link":"bafkreihldw3yc4yn2gw4z453j4dbtjlm6fr7xvaodbo5au2t36xfttfwjq"},"size":77616,"$type":"blob","mimeType":"image/webp"},"name":"Jean's Leaflets","$type":"site.standard.publication","theme":{"$type":"pub.leaflet.publication#theme","primary":{"b":105,"g":79,"r":76,"$type":"pub.leaflet.theme.color#rgb"},"pageWidth":624,"accentText":{"b":245,"g":241,"r":239,"$type":"pub.leaflet.theme.color#rgb"},"pageBackground":{"a":100,"b":204,"g":192,"r":188,"$type":"pub.leaflet.theme.color#rgba"},"backgroundColor":{"b":239,"g":233,"r":230,"$type":"pub.leaflet.theme.color#rgb"},"accentBackground":{"b":181,"g":159,"r":32,"$type":"pub.leaflet.theme.color#rgb"},"showPageBackground":true},"basicTheme":{"$type":"site.standard.theme.basic","accent":{"b":181,"g":159,"r":32,"$type":"site.standard.theme.color#rgb"},"background":{"b":239,"g":233,"r":230,"$type":"site.standard.theme.color#rgb"},"foreground":{"b":105,"g":79,"r":76,"$type":"site.standard.theme.color#rgb"},"accentForeground":{"b":245,"g":241,"r":239,"$type":"site.standard.theme.color#rgb"}},"description":"Jean's personal blog on Leaflet","preferences":{"showComments":true,"showMentions":true,"showPrevNext":false,"showInDiscover":false,"showRecommends":true}},"indexed_at":"2026-01-23T22:03:42.485549+00:00","identity_did":"did:plc:6vxtya3serxcwvcdk5e7psvv","draft_leaflet":null,"documents_in_publications":[{"document":"at://did:plc:6vxtya3serxcwvcdk5e7psvv/site.standard.document/3m4omt5rj5c2i","documents":{"uri":"at://did:plc:6vxtya3serxcwvcdk5e7psvv/site.standard.document/3m4omt5rj5c2i","data":{"path":"/3m4omt5rj5c2i","site":"at://did:plc:6vxtya3serxcwvcdk5e7psvv/site.standard.publication/3lwddhdcemk2l","$type":"site.standard.document","title":"\"Bad Weather\"","content":{"$type":"pub.leaflet.content","pages":[{"$type":"pub.leaflet.pages.linearDocument","blocks":[{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"One of the most baffling, but continously uttered, takes I see about my esteemed home of Seattle, Washington, is this:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.blockquote","facets":[],"plaintext":"\"It has bad weather\"."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":141,"byteStart":138},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"This is a mostly weird opinion to me. I can get it, don't get me wrong, the rain isnt for everyone. But what's really baffling is usually who it is coming from. Which is, most often, people in exceptionally \"nice\" climates - California, Florida, et al. The funny part to me?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":59,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"},{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"I think all of these places have abysmally dogshit weather."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Perhaps you enjoy a singular season - I do not. I love the fall, I love the winter. I love the briskness of cold, the clean air of this time of year. I am currently sitting in a coffee shop in Little Saigon in Seattle, hashing out this post, and it is 54 degrees, sunny, and beautiful outside. The fall leaves are scattering the roads, theres a certain freshness to the air, its my favourite time of year. I am also, right now, scheduled to get on a flight in 4 hours to San Jose, California, where it is currently in the 80s. On the second day of November."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":235,"byteStart":232},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"Anyone who claims to me that 80 degree weather in November (for the Northern Hemisphere) is \"good weather\" might as well be speaking a different language. I understand weather is a subjective experience, but I dont fully understand why someone wants the same weather experience year-round. Consistency, I suppose? I don't disagree with those who say, dislike the rain (I love it personally, but I get it, being wet sucks a little bit.)"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":278,"byteStart":274},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"There isn't much point to this post. I just am a little peeved im gonna be yanked away from my tranquil fall days up here to go back to what as may (to me) be the eternal hellfire of Satan in terms of temperature (side effect of growing up in the PNW - 80 degrees I view as very hot. I know it isn't to many others.) But maybe I have something to learn here, something to value in this unfamiliar, alien temperatures to me. Or maybe I just learn to know what I like and what I dislike."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I hope this post provided value to you. It probably didn't! It's all just personal subjective BS that's mostly meaningless. But, god, I love the fall - that's really I want to get across."}}]}]},"bskyPostRef":{"cid":"bafyreifqys7n5wgzvhy56kjiyf4b7j7akcyfin3rzvygzbdiveobfapldm","uri":"at://did:plc:6vxtya3serxcwvcdk5e7psvv/app.bsky.feed.post/3m4omtcysns2i","commit":{"cid":"bafyreielhkour5pfiigwqrd2aga7onusua7zrlocrr77ooebvgxkmqxmjm","rev":"3m4omtd3eoy2c"},"validationStatus":"valid"},"description":"A weird little ramble on what I value in a 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Blog","record":{"url":"https://ngerakines.leaflet.pub","name":"Nick's Blog","$type":"site.standard.publication","preferences":{"showComments":true,"showMentions":true,"showPrevNext":false,"showInDiscover":true},"theme":"$undefined"},"indexed_at":"2026-01-23T21:56:34.513888+00:00","identity_did":"did:plc:cbkjy5n7bk3ax2wplmtjofq2","draft_leaflet":"019f7c94-a0b5-7ee6-9492-65a2c4f9e0c5","documents_in_publications":[{"document":"at://did:plc:cbkjy5n7bk3ax2wplmtjofq2/site.standard.document/3mszzyfrx7c26","documents":{"uri":"at://did:plc:cbkjy5n7bk3ax2wplmtjofq2/site.standard.document/3mszzyfrx7c26","data":{"path":"/3mszzyfrx7c26","site":"at://did:plc:cbkjy5n7bk3ax2wplmtjofq2/site.standard.publication/3lqpqvbdoas2z","tags":["atproto","permissioned-data","spaces"],"$type":"site.standard.document","title":"Permissioned Data: Space Access","content":{"$type":"pub.leaflet.content","pages":[{"id":"019ffdb7-7569-7447-bd55-9f84a07c6993","$type":"pub.leaflet.pages.linearDocument","blocks":[{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"A space credential is a key to the whole space, so every access configuration question reduces to two: who gets handed a key, and what software they can use. This post walks through them, the configuration structures that carry them, and what an implementation actually decides at credential-mint time."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":41,"byteStart":28},"features":[{"uri":"https://ngerakines.leaflet.pub/3mqu653us3k2p","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":102,"byteStart":96},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":118,"byteStart":109},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":237,"byteStart":211},"features":[{"uri":"https://github.com/bluesky-social/proposals/blob/main/0016-permissioned-data/README.md","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":273,"byteStart":270},"features":[{"uri":"https://github.com/bluesky-social/proposals/pull/99","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":309,"byteStart":305},"features":[{"uri":"https://github.com/bluesky-social/proposals/pull/100","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":351,"byteStart":347},"features":[{"uri":"https://github.com/bluesky-social/proposals/pull/101","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":363,"byteStart":357},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"This one steps outside the shapes series for a deep dive. The shapes posts kept gesturing at policy and appAccess as an important config value, but didn't go far enough as to how and why. It draws on the permissioned data proposal and some recent changes to it, #99 on DPoP-binding credentials, #100 on alpha-implementation fixes, and #101 on manage in permission sets, plus the experience of building both sides of this in the PDS I've been working on."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"Also, I'm going to continue repeating everywhere lately applies double here: permissioned-data is experimental. There is real risk of data loss and real risk of data leakage, people are going to want to treat it as private, safe, secure content, and they shouldn't yet, and none of it is a replacement for end-to-end encryption. Configuration is where a lot of that risk concentrates, which is exactly why it deserves a careful post."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"Space Credentials as Access Gates"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"A space credential is presented to a PDS to read permissioned-data within a space. Space credentials are \"whole space\", meaning whoever holds one can read every member's records in that space, not only their own. Issuing one does not add to or change the member list and does not authorize writes."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"Keep the other framing from the proposal next to it: this is access control, not confidentiality. Hosts and authorized services can read the data, which is what makes search, aggregation, notifications, and moderation possible. A space decides who is handed a key, not who could theoretically see the bytes."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"Conditions of Authorization"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"Authorization to mint a credential depends on two separate, but related required conditions:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.orderedList","children":[{"$type":"pub.leaflet.blocks.orderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":89,"byteStart":83},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":132,"byteStart":129},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"The user axis asks which person may be issued a credential. This is determined by policy and proven by the delegation token's iss value."}},{"$type":"pub.leaflet.blocks.orderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":83,"byteStart":74},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":139,"byteStart":136},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":149,"byteStart":146},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":180,"byteStart":171},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"The app axis asks which applications may hold one. This is determined by appAccess and proven with client attestation material whose iss and sub reference an OAuth client_id."}}],"startIndex":1}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"This separation is necessary because access patterns require it. A delegation token signed by a user's key is used to answer one specific question \"can this user access this space?\" while an OAuth client attestation answers a different question, \"can this application be used by identities to access this space?\""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"The \"atproto-space-credential+jwt\" credential has changed recently, so let's look at what's different now:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"json","plaintext":"{\n \"typ\": \"atproto-space-credential+jwt\",\n \"alg\": \"ES256K\",\n \"kid\": \"#atproto_space\"\n}\n{\n \"iss\": \"did:plc:cbkjy5n7bk3ax2wplmtjofq2\",\n \"sub\": \"at://did:plc:cbkjy5n7bk3ax2wplmtjofq2/space/community.lexicon.bookmarks.collection/self\",\n \"cnf\": { \"jkt\": \"0ZcOCORZNYy-DWpqq30jZyJGHTN0d2HglBV3uiguA4I\" },\n \"client_id\": \"https://events.ngerakines.me/oauth-client-metadata.json\",\n \"iat\": 1786550000,\n \"exp\": 1786557200,\n \"jti\": \"7f3b5a0d9c2e41c8b6a4f1e0d5c39b72\"\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":46,"byteStart":39},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":86,"byteStart":83},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":451,"byteStart":444},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"First, proposal PR #99 has introduced cnf.jkt. The whole-space credential has no aud because it gets presented to every repo host in the space. That means that it could also be intercepted as a plain bearer token that makes it a shared secret. Any host handed one to serve its own repo could replay it against the others. This is the exact replay attack that RFC 9449 (Demonstrating Proof of Possession) helps protect against. The value of cnf.jkt is the thumbprint of a key the requesting app proved possession of, via an RFC 9449 DPoP proof on the mint request, and every read afterward has to prove that key again. The credential stops being a secret you show and becomes a key only its holder can use."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"Space Configuration"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":11,"byteStart":5},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":27,"byteStart":18},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":117,"byteStart":77},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"The policy and appAccess space configuration objects are contained in a com.atproto.simplespace.defs#spaceConfig object with these default values:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"json","plaintext":"{\n \"$type\": \"com.atproto.simplespace.defs#spaceConfig\",\n \"policy\": { \"$type\": \"com.atproto.simplespace.defs#memberListPolicy\" },\n \"appAccess\": { \"$type\": \"com.atproto.simplespace.defs#open\" }\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"An unconfigured space has member-list policy and open app-access configuration by default. It is effectively a private guest list where the guests can use any client they wish to access the permissioned-data that the space holds."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":6,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":64,"byteStart":47},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":80,"byteStart":67},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":105,"byteStart":87},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"policy is an open union with three variants: #memberListPolicy, #publicPolicy, and #managingAppPolicy"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":9,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":53,"byteStart":48},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":70,"byteStart":60},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"appAccess is an open union with two variants: #open and #allowList"}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":28,"byteStart":10},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":58,"byteStart":47},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":108,"byteStart":102},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"When the #managingAppPolicy is applied, the managingApp service reference is required inside the policy object:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"json","plaintext":"{\n \"policy\": {\n \"$type\": \"com.atproto.simplespace.defs#managingAppPolicy\",\n \"managingApp\": \"did:web:members.example#svc\"\n }\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"Looking At Policies"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"These three policies answer \"who decides which people get keys\": a list you maintain, everyone, or a service you nominate."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":17,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":149,"byteStart":140},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":164,"byteStart":152},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":182,"byteStart":171},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":292,"byteStart":281},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"#memberListPolicy is the default. The authority keeps an explicit roster of DIDs that can be granted credentials that is managed with the addMember, removeMember, and listMembers XRPC methods. No one outside of that roster can be granted access. When an identity invokes the createSpace XRPC call, they are added as the first member, so a fresh space has a member list of one."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":120,"byteStart":109},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"The roster is a committed structure with its own set-hash, and it belongs to the management implementation, simplespace, rather than to the protocol layer every space host implements."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":26,"byteStart":23},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"Membership removal is not revocation. Removing a member stops future mints. A credential already issued keeps working until it expires, because there is no revocation path. Previously minted tokens eventually expire, and that TTL is the only binding. The default lifetime is two hours, my atproto-pds implementation clamps operator configuration between one minute and one day, and DPoP binding narrows who can present a leaked credential, not how long it lives."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":13,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"#publicPolicy authorizes any account that asks. There is no roster, no approval step, and no notification to anyone. Every account on the network can obtain a credential just by asking and read the permissioned-data that any member has written to their space repository."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"This isn't exactly \"public data\", and don't apply the duck test because it won't pass muster imo. Space records aren't published to the firehose, permissioned-data blobs are not served by the public blob endpoint, and clients must go through the full delegation, credential, and DPoP process. Public effectively removes the member list, and makes it easier to \"kind of\" remove access to public content, but there are some very big non-technical caveats to that. Also important to remember that credentials are whole-space, so public spaces mean every member's records in that space, not just the space owner's. Here be dragons."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":18,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":53,"byteStart":36},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"#managingAppPolicy is effectively #memberListPolicy but with a delegating service. The per-user decision is made by the named service, on every mint. When the local decision function reaches this policy it returns \"not decided here,\" and the authority makes an authenticated call:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"plaintext","plaintext":"GET /xrpc/com.atproto.simplespace.checkUserAccess\n ?space=at://did:plc:owner/space/app.example.club/main\n &user=did:plc:requester\n &clientId=https://client.example/oauth-client-metadata.json\nAuthorization: Bearer \n\n{ \"authorized\": true }"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":124,"byteStart":121},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":261,"byteStart":252},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":406,"byteStart":396},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":416,"byteStart":412},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":552,"byteStart":547},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"The bearer is service auth signed by the space authority's own key, with the managing app as audience and the method as lxm, so the managing app can verify the question came from the space's actual authority and not from anyone curious. The attested client_id rides along when present, which gives the managing app a second, softer place to be app-aware. Only a successful HTTP response with authorized as true means yes. Everything else from unreachable endpoints, network errors, non-200 HTTP responses, unparsable bodies, and including false responses means no. This endpoint must fail closed. When the delegated service endpoint is unreachable, nobody new is admitted and credentials already issued keep working until they expire."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"I think this is an elegant and clean solution to several hard questions:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"How can a single space authority service different spaces with different membership needs?"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"How can a single space authority offload a potentially expensive data structure and access pattern?"}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":35,"byteStart":23},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":59,"byteStart":40},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":288,"byteStart":275},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":339,"byteStart":324},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"With it, even a small #atproto_pds / #atproto_space_host host can defer to an external service that is better suited for complex membership features and their AT Protocol integration cost is relatively low. It just needs to know how to verify the ECDSA signature of the Authorization bearer token associated with the checkUserAccess request. The only implementation detail necessary for the membership moderation and enforcement control is an HTTP GET, which affords a lot of flexibility on how that membership list is managed by the implementation."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"Client Controls"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"The two app-access values answer \"what applications can be used by identities to access spaces?\""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":5,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":87,"byteStart":82},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":189,"byteStart":180},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":277,"byteStart":268},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"#open means any application can be used. An attestation is still optional under #open, and if one is presented it's verified anyway for good measure. If provided, the resulting client_id is imprinted in the credential and used for read attribution, otherwise the client_id is omitted."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":10,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":89,"byteStart":80},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"#allowList means only a pre-determined list of clients as determined by their client_id will be allowed to have credentials. When set, client attestation is required and the client ID verified against the allow list. This also means that a client allow-listed space excludes every app that doesn't identify itself. An empty allow list at configuration time would lock every application out of the space."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"Minting"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":67,"byteStart":49},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"There is an order of operations to processing a getSpaceCredential request."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":387,"byteStart":384},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"The DPoP proof is verified first as a fail-fast gate for missing or invalid DPoP nonce values and invalid signatures. This is a non-destructive check that also prevents single-use delegation tokens from being burned. Verification of delegation tokens is against the member's signing key, either locally for local accounts or extracted from DID documents for external identities. The jti is also consumed and cached for re-use checks."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"The attestation, if present, is verified next. This involves fetching the client metadata the attestation references, which is important to note because that information may not be cached and needs to be retrieved."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":201,"byteStart":198},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":230,"byteStart":221},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"At this point, space configuration is loaded and referenced to evaluate the policy and app-access configuration. If all checks pass, the credential is minted with the proof key's thumbprint in the cnf and the attested client_id if there is one."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":80,"byteStart":64},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":136,"byteStart":119},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":177,"byteStart":164},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"The failure scenarios walk the line of being vague and useful. AppNotAuthorized says the app can't read this space. UserNotAuthorized says the identity can't. NotAuthorized says the space couldn't decide, which is a retryable condition rather than a verdict, and it's what a managing-app outage or a misconfigured policy produces."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"The Layout"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"These are some different configurations and how they play out:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":35,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":133,"byteStart":127},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"The default, member-list plus open. Rudy is a member of my tech-books book-club space. Any client he authorizes with a valid space: grant can mint delegations and obtain a valid space credential. This is the private-guest-list, any-software posture, and most personal and small-group spaces should probably live here."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":27,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":240,"byteStart":224},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"member-list plus allowList. The Pokémon club from the series. Mattie is a member, and through the club's own app view she reads everything. If she uses a custom or independent client that is not on the app list, she gets AppNotAuthorized. The same error is also returned if someone tries to use a client that doesn't identify."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":22,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"public plus allowList. An open community may have public membership but still enforce strict moderation by requiring members use specific clients to access community content. The content is more broadly available, but participation requires conformance that clients can strongly enforce. It also provides a certain safety to community members knowing that elements of composable moderation and data validation are in-place."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":23,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":185,"byteStart":170},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":262,"byteStart":245},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"managing-app plus open. This could be a paid newsletter's space, where the managing app fronts the subscription or billing system. A subscriber's mint succeeds because checkUserAccess consulted a subscription table. A lapsed subscriber gets UserNotAuthorized on their next mint and coasts on their existing credential for at most the TTL."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"The Dragons I Warned You About"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"Permissioned data spaces supports a wide variety of use cases, but there are some sharp edges that you need to be aware of."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"There is no revocation. Removing a member, changing the policy, or emptying an allow list affects only future mints, and outstanding credentials run to expiry."}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"Space credential issuance must not be confused with membership."}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"Reads are whole-space. There is no per-record, per-collection, or per-identity read grant. An entire space is the smallest (and largest) unit of read access."}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"Membership can be unverifiable. A repo host serving a space whose authority lives elsewhere has no roster to consult, so it defers to the authority where it can, demands positive evidence where it can't, and refuses otherwise."}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":169,"byteStart":156},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"Refusals are shaped to prevent probing. Whether a given space holds a given account's records is itself a confidential fact, so membership refusals report SpaceNotFound rather than something more informative."}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"Attribution is intentionally imperfect. A repo host only ever sees credentials presented, so an attesting app shows up in the access log as itself, while a non-attesting one appears as a fresh anonymous reader every time its credential rotates."}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"Where This Leaves an Owner"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"The whole configuration surface is two dials and a nominated service, and I think that smallness is right, because every playout above was legible from the config alone. Legible, however, is not the same as safe. Between the revocation gap, the whole-space key, and drafts that are still moving, my advice hasn't changed: treat every permissioned space you run today as an experiment, assume both loss and leakage are live possibilities, and don't put anything behind these dials that would hurt you on either failure."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":21,"byteStart":10},"features":[{"uri":"https://atproto-crates.com/pds.html","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":96,"byteStart":88},"features":[{"uri":"https://bulleted.app/","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"Check out atproto-pds, my Rust PDS implementation that supports permissioned-data, and Bulleted, an outliner that can use permissioned-data-enabled PDSes."}}]}]},"bskyPostRef":{"cid":"bafyreibsq6e7x3f7cm63zdzapln2qey63phk6ngxmfdno5umzxz3a7j7nm","uri":"at://did:plc:cbkjy5n7bk3ax2wplmtjofq2/app.bsky.feed.post/3mszzyh7agc2u","commit":{"cid":"bafyreic5rbekwv7bpnqrn5zfjud32njbpgngtzuz7cod4dncehxpjuxrae","rev":"3mszzyldtlk2o"},"validationStatus":"valid"},"description":"Stepping outside the shapes series for a deep dive: how space configuration decides which people and which apps get credentials. 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Newsletter","record":{"url":"https://graze.leaflet.pub","name":"Graze Newsletter","$type":"site.standard.publication","description":"The Graze Newsletter","preferences":{"showComments":true,"showMentions":true,"showPrevNext":false,"showInDiscover":true},"theme":"$undefined"},"indexed_at":"2026-01-23T21:58:34.037324+00:00","identity_did":"did:plc:i6y3jdklpvkjvynvsrnqfdoq","draft_leaflet":null,"documents_in_publications":[{"document":"at://did:plc:i6y3jdklpvkjvynvsrnqfdoq/site.standard.document/3molilyuk5k2a","documents":{"uri":"at://did:plc:i6y3jdklpvkjvynvsrnqfdoq/site.standard.document/3molilyuk5k2a","data":{"path":"/3molilyuk5k2a","site":"at://did:plc:i6y3jdklpvkjvynvsrnqfdoq/site.standard.publication/3lwrpf3vw222v","tags":[],"$type":"site.standard.document","title":"Can we billionaire-proof inference?","content":{"$type":"pub.leaflet.content","pages":[{"id":"019edb77-3961-744f-b0cc-5efe509c9d29","$type":"pub.leaflet.pages.linearDocument","blocks":[{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":92,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"A small, federated compute co-op called co/core — and the wider experiment it's a part of."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreihoy3u4auhm5tql2o4pzhqez653f5dpyhowunfx4sl3fo7aqshqqa"},"size":154114,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":2554,"height":1741}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"On the evening of June 12th, a model that hundreds of millions of people could use one day couldn't be used by anyone the next. The US government issued an export-control directive suspending access to Anthropic's Fable 5 and Mythos 5 for any foreign national, and because there was no clean way to comply halfway, the models went dark for everyone, worldwide, three days after they launched."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":229,"byteStart":219},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"This moment exposed that inference, no matter how powerful the company providing it, can be switched off overnight by an institution you don't control. The compute didn't disappear. The capability didn't disappear. The permission disappeared. One letter, 5:21pm ET, lights out, the brittleness of singular institutions controlling these powerful tools exposed."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":249,"byteStart":238},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":457,"byteStart":444},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"We spend most of our time at Graze thinking about whether the algorithms that shape attention have to be owned by the platform you happen to be standing on. The pitch for ATProto, stated at its most ambitious, is that social media can be locked open: your identity and your content live on a protocol no single company controls, so no single company — and no single owner of that company — can wall you in. People have a shorthand for this credible exit path: billionaire-proof social media."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":110,"byteStart":104},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":147,"byteStart":138},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"So here's the question we couldn't stop poking at after the Fable shutoff: if you can billionaire-proof social, can you billionaire-proof inference? Not \"decentralize compute\" in the press-release sense — actually arrange things so that the record of who did what work, for whom, can't be quietly turned off, repriced, or held hostage by whoever happens to own the database this quarter."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"co/core is our experiment in finding out. We want to be clear up front about what it is and isn't."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"What Is co/core"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"co/core is a place where people share the compute they already own to run AI for each other, instead of renting from a handful of giant providers. It's an experiment in inference we build, share, and own together — and your existing code works as-is, because we speak the same standard API everything else does. The models are open ones that run on the hardware people already have. Every new user is granted 1m tokens that can be run on the network - when tokens are used, they are debited from the requestors account. 95% of those tokens are then credited to the owner of the machine that ran the compute - 5% are held by the co/core account. At the end of each month, the co/core account then disburses its holdings as a dividend to all active users on the network."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreibkc2lg24vqgprrnbkh5zntcztzndc2wqstmsmg26r5xzdzvddjdi"},"size":5270962,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":3797,"height":5742}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"The aperture"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":282,"byteStart":278},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"When we talk about the dominant theme of products built on ATProto, we talk about being in the \"skeuomorphic age\" - X-but-on-ATProto (literally). In order to realize the protocol's potential, we have to push past the skeuomorph - at Graze we call them lyrebirds - products that look skeuomorphic on the edges, but are internally ATProto native - we like to think of Graze as an example lyrebird. When we talk about how to think past the skeuomorph, more than once we've landed on the Sandwich Alignment Chart meme from a billion years ago - that is - what's the furthest away from \"canonical\" ATProto while still being technically canon? With co/core, we worked out our own two principal axes that we could push on to expand ATProto's remit."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreigl4gd2biaqxz4da2xoogrbzmbrbza7tqnrja6ryke6vqw3e32tu4"},"size":729210,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":3000,"height":3100}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":45,"byteStart":18},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"The first axis is what counts as a social act. ATProto's center of gravity is a small spectrum of sociality: post, like, follow. Communicative acts between individuals. We're pushing on that spectrum with a claim that the act of computation, as brokered through a clearinghouse, can also be a social act between someone who needs compute and someone who has compute available."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":57,"byteStart":19},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":321,"byteStart":314},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":550,"byteStart":545},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"The second axis is how a record represents the social act. Most records are declaratory broadcasts signifying the social act - I posted this thing, I like your post, I followed this person. They are also usually the termination of the act - the record is the work. They may reference other actors, but they do not involve the actors meaningfully. Throughout co/core, our records are records of mutual declaration - we performed this act together, and mutually signed that it occurred in such a way to make that act verifiable. And these records refer to the actual work, which is otherwise unobserved and off-protocol."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"We didn't invent any of this"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":118,"byteStart":85},"features":[{"uri":"https://siliconflorist.com/2024/09/11/cocore-airbnb-for-compute/","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":194,"byteStart":192},"features":[{"uri":"https://bsky.app/profile/rchowe.com","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":389,"byteStart":376},"features":[{"uri":"https://darkbloom.dev/","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":717,"byteStart":699},"features":[{"uri":"https://en.wikipedia.org/wiki/Oink%27s_Pink_Palace","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"Almost nothing in co/core is novel. Devin, on our team, was actually playing with a \"Airbnb for compute, a cloud co-op\" framing years ago, and named the project way back then (and in fact met RC on the Graze team through that work). The pattern of treating a unit of work as a signed, secure, portable artifact you carry with you was sharpened by the open-source work over at darkbloom.dev. The co/core economics are borrowed wholesale from people who solved them long before us: the mutual-credit token comes from Sardex and the 1934 WIR cooperative bank; the patronage rebate is the old Rochdale co-op dividend, the same one that mails REI members a check every spring (and if we're being honest, Oink's Pink Palace was also in the back of our heads while building out the token economics). The co/core work was principally in picking up these threads and weaving them together at the ATProto intersection."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"It's an experiment, and it's held together with tape"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreih7v7tfdwtbd6zxzspso7qsh6do74lelvf5xtekntmhjo3fqzasle"},"size":1142804,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":3060,"height":1851}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"This is an experiment. We mean that plainly. There's only one exchange running today. We've tried to make this secure-ish, we've tried to make it functional-ish, but this is not something you should trust for confidential workloads, and expect rough edges with our deployed inference agent. We are likely not the people to fully realize the maximalist vision here, but we wanted to start the conversation about it. But the code is now at a release candidate level, and we'd love to open up the conversation."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"The maximalist vision of this is a cooperative hyper-hyperscaler: a compute backbone assembled out of the idle machines already sitting in closets and on desks, owned by ordinary people, that no single institution can switch off and no single owner can capture once it's fully federated and represented in a structured graph. That's a long ways out from the current state, and there are profound (likely hardware) security problems to solve that we can't address in this experiment. But we have to start somewhere."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":139,"byteStart":125},"features":[{"uri":"https://www.coldstart.com/","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"And being an experiment begs the question - what constitutes success? We believe that indications of co/core constituting an atomic network are needed to continue pushing on the product - organic user adoption, daily token usage for many days in a row, persistent server access from the community, and ideally some PRs from folks looking to pitch in. If we can create a small networked co-op of people inferring together, we can iterate on the next level."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":168,"byteStart":152},"features":[{"uri":"https://github.com/graze-social/cocore","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":197,"byteStart":186},"features":[{"uri":"https://bsky.app/profile/cocore.dev","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":235,"byteStart":217},"features":[{"uri":"https://console.cocore.dev","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"If this sounds like the kind of thing you'd want to poke at, you're exactly who this is for. Run a node, dispatch a job, read the receipts. And please, help us build it. Come find us at @cocore.dev, or start a job at console.cocore.dev."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}}]}]},"description":"A small, federated compute co-op called co/core — and the wider experiment it's a part 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It's working, and will be officially released veeerrrry soon. but first, this!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":40,"byteStart":34},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"Hubble's purpose is to mirror the whole Atmosphere, but another very interesting (smaller!) use-case came up."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.bskyPost","postRef":{"cid":"bafyreig5kt343dgjmc5qe5u7tg4j6pb6py5noggns35b6kaakdjznwduca","uri":"at://did:plc:fdme4gb7mu7zrie7peay7tst/app.bsky.feed.post/3mllzzd4hys2q"},"clientHost":"bsky.app"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":10,"byteStart":0},"features":[{"uri":"https://fed.brid.gy/","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":33,"byteStart":23},"features":[{"uri":"https://atmosphereaccount.com/","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":51,"byteStart":42},"features":[{"uri":"https://jointhefediverse.net/learn/?lang=en-us","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":87,"byteStart":79},"features":[{"uri":"https://joinmastodon.org/","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":105,"byteStart":98},"features":[{"uri":"https://bsky.social/about","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":213,"byteStart":206},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"Bridgy Fed bridges the Atmosphere and the Fediverse. You can follow friends on Mastodon from your Bluesky account, and seamlessly jump into in conversations that span protocols. It's very cool! So what's a getRepo and what does it have to do with Hubble?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"Atmosphere sync"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":7,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":44,"byteStart":20},"features":[{"$type":"pub.leaflet.richtext.facet#code"},{"$type":"pub.leaflet.richtext.facet#italic"},{"uri":"https://endpoints.bsky.app/#bluesky-app/tag/comatprotosync/GET/xrpc/com.atproto.sync.getRepo","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":91,"byteStart":86},"features":[{"uri":"https://atproto.com/guides/glossary#pds-personal-data-server","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":169,"byteStart":138},"features":[{"$type":"pub.leaflet.richtext.facet#code"},{"$type":"pub.leaflet.richtext.facet#italic"},{"uri":"https://atproto.com/guides/streaming-data#firehose","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"getRepo (legal name com.atproto.sync.getRepo) is one of two core methods to sync from PDSes to the network. The other is the firehose (or com.atproto.sync.subscribeRepos), and they compliment each other:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":18,"byteStart":12},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":46,"byteStart":38},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"Firehose: a stream of verifiable data changes."}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":7,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":20,"byteStart":11},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":45,"byteStart":39},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"getRepo: a snapshot of verifiable data state."}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":15,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":41,"byteStart":21},"features":[{"uri":"https://www.ietf.org/archive/id/draft-holmgren-at-synchronization-00.html","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":101,"byteStart":93},"features":[{"uri":"https://atproto.com/guides/backfilling","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":191,"byteStart":185},"features":[{"uri":"https://updates.microcosm.blue/3mik73ajygk2m","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"Atmosphere sync is a careful coordination of these: fetching initial account data (getRepo, \"backfill\"), tracking changes (firehose), and recovering from errors by resetting (getRepo, \"resync\")."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":15,"byteStart":8},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"Without getRepo, there was a Bridgy-shaped hole in the Atmosphere. Bridgy Fed emitted changes on the firehose, but you couldn't backfill initial state or reset after errors for bridged Fediverse accounts."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"facets":[{"index":{"byteEnd":46,"byteStart":39},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"It's one endpoint, Micheal. What could getRepo cost?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":16,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"A lot, actually!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":7,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":70,"byteStart":39},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":106,"byteStart":88},"features":[{"uri":"https://atproto.com/guides/data-repos#data-layout","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":159,"byteStart":132},"features":[{"uri":"https://dasl.ing/car.html","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":266,"byteStart":231},"features":[{"uri":"https://atproto.com/specs/repository#repository-data-structure#repository-data-structure","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":287,"byteStart":279},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":300,"byteStart":288},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"getRepo produces a complete archive of all public data for one account, structured as a Merkle Search Tree (MST), serialized into a Content-Addressable aRchive (CAR). Collecting all this content-addressed content, from a tree with up to millions of pieces of content, adds up to a lot of random reads."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":275,"byteStart":268},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":336,"byteStart":323},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"Bridgy Fed stores atproto content in Google Cloud Datastore, which is highly scalable and pretty efficient for producing verifiable data changes for the firehose. But with pay-per-entity-read pricing and an entity-per-piece-of-content-stored design, the cost to serve getRepo can approach $1 in datastore reads alone for a single export of a very large account."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":65,"byteStart":58},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"With many apps syncing the Atmosphere these days, serving getRepo like this would be unsustainable for Bridgy Fed."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"Mirror for a PDS"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":49,"byteStart":42},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":109,"byteStart":104},"features":[{"$type":"pub.leaflet.richtext.facet#bold"},{"uri":"https://atproto.com/guides/glossary#relay","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":110,"byteStart":109},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"Hubble is an alternate place you can make getRepo requests. It's kind of like how apps subscribe to one relay for the global firehose instead of subscribing to each and every PDS themselves, but the subscription endpoint is the exact same shape for both,"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":68,"byteStart":61},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":165,"byteStart":150},"features":[{"uri":"https://atproto.com/specs/xrpc","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"a whole-Atmosphere Hubble instance is one place you can call getRepo, with the exact same shape as if you were talking to a PDS. Atmosphere interop! (more about this if you're curious)."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":69,"byteStart":66},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":151,"byteStart":144},"features":[{"uri":"https://portal.eurosky.tech/","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":214,"byteStart":166},"features":[{"uri":"https://pdsls.dev/firehose?instance=wss%3A%2F%2Feurosky.social","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"This same-shape thing means the reverse works too, of course! You can listen directly to any PDS \"firehose\" with any firehose tool. Behold, the Eurosky PDS firehose: pdsls.dev/firehose?instance=wss://eurosky.social"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"alt":"screenshot of pdsls's firehose page, subscribed to wss://eurosky.social. only the top summary is shown, with uptime (2m57s), total events (965), events/sec (5.0), and top collections (bsky like, post, repost, follow, postgate).","$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreidm3qnhkyvq4odyz64g2nmpehpw3xs3cybqatx5qmzbg5ihc4cihi"},"size":16750,"$type":"blob","mimeType":"image/webp"},"width":430,"aspectRatio":{"width":1062,"height":598}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"So… what if you ran Hubble, but subscribed it directly to Bridgy Fed, instead of the whole network? We tried it, and"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"plaintext":"it pretty much just worked?!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"It took about 5 mins over a call with the wonderful Bridgy Fed folks for us to figure out how to set it up:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":41,"byteStart":34},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"Bridgy Fed added an auth check to getRepo."}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":38,"byteStart":31},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":54,"byteStart":52},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"The Hubble mirror makes auth'd getRepo requests, so it can backfill from Bridgy Fed and stay in sync."}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":42,"byteStart":34},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":65,"byteStart":58},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"Bridgy Fed serves everyone else a redirect, sending their getRepos over to the mirror!"}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":163,"byteStart":156},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"We've been live with this in production for a bit over a week now. The Hubble mirror has served terabytes of archives, billions of records, for millions of getRepo requests already."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":54,"byteStart":20},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"For the Atmosphere, Bridgy Fed can now be synchronized. 65,000 accounts, now truly part of the network!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":43,"byteStart":28},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":50,"byteStart":43},"features":[{"$type":"pub.leaflet.richtext.facet#code"},{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":59,"byteStart":50},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"For Bridgy Fed, it only has one downstream getRepo consumer, at negligible cost after initial backfill."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":44,"byteStart":43},"features":[{"$type":"pub.leaflet.richtext.facet#footnote","footnoteId":"019fd778-5785-7992-83d3-ecd284e4dfc9","contentPlaintext":"OVH VPS-2, actually a bit over-provisioned, it turns out. Data on disk is under 10GB. Bridgy Fed set up a generous monthly donation to cover this + a bit, to keep it going!"}]},{"index":{"byteEnd":149,"byteStart":109},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"For microcosm it's one little USD$10/mo VPS*, the chance to load-test Hubble under real backfill demand, and a way to help keep the network healthier for everyone 😌"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":30,"byteStart":27},"features":[{"uri":"https://github.com/bluesky-social/indigo/tree/main/cmd/tap","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":52,"byteStart":43},"features":[{"uri":"https://tangled.org/microcosm.blue/lightrail","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":102,"byteStart":91},"features":[{"uri":"https://github.com/bluesky-social/jetstream","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":161,"byteStart":133},"features":[{"uri":"https://github.com/snarfed/arroba/issues/93#issuecomment-5185338030","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"If you have a full-network Tap instance, a lightrail server, or have been playing with the JetstreamV2 pre-release, you are probably already finally synchronized with Bridgy Fed!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"plaintext":"Bridgy Fed stays in control"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":110,"byteStart":86},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":131,"byteStart":130},"features":[{"$type":"pub.leaflet.richtext.facet#footnote","footnoteId":"019fd335-2864-7446-a0e4-23dc5bd0b713","contentPlaintext":"Hypothetically! just from a threat-modelling perspective! we have a very nice collaborative relationship! and we like each other, i think!"}]}],"plaintext":"So microcosm is serving requests for data that Bridgy Fed holds. What happens if this microcosm ╳ Bridgy Fed collab falls apart?*"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"The microcosm threat is actually pretty limited:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.orderedList","children":[{"$type":"pub.leaflet.blocks.orderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":23,"byteStart":17},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":55,"byteStart":42},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"The archives are signed (that's the A for Authenticated in AT Protocol). Whatever Hubble serves is verifiable. Hubble can't tamper undetected."}},{"$type":"pub.leaflet.blocks.orderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":29,"byteStart":20},"features":[{"$type":"pub.leaflet.richtext.facet#code"},{"uri":"https://developer.mozilla.org/en-US/docs/Web/HTTP/Reference/Status/302","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":70,"byteStart":56},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":130,"byteStart":123},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"Bridgy Fed serves a 302 Found redirect to the mirror, a non-permanent redirect. Bridgy Fed is always in the loop for every getRepo request, and can turn it off instantly."}}],"startIndex":1}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"And of course, they could switch to self-hosting the mirror. Like all microcosm projects, Hubble is open-source:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://tangled.org/microcosm.blue/hubble","$type":"pub.leaflet.blocks.website","title":"microcosm.blue/hubble","description":"A public mirror for the whole atmosphere","previewImage":{"ref":{"$link":"bafkreiav6yilarjaa2x5jdc6ymdo5mq3cfbm6uxoilyaapf3g2fjm2juce"},"size":18351,"$type":"blob","mimeType":"image/png"}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"facets":[{"index":{"byteEnd":16,"byteStart":9},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"Hubble's getRepo and what's next"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":41,"byteStart":34},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":42,"byteStart":41},"features":[{"$type":"pub.leaflet.richtext.facet#footnote","footnoteId":"019fd336-28ce-7446-a0e4-c6c37ef9dc6a","contentFacets":[{"index":{"byteEnd":57,"byteStart":10},"features":[{"uri":"https://atproto.com/blog/introducing-hubble-a-public-mirror-for-the-whole-atmosphere#dramatic-voice-until-now","$type":"pub.leaflet.richtext.facet#link"}]}],"contentPlaintext":"Or, well, it's made to be affordable for microcosm to run, and then to serve a lot of getRepo after that."}]}],"plaintext":"Hubble is built to serve a lot of getRepo*. It's doing well on the Bridgy Fed-sized mirror, and looking good so far at whole-network scale too."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.bskyPost","postRef":{"cid":"bafyreifps5tw74k2r4ilstenybeyscdj7spbkob2sdy3ehuuyivkb7qn5y","uri":"at://did:plc:hdhoaan3xa3jiuq4fg4mefid/app.bsky.feed.post/3msdrk2uegc2m"},"clientHost":"bsky.app"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":25,"byteStart":22},"features":[{"uri":"https://tangled.org/microcosm.blue/star/tree/main/star-lite","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":38,"byteStart":33},"features":[{"uri":"https://tangled.org/microcosm.blue/hubble/tree/main/hubble-sync","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":149,"byteStart":147},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":183,"byteStart":181},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":224,"byteStart":222},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"I'll write more about how Hubble works soon. But it's basically cheaper because it doesn't have to be a full PDS implementation. It gets away with no content-addressing internally, no stored Merkle Search Tree at all, and no pay-per-read cloud storage."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":7,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":39,"byteStart":28},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":59,"byteStart":40},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":69,"byteStart":60},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":181,"byteStart":153},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"Next up for microcosm is to officially, publicly, properly, for real announce the whole-network Hubble mirror launch. I'm busy wrapping up details, it's really almost finally there!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":52,"byteStart":35},"features":[{"uri":"https://tangled.org/microcosm.blue/hubble/tree/main/hubble-sync","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"(it has been a journey, but we got a sync1.1 library out of it, which will hopefully be the next post-announce post!)"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"This is one of a series of posts about building Hubble! In case you missed the original announcement:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"uri":"at://did:plc:lulmyldiq4sb2ikags5sfb25/site.standard.document/3mhj675s55c2a","size":"medium","$type":"pub.leaflet.blocks.standardSitePost"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":36,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":122,"byteStart":117},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"Microcosm runs on community support! If you liked this article, if you like community infra, or if you like when the whole Atmosphere can be synchronized:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://ko-fi.com/bad_example","$type":"pub.leaflet.blocks.website","title":"Support phil","description":"","previewImage":{"ref":{"$link":"bafkreiarrl37evyicnxdwzdynmevxoxx64ei5j54lcqrunmihextde6rqy"},"size":5669,"$type":"blob","mimeType":"image/png"}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://github.com/sponsors/uniphil/","$type":"pub.leaflet.blocks.website","title":"Sponsor @uniphil on GitHub Sponsors","description":"currently hacking on and hosting atproto projects: https://microcosm.blue art and transistors, small things that are nice","previewImage":{"ref":{"$link":"bafkreig5syasb6ebyaw6mvuqwqhwsg4yytnfxv3m2wy7xalzvndt7cdnpm"},"size":28580,"$type":"blob","mimeType":"image/png"}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"more footnotes:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":10,"byteStart":9},"features":[{"$type":"pub.leaflet.richtext.facet#footnote","footnoteId":"019fd7f2-8986-733b-ac0f-156398679e83","contentFacets":[{"index":{"byteEnd":54,"byteStart":47},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":125,"byteStart":96},"features":[{"uri":"https://github.com/snarfed/arroba/issues/93#issuecomment-4904689006","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":189,"byteStart":181},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"contentPlaintext":"$35"}]}],"plaintext":"clickbait*"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":23,"byteStart":22},"features":[{"$type":"pub.leaflet.richtext.facet#footnote","footnoteId":"019fd7f2-96a6-733b-ac0f-75ae931e901b","contentFacets":[{"index":{"byteEnd":105,"byteStart":38},"features":[{"uri":"https://github.com/snarfed/arroba/issues/93#issuecomment-5185338030","$type":"pub.leaflet.richtext.facet#link"}]}],"contentPlaintext":"What was that Bluesky unblock?? 🤐 https://github.com/snarfed/arroba/issues/93#issuecomment-5185338030"}]}],"plaintext":"the bluesky thing 👀*"}}]}}]}]},"bskyPostRef":{"cid":"bafyreibfxmvnkyzdxbysypkfaa7gidlvcp75x6rfwm6ml5hzn57oaunkme","uri":"at://did:plc:lulmyldiq4sb2ikags5sfb25/app.bsky.feed.post/3msgfs4h4rc27","commit":{"cid":"bafyreid55scvbk6hvy6xg7nsfcpwafsh4mcxq4uxw3pmnkwezpdyly7dom","rev":"3msgfsbtgsu2b"},"validationStatus":"valid"},"description":"Bringing Bridgy's backfill back! (and unblocking a big Bluesky broadcast 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targeting users or developers? Streamplace’s thesis is that LLMs and vibe coding make that distinction harmful. Successful products will be user-first and developer-first at the same time*. User-first applications like Reddit and X deny vibe coders the access they need to build next-generation transformative experiences that we haven’t even imagined yet. Developer-first companies might seem poised to capitalize on this trend, but the traditional SaaS model leads to siloed, isolated experiences. The products that win in the LLM world will be equally compelling to users and developers in a virtuous cycle."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":54,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":242,"byteStart":238},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":323,"byteStart":315},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"User-first products miss out on the post-LLM universe. There’s an unbelievable number of creative, smart, motivated people who never quite made the jump to software development before LLMs. Those people are now shipping multiple apps a week. Reddit and X, in their infinite wisdom, have chosen now as the time to restrict their APIs and cull their vibrant ecosystems of third-party clients. We’ll spend the next five years watching them slowly decline while holding on white-knuckled to their network effects: it’s the only thing they’ll have left. The rest of us will have moved on to platforms and applications that better align with our values."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":47,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"Developer-first products are siloed and lonely. Early on, it will look like developer platforms will be the real winners here. Cloudflare and Vercel will put up big numbers. However, most of the vibe coded apps will never see any users. With 10x the apps in the world, converting new users is 10x as difficult. The developer platforms will just be cutting into their margins. As they begin to recognize this, expect the SaaS companies to start to clamp down on their free tiers, desperately trying to get their users paying even $5/month."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":68,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"Streamplace’s approach breaks down the walls between applications. Our base primitive: decentralized public broadcast. Our users, video creators, are first-class citizens of the ecosystem, not some abstraction held in one of our customers’ databases. When the new generation of programmers ship their apps, they can have users on Day 1, not be begging for people to create yet another account with an email and password. As for us: we’re building a customer base at every step of this process, not shipping some SaaS and idly standing by hoping one of our users turns out to be a unicorn."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":57,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":261,"byteStart":258},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"This is where decentralized social protocols are helpful. After Streamplace broadcast AtmosphereConf 2026, we kicked off VOD JAM and allowed anyone from the community to build an app or website for watching the recordings. We averaged two app integrations a day, and every app shipped immediately has 60 hours of content. A “user-first” product would resent the competition. A “developer-first” product would make every app into its own empty silo, waiting for user signups and uploads. Only by building products for both creators and developers can you thrive in the new world."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":79,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"In this context, you win by being the right answer for everybody at every step. A coach wants to broadcast a high school football game on the school’s website. What’s the easiest way? The Streamplace app. The booster club does a fundraiser? Streamplace facilitates the payment. Coach’s team goes to state and they need to scale out the stream a bit? Streamplace subsidizes the broadcast with ads. Coach decides to vibe code an app over the summer; Claude gets them started with the Streamplace SDK in ten lines of code. Now Coach’s app is the biggest high school football app in the country, broadcasting thousands of games a week, and they never considered using anything else. Meanwhile, all the other schools are busy embedding Coach’s stream in their apps and websites. And the cycle continues."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"So what’s the playbook? You want:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":22,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"Maximum Proliferation: We see one success condition for LLM age: When the user asks Claude, Codex, or Gemini “How do I add video to my app?” The answer must be “Streamplace”. We get there by being easy, cheap, open-source, globally-scaled, and ubiquitous. There must be no downside or risk of vendor lock-in."}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":35,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"Don’t ship APIs, ship primitives: Streamplace’s signed segmentation format works equally well whether you’re streaming video over the internet, archiving it on a NAS, or teaching an LLM to create a supercut with fifty other videos. Amazon IVS has expensive solutions for 60% of your video needs. Streamplace has them all for free."}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":20,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"Generous free tiers: In Streamplace’s case: free multistreaming, free archival, and (eventually) free ad-subsidized distribution. Become the obvious first step for creators’ livestreams, even if they’re still mostly using Twitch and YouTube. You afford this by leveraging alternative and decentralized infrastructure instead of building everything on AWS and Oracle cloud. Bittorrent and Iroh scale really well."}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":28,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"Scale for those who need it: For the 1% of vibe coded apps that really start to hit, Streamplace is your one-stop shop for solving all the hard problems: ad-free distribution, storage, chat. For the 1% of most successful streamers, we provide archive, analytics, and custom app development services. Or, for power users, bring your own S3-compatible API; we integrate with everything seamlessly."}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":34,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"Align with creators at every step: Start by becoming a useful, low-friction addition to creators' workflow. Build a desktop app to help them manage their libraries. Then help them out at every step of the journey: give them tools to monetize for private videos, remix their streams with others, and embed their stream wherever it's needed."}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"Once upon a time, users and developers were separate markets. That distinction will becomes less and less meaningful every year that goes by. 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A lil' guy sits behind a booth in front of the door, welcoming you!","$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreibeizn33rz57frd4ip433p4qg5k6elim54ivoh6nejj2ktpqytzvu"},"size":712806,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":2400,"height":1260}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"Seeking launch partners for paid publications"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"We recently added support for email newsletters, and are getting ready to launch paid memberships — like you can do on Substack, Ghost, Beehiiv, Patreon etc, but tightly integrated with Bluesky."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":26,"byteStart":21},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"We're also exploring other ways to monetize, like one-off paid content, and want to hear what you'd be most excited to use."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":58,"byteStart":57},"features":[{"$type":"pub.leaflet.richtext.facet#footnote","footnoteId":"019fb39e-6e74-7775-95bb-0c12a014c3a5","contentPlaintext":"We've tried to keep things simple here! Your only additional cost is +$5/m for each +1k email subscribers. And Leaflet Pro is entirely optional; nearly all our features are free."}]}],"plaintext":"Our creator plan, Leaflet Pro, starts at just $12 / month* and gets you email newsletters, analytics, and group publications."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":124,"byteStart":121},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"The plan is to do paid memberships with a much lower % platform fee than Substack — 5% instead of 10% — available to all creators, whether or not you opt for the extra features of Leaflet Pro."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"We'd like to get a few early partners on board as we gear up to launch paid memberships. The best fit is likely:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"Independent creator-publishers, solo or small team"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"Very active / substantive following on Bluesky"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"Writing a blog / newsletter on Substack (or similar) OR have a substantial audience elsewhere and would appreciate a way to monetize around Bluesky"}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"Indie journalists, early-stage newsletter writers, and creators in other mediums (e.g. video) could all be a good fit. Ditto folks interested in trying an experiment alongside your existing site."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"We plan to launch paid memberships this summer, and work as fast as we can to improve and support what you need. We'll start in private alpha with a few early partners, then open up more widely."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"If you're interested in Leaflet + monetization tools, fill out this form to tell us more about your work and what you'd find useful:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"url":"https://docs.google.com/forms/d/e/1FAIpQLScth-EJzWi0zcyQ-Uv_Ex-ae4SJNoBwEqqFHBneZVUF2gnptg/viewform?usp=dialog","text":"Leaflet monetization interest form!","$type":"pub.leaflet.blocks.button"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"alt":"Example of a paid subscribe form for a Leaflet post:\n\nBecome a member of The Greenery Gazette\n\nemail@example.com\n\nMonthly | Annual\n\nFree\nFollow along with any posts we plant publicly\nSubscribe for free\n\nSupporter\nBranch out with members-only posts, plus exclusive access to our annual report, Special Topics in Topiary Topology\nJoin for $5/mo\nUnlocks post\n\nPatron\nDeepen your roots with all the above, plus access to our private community, The Green Scene.\nJoin for $20/mo\nUnlocks post\n\nAlready Subscribed? Sign in","$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreidyfxkcmptykg6sibvp7qbgqxtxltnnmxtqz76ka7lyipp3gtifyq"},"size":94960,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":2198,"height":1414}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"The power of Leaflet + Bluesky"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"Leaflet is built to help creators take advantage of new ways we can make the internet more social, without network lock-in, so you can:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"Publish once and reach readers across Bluesky & beyond"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":30,"byteStart":29},"features":[{"$type":"pub.leaflet.richtext.facet#footnote","footnoteId":"019fb3a3-94b4-7aa5-8c5c-4421d24c1c63","contentFacets":[{"index":{"byteEnd":32,"byteStart":28},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"contentPlaintext":"Your email list, content — all your data — is yours. Published data lives on your PDS, which you control; private date like email lists we'll help you export any time."}]}],"plaintext":"Own your content and audience* — no walled garden platform, like Substack, standing between you and them"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"Make money, so your work is sustainable"}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"With Leaflet, you can publish with way less friction, and reach your audience in social spaces they already spend time in every day. It's tightly integrated with Bluesky, which means:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"No new accounts! You log in and make a blog with your Bluesky account; readers subscribe with their Bluesky accounts"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"Share to Bluesky when you publish; Bluesky shows special link cards for Leaflet posts"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"@-mention anyone on Bluesky directly in your post"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"Readers can comment, recommend posts, and share excerpts directly to Bluesky"}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":41,"byteStart":32},"features":[{"$type":"pub.leaflet.richtext.facet#bold"},{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"And if you're interested in the technical flexibility this affords:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"Leaflet is not only easy to use, with a great mobile editor. We're also open source, and built on open protocols, so everything we offer is possible for you to extend, customize, even self-host — you can build your own tooling, with credible exit every step of the way."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"Publishing in a growing social ecosystem"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":85,"byteStart":75},"features":[{"$type":"pub.leaflet.richtext.facet#italic"},{"uri":"https://lab.leaflet.pub/3mrq6ma5dgs2x","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"Beyond Bluesky, a whole new universe of social blogging is emerging in the Atmosphere, and all kinds of folks are building it alongside us."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":36,"byteStart":26},"features":[{"did":"did:plc:revjuqmkvrw6fnkxppqtszpv","$type":"pub.leaflet.richtext.facet#didMention"}]},{"index":{"byteEnd":54,"byteStart":41},"features":[{"did":"did:plc:pgjkomf37an4czloay5zeth6","$type":"pub.leaflet.richtext.facet#didMention"}]},{"index":{"byteEnd":84,"byteStart":70},"features":[{"did":"did:plc:re3ebnp5v7ffagz6rb6xfei4","$type":"pub.leaflet.richtext.facet#didMention"}]}],"plaintext":"Joined by publishing apps @pckt.blog and @offprint.app, we co-created @standard.site, a set of open standards for publishing on AT Protocol: kind of like RSS with a social network built in. "}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":68,"byteStart":48},"features":[{"did":"did:plc:f4os2wz5fjl56xpwcvtnqu7m","$type":"pub.leaflet.richtext.facet#didMention"}]},{"index":{"byteEnd":119,"byteStart":107},"features":[{"did":"did:plc:ryed5tnzwmpwbidrsuwrlwwb","$type":"pub.leaflet.richtext.facet#didMention"}]},{"index":{"byteEnd":192,"byteStart":175},"features":[{"uri":"https://lab.leaflet.pub/3moomxyjssk2p","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"Other tools are emerging, from reader apps like @standard-reader.app to social link aggregation tools like @sill.social, that continue to make Leaflet publications richer and more discoverable!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"And Bluesky is building new features for communities, coming later this year, with exciting potential for giving your members more ways to engage not only with your content but with each other."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":24,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"For creators, this means: more channels for distribution, more ways for readers to find and engage with your work, and a valuable social graph of relationships between readers and publishers."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"There are real benefits to publishers in being early to this ecosystem. Leaflet is the easiest way to get started and take advantage of this growing network."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"What's next: memberships & other creator monetization tools"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"Subscriptions won't be the right fit for everyone right away — especially if you don't have a subscription-sized audience yet. "}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"We're also thinking about one-off payments (a single report; a one-time project) and bundled or gated releases (a quarterly magazine; a themed collection) as ways to monetize without needing recurring membership from day one."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"If either of those fits how you already think about your work, we want to hear about it."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"We'll soon be onboarding a small number of folks to try paid memberships, and exploring what's next. We'd love to hear more about what you're working on, and what you'd find valuable!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"Once again, please tell us more here if you're interested:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"url":"https://docs.google.com/forms/d/e/1FAIpQLScth-EJzWi0zcyQ-Uv_Ex-ae4SJNoBwEqqFHBneZVUF2gnptg/viewform?usp=dialog","text":"Leaflet monetization interest form!","$type":"pub.leaflet.blocks.button"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":44,"byteStart":35},"features":[{"uri":"mailto:contact@leaflet.pub","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"And if you have further questions, reach out any time!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":18,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":35,"byteStart":18},"features":[{"did":"did:plc:tcfrzrzqflcmzruc5wrky5cp","$type":"pub.leaflet.richtext.facet#didMention"}]},{"index":{"byteEnd":210,"byteStart":35},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"Special thanks to @bankonjustin.com for several conversations helping sharpen how we position Leaflet and monetization tools for indie journalists and other creators, including contributions to the draft above."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":13,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":30,"byteStart":13},"features":[{"did":"did:plc:2hgmrwevidwsxundvejdeam5","$type":"pub.leaflet.richtext.facet#didMention"}]},{"index":{"byteEnd":35,"byteStart":30},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":56,"byteStart":35},"features":[{"did":"did:plc:hg7e37e3kl5m5ra7udzyw6ta","$type":"pub.leaflet.richtext.facet#didMention"}]},{"index":{"byteEnd":78,"byteStart":57},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"Thank you to @tylerjfisher.com and @anna.germnetwork.com for feedback as 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Musings","record":{"url":"https://musings.julia.pink","name":"Julia's Musings","$type":"site.standard.publication","theme":{"$type":"pub.leaflet.publication#theme","primary":{"b":105,"g":79,"r":76,"$type":"pub.leaflet.theme.color#rgb"},"accentText":{"b":245,"g":241,"r":239,"$type":"pub.leaflet.theme.color#rgb"},"pageBackground":{"a":100,"b":245,"g":241,"r":239,"$type":"pub.leaflet.theme.color#rgba"},"backgroundColor":{"b":245,"g":241,"r":239,"$type":"pub.leaflet.theme.color#rgb"},"accentBackground":{"b":239,"g":57,"r":136,"$type":"pub.leaflet.theme.color#rgb"},"showPageBackground":false},"basicTheme":{"$type":"site.standard.theme.basic","accent":{"b":239,"g":57,"r":136,"$type":"site.standard.theme.color#rgb"},"background":{"b":245,"g":241,"r":239,"$type":"site.standard.theme.color#rgb"},"foreground":{"b":0,"g":0,"r":0,"$type":"site.standard.theme.color#rgb"},"accentForeground":{"b":245,"g":241,"r":239,"$type":"site.standard.theme.color#rgb"}},"description":"My thoughts. My updates on my projects","preferences":{"showComments":true,"showMentions":true,"showPrevNext":false,"showInDiscover":true}},"indexed_at":"2026-01-23T22:03:12.906268+00:00","identity_did":"did:plc:kaxrtwbltajvychfn33hltvz","draft_leaflet":null,"documents_in_publications":[{"document":"at://did:plc:kaxrtwbltajvychfn33hltvz/site.standard.document/3m7222wjy6s2r","documents":{"uri":"at://did:plc:kaxrtwbltajvychfn33hltvz/site.standard.document/3m7222wjy6s2r","data":{"path":"/3m7222wjy6s2r","site":"at://did:plc:kaxrtwbltajvychfn33hltvz/site.standard.publication/3lynpd432uk2a","tags":["advent-of-code","programming"],"$type":"site.standard.document","title":"Advent of Code 2025","content":{"$type":"pub.leaflet.content","pages":[{"id":"019ae069-8da1-7881-9e59-920d5724c40f","$type":"pub.leaflet.pages.linearDocument","blocks":[{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":347,"byteStart":345},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":354,"byteStart":349},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":357,"byteStart":356},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":385,"byteStart":384},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"I'm really excited for Advent of Code 2025. Specifically the changes which have been made to the format. Fewer puzzles means I'll actually be able to complete it this year instead of losing interest when it becomes too hard to complete a puzzle on a busy evening. No leaderboard means I'll give my variables sensible names instead of stuff like sm, data1, a and my personal favorite, b."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Here are my solutions with a little bit of writing about them. Using cool new subpages!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"id":"019ae070-61dd-7117-b7bb-eadc797ef85c","$type":"pub.leaflet.blocks.page"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"id":"019ae0c6-91bf-7117-b7eb-45bb10139470","$type":"pub.leaflet.blocks.page"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"id":"019ae54b-c94e-7225-a732-32ce2c8da794","$type":"pub.leaflet.blocks.page"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"id":"019bb369-97eb-7881-9179-7aad632352d3","$type":"pub.leaflet.blocks.page"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"id":"019bb3c2-6024-7881-918c-e5b625ca84a4","$type":"pub.leaflet.blocks.page"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Day 4 and 5 have both been heads-down with relatively simple solutions, and not a ton to play with. I'm guessing we'll continue the dead-simple write ups for a couple days before we hit the problems which make me want to assume the fetal position."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"id":"019bb40b-a360-777b-a067-ea6173aff9db","$type":"pub.leaflet.blocks.page"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Half of the days done 🎉\nProbably a third of the work done 🙈"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"id":"019bb847-869f-777a-8c75-d10f02924da2","$type":"pub.leaflet.blocks.page"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I think it's sort of poetic that we never got \"Advent of Code 2025 day 25.\" At least we got all the other ones."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"id":"019bb8f0-7445-777a-8ca0-bc63ee490c4d","$type":"pub.leaflet.blocks.page"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I'll add these as I do them 👏👏"}}]},{"id":"019ae070-61dd-7117-b7bb-eadc797ef85c","$type":"pub.leaflet.pages.linearDocument","blocks":[{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":1,"facets":[],"plaintext":"Advent of Code 2025 Day 1 ⭐⭐"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://adventofcode.com/2025/day/1","$type":"pub.leaflet.blocks.website","title":"Day 1 - Advent of Code 2025","description":"The good news is that they've discovered project management! This has given them the tools they need to prevent their usual Christmas emergency. For example, they now know that the North Pole decorations need to be finished soon so that other critical tasks can start on time."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://winry.woach.me/Julia/AdventOfCode/src/commit/0b6ef73f4b3557d5abe44ecc6e79f7d5ae542f2e/Python/2025/01/main.py","$type":"pub.leaflet.blocks.website","title":"AdventOfCode/Python/2025/01/main.py at 0b6ef73f4b3557d5abe44ecc6e79f7d5ae542f2e","description":"AdventOfCode - My attempts at Advent of Code"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 1"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":184,"byteStart":146},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":210,"byteStart":202},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":229,"byteStart":220},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"Yay modular arithmetic! This part is probably just setting the groundwork for part 2. I'm splitting up my input into direction and length, taking dial = (dial + direction*length) % 100 and incrementing password whenever dial == 0."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Works like a charm"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 2"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":12,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":29,"byteStart":24},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"0x434C49434B is hex for CLICK!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":112,"byteStart":81},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":193,"byteStart":192},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":270,"byteStart":216},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"I like this wrinkle a lot. Naively it feels like you should just be able to take (dial + direction*length) % 100 and get the number of clicks, but this has a weird edge case when you start at 0 and move to the left. and possibly some other spooky unknown 👻 edge cases."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":131,"byteStart":118},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"Because I wasn't super sure about this haunted method I decided to turn the problem into something I knew would work. length // 100 is the number of times we rotate the entire dial, meaning it is the number of times we pass 0 (or any number). Thankfully we also don't care about rotating the entire dial for getting the new dial number. So we can record our full rotations for the new password and then get rid of them before updating our dial"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"python","plaintext":"for direction, length in rotations:\n clicks = length // 100\n length = length % 100\n length *= 1 if direction == \"R\" else -1\n\n new_dial = dial + length","syntaxHighlightingTheme":"catppuccin-macchiato"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":104,"byteStart":94},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":120,"byteStart":106},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"This puts the problem in a very controllable zone because we know new_dial is on the interval [-99, 198] ([0-99, 99+99]). Which means it could only pass one of 0 or 100 (which are congruent modulo 100). So we check to see if it has passed on of those."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"python","plaintext":"if (dial_new <= 0 < dial) or (dial < 100 <= dial_new): clicks += 1","syntaxHighlightingTheme":"catppuccin-macchiato"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":76,"byteStart":68},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":95,"byteStart":94},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":124,"byteStart":116},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":145,"byteStart":142},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"We only need to check these two options because it's impossible for dial_new to increase past 0, and impossible for dial_new to decrease past 100."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"After that we just sum all the clicks for each rotation, and we're through the door!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":""}}]},{"id":"019ae0c6-91bf-7117-b7eb-45bb10139470","$type":"pub.leaflet.pages.linearDocument","blocks":[{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":1,"facets":[],"plaintext":"Advent of Code 2025 Day 2 ⭐⭐"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://adventofcode.com/2025/day/2","$type":"pub.leaflet.blocks.website","title":"Day 2 - Advent of Code 2025","description":"You get inside and take the elevator to its only other stop: the gift shop. \"Thank you for visiting the North Pole!\" gleefully exclaims a nearby sign. You aren't sure who is even allowed to visit the North Pole, but you know you can access the lobby through here, and from there you can access the rest of the North Pole base."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://winry.woach.me/Julia/AdventOfCode/src/commit/90b0b79a783c4a5af790b45efd42ebf5ce903c04/Python/2025/02/main.py","$type":"pub.leaflet.blocks.website","title":"AdventOfCode/Python/2025/02/main.py at 90b0b79a783c4a5af790b45efd42ebf5ce903c04","description":"AdventOfCode - My attempts at Advent of Code"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I'm already really enjoying not needing to rush through these. I really enjoyed the leaderboard part of AoC as a way to push myself. But it's nice to message a friend back while working on the solution."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 1"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"The good ol' strings masquerading as numbers problem. "}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I just panicked for a bit because I misread the section on leading zeros. No leading zeros 🕶️, no problems 🕶️"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":32,"byteStart":24},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":141,"byteStart":83},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":261,"byteStart":254},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":402,"byteStart":395},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"My plan is to take each start_id and find the first invalid_id after it. I'll have greater_half, lesser_half = start_id.split_in_the_middle() I'll then take the lesser half and set it to the greater half, handling the edge case. If it is still less than last_id then it's my first invalid id. I'll then increment both the right and left half by one, recording every invalid id I get until I hit last_id."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":103,"byteStart":92},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":136,"byteStart":124},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":179,"byteStart":167},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":253,"byteStart":241},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"The edge cases we need to handle are (1) when the string is of odd length, and (2) when the lesser_half is greater than the greater_half. For first case we simply set greater_half to the closest power of 10. For the second case we increment greater_half."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Worked like a charm. And I'm pretty happy with how my code looks."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 2"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":55,"byteStart":54},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":93,"byteStart":72},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"Okay, the generalization here is going from halves to n sections, where 2 <= n <= len(end_id). "}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":278,"byteStart":265},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":293,"byteStart":282},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":304,"byteStart":303},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"Most of the work here is generalizing our edge cases. The first edge case goes from \"when the string is of odd length\" to \"when n does not divide the length of the string.\" In order to solve this I'm just running an exhaustive search on all lengths of strings from len(start_id) to len(end_id) for each n."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":50,"byteStart":37},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":118,"byteStart":98},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":137,"byteStart":129},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"If we call the left-most section the greatest_sect then our second case can be generalized to \"is str(greatest_sect)*n less than start_id. Because if it is we don't include it and skip to the next invalid id."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":89,"byteStart":83},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"After checking both of those we do what we did before and iterate until we're over end_id."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":114,"byteStart":95},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":127,"byteStart":126},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":165,"byteStart":150},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":254,"byteStart":248},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"This also worked like a charm! I had a couple annoying things I needed to debug. Namely I used len(start_id) // n instead of n itself when computing greatest_sect*n. The other error I had was not checking if the starting position was already past end_id which was an edge case I hadn't considered."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Oh I also converted from a list of invalid ids to a set because I didn't want to try to filter out duplicates."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Extra fun"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Before pushing my code I'm going to add my part 1 solution to my part 2."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"oh that was far easier than I thought it would be. Three line change which was the first thing I tried."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"python","plaintext":"if n == 2: invalid_ids_p1.append((int(greatest_sect*n))","syntaxHighlightingTheme":"catppuccin-macchiato"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I just added this anywhere I add to my p2 invalid_ids set."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":""}}]},{"id":"019ae54b-c94e-7225-a732-32ce2c8da794","$type":"pub.leaflet.pages.linearDocument","blocks":[{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":1,"facets":[],"plaintext":"Advent of Code 2025 Day 3 ⭐⭐"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://adventofcode.com/2025/day/3","$type":"pub.leaflet.blocks.website","title":"Day 3 - Advent of Code 2025","description":"You descend a short staircase, enter the surprisingly vast lobby, and are quickly cleared by the security checkpoint. When you get to the main elevators, however, you discover that each one has a red light above it: they're all offline."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://winry.woach.me/Julia/AdventOfCode/src/commit/c700ff9bb6a396027970c147041d2528acac6734/Python/2025/03/main.py","$type":"pub.leaflet.blocks.website","title":"AdventOfCode/Python/2025/03/main.py at c700ff9bb6a396027970c147041d2528acac6734","description":"AdventOfCode - My attempts at Advent of Code"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":77,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"I want you to know that I add the stars to the title only after I complete it"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 1"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I'm anticipating Part 2 a little too much due to this being a pretty easy start. We just need to find the greatest-leftmost digit and then find the greatest digit to the right of that."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I'm going to implement it easy-style knowing that I'll need to change everything dramatically for part 2."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Everything worked. I had a slight hiccup because I used a max function on a list of tuples with (battery_value, index) which gave me the rightmost-greatest value. fixed by simply using negative index. (which isn't great practice but I'm going to burn it down in part 2 I'm sure."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 2"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"This is better than I expected. I'm pretty certain my solution generalizes with the knowledge that I have to keep enough digits to the right to pick the rest of my numbers."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":138,"byteStart":115},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":175,"byteStart":163},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":319,"byteStart":311},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"That didn't mean it was pleasant to implement. But it worked! I spent most of the time getting this range function range((-1*num_on)+1,1)) which in part 2 is just range(-11,1). I spent a bunch of time on it because using negative values for python splicing is not good for generalization. That's because of how list[:0] behaves. So I had to make a special case for that. Otherwise it was a fun and simple to implement problem!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Clean Up"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"My code is almost generalized enough to clean this up, so I'm going to take the extra step to make everything nice. That means making my part 2 implementation into a function call which takes the number of batteries to turn on, and getting rid of my silly negative python splicing in favor of using positive numbers."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Absolutely painless, just changed from"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"python","plaintext":"for n in range((-1*turn_on_count)+1,1)):\n banksplit = bank[left_edge:n] if n < 0 else bank[left_edge]","syntaxHighlightingTheme":"catppuccin-macchiato"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"To"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"python","plaintext":"for n in range(turn_on_count-1,-1,-1):\n banksplit = bank[left_edge:len(bank)-n]","syntaxHighlightingTheme":"catppuccin-macchiato"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"through a function definition on top and we're good to go!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":""}}]},{"id":"019bb369-97eb-7881-9179-7aad632352d3","$type":"pub.leaflet.pages.linearDocument","blocks":[{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":1,"facets":[],"plaintext":"Advent of Code 2025 Day 4 ⭐⭐"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://adventofcode.com/2025/day/4","$type":"pub.leaflet.blocks.website","title":"Day 4 - Advent of Code 2025","description":"Decorating here will be easy: they can make their own decorations. What you really need is a way to get further into the North Pole base while the elevators are offline.","previewImage":{"ref":{"$link":"bafkreigijj5uxg26xbw3ngyedfbbk5yxqpntxbnurhqow5cxo6ngkr62i4"},"size":29038,"$type":"blob","mimeType":"image/png"}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://winry.woach.me/Julia/AdventOfCode/src/commit/09d3f25b092e86df8be55114ddecb547a9c75c13/Python/2025/04/main.py","$type":"pub.leaflet.blocks.website","title":"AdventOfCode/Python/2025/04/main.py at 09d3f25b092e86df8be55114ddecb547a9c75c13","description":"AdventOfCode - My attempts at Advent of Code","previewImage":{"ref":{"$link":"bafkreie5t4yyb7y4g355xuu4aqkfu6st466zwuajb4v2aaetqxj3avuy6a"},"size":20567,"$type":"blob","mimeType":"image/png"}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 1"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I don't have any immediate guesses at part 2, so I'm going to implement this the really simple way. I'll make a set of all the rolls of paper, and then just check all 8 adjacent spaces."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 2"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I'm pretty positive I can just iterate my part1 solution, but I'd rather propagate the removals than recompute it every time. So I'm going to update my set to a map with adjacent counts and then remove rolls of paper iteratively."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":260,"byteStart":231},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"Relatively easy to implement. Though I spent more time than I care to admit debugging why my number was wrong. The answer was that I was printing the remaining rolls of paper, rather than the number of rolls removed. Now I'm using starting_rolls - ending_rolls for rolls removed, rather than manually counting them. Which I'm a fan of."}}]},{"id":"019bb40b-a360-777b-a067-ea6173aff9db","$type":"pub.leaflet.pages.linearDocument","blocks":[{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":1,"facets":[],"plaintext":"Advent of Code 2025 Day 6 ⭐⭐"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://adventofcode.com/2025/day/6","$type":"pub.leaflet.blocks.website","title":"Day 6 - Advent of Code 2025","description":"After helping the Elves in the kitchen, you were taking a break and helping them re-enact a movie scene when you over-enthusiastically jumped into the garbage chute!","previewImage":{"ref":{"$link":"bafkreig2exubkuyjluijva653owugkjsssnwgh6ap4ggj7ju7yo6tn5pie"},"size":32426,"$type":"blob","mimeType":"image/png"}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://winry.woach.me/Julia/AdventOfCode/src/commit/4d49abf0ac1a8d300d45ead9831cf2447d555fd5/Python/2025/06/main.py","$type":"pub.leaflet.blocks.website","title":"AdventOfCode/Python/2025/06/main.py at 4d49abf0ac1a8d300d45ead9831cf2447d555fd5","description":"AdventOfCode - My attempts at Advent of Code","previewImage":{"ref":{"$link":"bafkreieoiwt7cmdnkaee4xeaoxcezq7o5iihc23sf6dzlcxbfp3xcgkzbu"},"size":20804,"$type":"blob","mimeType":"image/png"}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 1"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I'm doing this just after day 5, and I was just complaining about parsing problems..."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I'm just going to zip each new list and feel like a lisp programmer."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I'm not super happy with my solution for part 1, but it works! Time for part 2..."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 2"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"The good news is I can use my part1 solution code. The bad news is that I'm in parsing hell."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I'm going to take advantage of my part1 solution for evaluating problems, and shove everything in tuples. Otherwise I'm just going to read my array columnwise. Maybe if I'm lucky the compiler figures out how to store this stuff in memory efficiently."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Great so that worked flawlessly, and I hate everything about my code."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Clean Up*"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I'm not actually cleaning anything up. But I wanted to see how others tackled the problem because I am quite displeased with the readability of my code."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://old.reddit.com/r/adventofcode/comments/1pfguxk/2025_day_6_solutions/nsk9az5/","$type":"pub.leaflet.blocks.website"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":87,"byteStart":66},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":109,"byteStart":105},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":212,"byteStart":205},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"This solution from reddit is giving me some nice inspiration with map(str.split, input), and the builtin eval function. Otherwise I find this solution to be a bit too code-golfy. I'm not a huge fan of the zip(*A) rotation as it isn't super readable, but a good variable name or comment would solve it."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":""}}]},{"id":"019bb3c2-6024-7881-918c-e5b625ca84a4","$type":"pub.leaflet.pages.linearDocument","blocks":[{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":1,"facets":[],"plaintext":"Advent of Code 2025 Day 5 ⭐⭐"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://adventofcode.com/2025/day/5","$type":"pub.leaflet.blocks.website","title":"Day 5 - Advent of Code 2025","description":"As the forklifts break through the wall, the Elves are delighted to discover that there was a cafeteria on the other side after all.","previewImage":{"ref":{"$link":"bafkreifsdsxielqc4jnrzcw6jvt2z3qdqfs2cssiah5va55apbypqzvbnu"},"size":31993,"$type":"blob","mimeType":"image/png"}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://winry.woach.me/Julia/AdventOfCode/src/commit/403bd0d4e32838e69dd686900ca738538ea8301d/Python/2025/05/main.py","$type":"pub.leaflet.blocks.website","title":"AdventOfCode/Python/2025/05/main.py at 403bd0d4e32838e69dd686900ca738538ea8301d","description":"AdventOfCode - My attempts at Advent of Code","previewImage":{"ref":{"$link":"bafkreidyinevbm5ouyiy2wduq67mjadd2ifjumx3wwcuhsjv4fxmxn5oiy"},"size":20162,"$type":"blob","mimeType":"image/png"}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 1"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"large ranges, and checking if numbers are in the ranges. Doesn't seem too awful, but I'll spend some time sorting and merging the intervals."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Merged and sorted my intervals! Now to check if a value is in the ranges. I'm going to do a binary search on the start of the ranges, and then check the end of the range."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 2"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Well all that work paid off, this should be relatively easy."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"It was."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I still don't know how to write pretty parsing code on these inputs with two different sections. but the solution itself is nice so I'll call it good."}}]},{"id":"019bb847-869f-777a-8c75-d10f02924da2","$type":"pub.leaflet.pages.linearDocument","blocks":[{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":1,"facets":[],"plaintext":"Advent of Code 2025 Day 7 ⭐⭐"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://adventofcode.com/2025/day/7","$type":"pub.leaflet.blocks.website","title":"Day 7 - Advent of Code 2025","description":"You thank the cephalopods for the help and exit the trash compactor, finding yourself in the familiar halls of a North Pole research wing.","previewImage":{"ref":{"$link":"bafkreidcutnitmhq3d7au3leyhe7lawldgep7lgid5iwypwsiz6nwioabe"},"size":26505,"$type":"blob","mimeType":"image/png"}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://winry.woach.me/Julia/AdventOfCode/src/commit/4c8219692642dcf3ae256c4a7fa58e9e3ea67f41/Python/2025/07/main.py#","$type":"pub.leaflet.blocks.website","title":"AdventOfCode/Python/2025/07/main.py at 4c8219692642dcf3ae256c4a7fa58e9e3ea67f41","description":"AdventOfCode - My attempts at Advent of Code","previewImage":{"ref":{"$link":"bafkreibsnxuwjjbr3gmnwiwhnz2ooob6sxy4xde7p4b5yzvu4p3fesccge"},"size":21560,"$type":"blob","mimeType":"image/png"}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 1"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":46,"byteStart":32},"features":[{"uri":"https://en.wikipedia.org/wiki/Tachyon","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"TIL what a Tachyon Particle is: Wikipedia link. TL;DR it's a faster than light particle"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"The puzzle input looks like a Christmas Tree to me 🎄"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I really like the setup for this problem. My immediate thought is to simply create a queue of different beams and manually go through each square of the grid."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I have a nagging feeling that there is a more fun way to represent the data though. Specifically a beam exists in a line until it hits a splitter. So I might prefer to record where each splitter is by column. That way I can just go down the list. I think this may hinder me in Part 2 if the beams start moving any way else but down. But I think the solution seems more interesting to implement."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"python","plaintext":"[[], [14], [12], [10, 14], [8], [6, 10, 14], [4, 8, 12], [2, 6, 14], [4], [6, 10, 14], [8], [10], [12], [14], [], []]","syntaxHighlightingTheme":"catppuccin-macchiato"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Hopefully this is at all helpful..."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Works on the test input! And works on the input. Nice."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I think the code for this part is fine"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 2"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I don't think this is the worst possible twist... "}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"This graph is a beautiful directed acyclic graph. I know that for any given node the number of multiverses it is used in is equal to the sum of multiverses each incoming node is a part of. I should be able to keep track of that number for each node. And part1 tells me that should be relatively doable."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Splitter is starting to not look like a word to me..."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Part 1 was really nice to do iteratively, but I'm thinking Part 2 would be much easier if I implemented it recursively so that I can do a bottom up sum of the multiverses."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"At this point I've spent far too long trying to implement Part2 iteratively when I already have a recursive solution in my brain. "}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I implemented Part 2 recursively and it finished way faster than I expected it to. And it is correct! Wonderful."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I should have just jumped straight to the recursive solution to Part2. I was acting a bit too allergic to recursion for today. Happy to have learned that though. One of my favorite days so far."}}]},{"id":"019bb8f0-7445-777a-8ca0-bc63ee490c4d","$type":"pub.leaflet.pages.linearDocument","blocks":[{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":1,"facets":[],"plaintext":"Advent of Code 2025 Day 8 ⭐⭐"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://adventofcode.com/2025/day/8","$type":"pub.leaflet.blocks.website","title":"Day 8 - Advent of Code 2025","description":"Equipped with a new understanding of teleporter maintenance, you confidently step onto the repaired teleporter pad.","previewImage":{"ref":{"$link":"bafkreib4uc443fr3yropasrebqq4ej672b2wisbhtci6m4v6auxzl3su6q"},"size":29715,"$type":"blob","mimeType":"image/png"}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"src":"https://winry.woach.me/Julia/AdventOfCode/src/commit/c527691e98f3c1a90cf968327b1da316febf48d9/Python/2025/08/main.py#","$type":"pub.leaflet.blocks.website","title":"AdventOfCode/Python/2025/08/main.py at c527691e98f3c1a90cf968327b1da316febf48d9","description":"AdventOfCode - My attempts at Advent of Code","previewImage":{"ref":{"$link":"bafkreiheauxapmcn77khgpo3nip3c5n6zl3rjtovyzc3367yqe3sx2iv54"},"size":22594,"$type":"blob","mimeType":"image/png"}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 1"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"The first thing that jumps out at me is we're working with 3d coordinates. Normally when dealing with 2d coordinates I will use Complex numbers, as they are much more ergonomic to work with. After doing some research it looks like I will have to go back to tuples."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I'm hesitant to brute force the distance between all points, but closest points is a pain to implement, and I only need to compute the distances once and then I can just begin linking junction boxes, which I think is the meat and potatoes of this problem."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I wrote my solution with sets, and then remembered that sets aren't hashable. Soo hopefully I didn't make any assumptions that will stop me from using frozensets."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"My solution is pretty slow. Like 20 seconds slow. But it worked. Let's see what Part 2 has in store."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Part 2"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Okay so more of the same thing."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"It works easily on the test input."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Oh wow! I expected this to take much longer but it was only about 50ms slower. All the time my solution is taking is actually to compute the distances"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"facets":[],"plaintext":"Some cleanup"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":143,"byteStart":130},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"I decided to look and see if anyone has any cute solutions to computing the distances but I'm not seeing much. Favorite so far is math.dist(*p) to compute the distances. Integrated that into my solution, but it didn't speed things up much. A lot of these solutions are simply me but stronger."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Looks like the solution is itertools. Lots of the comments on the reddit have the following code snippet"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"python","plaintext":"pairs = sorted(itertools.combinations(circuits, 2), \\\n key=lambda x: math.dist(*x))","syntaxHighlightingTheme":"catppuccin-macchiato"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"This speeds up my code from 18 seconds to 1 second. I've left my old solution commented out in my code."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I really need to learn itertools ;-;"}}]}]},"description":"My solutions to Advent of Code 2025 (in 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i haven't written yet","preferences":{"showComments":true,"showInDiscover":true}},"indexed_at":"2026-01-23T22:04:44.066465+00:00","identity_did":"did:plc:fpruhuo22xkm5o7ttr2ktxdo","draft_leaflet":null,"documents_in_publications":[{"document":"at://did:plc:fpruhuo22xkm5o7ttr2ktxdo/site.standard.document/3mncmabgnmc2x","documents":{"uri":"at://did:plc:fpruhuo22xkm5o7ttr2ktxdo/site.standard.document/3mncmabgnmc2x","data":{"path":"/3mncmabgnmc2x","site":"at://did:plc:fpruhuo22xkm5o7ttr2ktxdo/site.standard.publication/3m23dstduds2v","tags":["physics"],"$type":"site.standard.document","title":"physics as a game loop. part 1: objects and waves","content":{"$type":"pub.leaflet.content","pages":[{"id":"019e7e39-6ef3-700a-981b-482250e78248","$type":"pub.leaflet.pages.linearDocument","blocks":[{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"suppose you're developing a theory of how the world works."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":83,"byteStart":74},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"if you're a software developer, you might be familiar with a concept of a game loop. you have some state and update function. you call the update function in a loop, and so the state changes over time."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":43,"byteStart":38},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"in a sense, a game loop describes the world of your game. most games are pretty complex but here's a very simple one — a counter:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"let initialState = 0\n\nfunction update(state) {\n return state + 1;\n}\n\nfunction loop() {\n let state = initialState;\n while (true) {\n state = update(state);\n }\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"this \"world\" just has a single number that grows with each tick: first it's 0, then it's 1, then it's 2, and so on till the end of time."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"now, what is physics?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":70,"byteStart":67},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":287,"byteStart":229},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"the basic idea of physics is to describe the behavior of things in our world in a way that lets us make predictions (and verify whether they were correct). so, putting on the software developer hat, you could think of physics as \"reverse-engineering\" the game loop of the universe itself — finding its \"state\" and \"update function\". we just need to find all the \"things\" and describe how those \"things\" evolve:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"let initialState = [\n /* ... particles? positions? forces? ... */\n]\n\nfunction update(state) {\n const nextState = /* ??? physical laws ??? */\n return nextState;\n}\n\n// game loop stays the same\nfunction loop() {\n let state = initialState;\n while (true) {\n state = update(state);\n }\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"if we fill these two gaps, we can predict everything that happens."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"or so we might hope!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":379,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"when i started writing this, i only meant to write about quantum mechanics as a game loop. however, i wanted to show a few game loops from classical physics first — and learning those has been so interesting that it snowballed into a post of its own. if you struggled with physics but can read pseudocode, i hope this post will convey the joy i had learning about these things."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"let's add continuous time"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":182,"byteStart":176},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":213,"byteStart":208},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"of course, this presupposes that it's possible to describe our universe this way at all. in the real world, time seems to be continuous — it seems to \"pass\". we somehow need update to describe what happens after a time — not at some \"next frame\"."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":49,"byteStart":47},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"to make our game loop continuous, let us add a dt parameter:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"function update(state, dt /* a bit of time */) {\n const nextState = /* ??? physical laws ??? */\n return nextState;\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"now our physical laws can refer to a concept of time rather than \"nth frame\". the \"counter\" from before would now be a \"clock\":"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"function update(state, dt) {\n return state + dt; // instead of state + 1 before\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":41,"byteStart":39},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"but here is a trick question about the dt parameter."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"suppose you wanted to calculate \"the state of the world in five seconds\". which of these do you think would produce better results?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":31,"byteStart":15},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"a) calculating update(state, 5) once"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":34,"byteStart":15},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":68,"byteStart":63},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":89,"byteStart":83},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":114,"byteStart":111},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"b) calculating update(state, 0.01), then passing the result as state into the next update call, and so on, for 500 times"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":37,"byteStart":15},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":71,"byteStart":66},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":92,"byteStart":86},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":120,"byteStart":114},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"c) calculating update(state, 0.00001), then passing the result as state into the next update call, and so on, for 500000 times"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"d) these would all produce the same result"}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"(scroll down for answer)"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":142,"byteStart":135},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":181,"byteStart":175},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":193,"byteStart":185},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":243,"byteStart":227},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":246,"byteStart":244},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"the answer is — for the \"clock\" example above the answer is (d), but generally for most physics the answer is (c). in fact, to get a perfect answer, we'll want to apply the update an infinite number of times — each with an infinitely small dt. (math can help with this.)"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"we can think of the nature's game loop as being something like this:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"function loop() {\n let state = initialState;\n for (let dt of time() /* for every bit of time */) {\n state = update(state, dt);\n }\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":10,"byteStart":8},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":22,"byteStart":14},"features":[{"$type":"pub.leaflet.richtext.facet#bold"},{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":39,"byteStart":22},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"imagine dt is actually infinitely small here, and there are infinitely many of them. nature doesn't mind it, so we won't mind it either."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"(computers mind it, but luckily this code isn't for computers.)"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"this is actually rather profound. if you just tried to guess how the world works, you might have looked for laws that say \"what happens in three seconds\", \"what happens in five seconds\", and so on. but it's often not possible directly! in practice, physical laws seem to want to be described as \"what happens at every instant\"."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":39,"byteStart":36},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":170,"byteStart":164},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":228,"byteStart":226},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":309,"byteStart":290},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":311,"byteStart":309},"features":[{"$type":"pub.leaflet.richtext.facet#code"},{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":329,"byteStart":311},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"in either case, this actually makes our job easier. we only need to figure out what happens \"now\" at each moment, not what happens \"over time\". in other words, our update function doesn't even need to be correct for arbitrary dt — five seconds, three seconds, etc. we only need it to get ever correct-er as dt gets ever smaller."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":34,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":40,"byteStart":34},"features":[{"$type":"pub.leaflet.richtext.facet#code"},{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":67,"byteStart":40},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"to sum up, our job is to find the update function for the universe:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"let initialState = [\n /* ... particles? positions? forces? ... */\n]\n\nfunction update(state, dt) {\n const nextState = /* ??? physical laws ??? */\n return nextState;\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":25,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":30,"byteStart":25},"features":[{"$type":"pub.leaflet.richtext.facet#bold"},{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":39,"byteStart":30},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":54,"byteStart":39},"features":[{"$type":"pub.leaflet.richtext.facet#bold"},{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":130,"byteStart":54},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"if we could describe the state and its update function over time, we'd have \"solved\" the universe and be able to predict anything."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":27,"byteStart":25},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"(and who knows, maybe it is written in this pseudocode javascript)"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"newton's world: a game loop for objects"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"take newtonian gravity — which has been a successful model for centuries and seemed to work decently for both planets and apples."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"when we describe movement of objects (in newtonian gravity), the \"state\" would be things like masses, positions and momentums:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"let initialState = [\n { mass: 42, position: [3, 1, 2], momentum: [-3.2, 4.1, 1.8] },\n // .. all the other objects we care about ...\n]"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"the \"update function\" would then update those every instant of time:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"function update(state, dt) {\n return state.map(obj => {\n // how much do other things affect this object?\n const forces = calculateGravity(obj, state)\n // newton's second law:\n const nextMomentum = obj.momentum.map((p, i) => p + forces[i] * dt)\n const nextPosition = obj.position.map((x, i) => x + (nextMomentum[i] / obj.mass) * dt)\n return { mass: obj.mass, momentum: nextMomentum, position: nextPosition }\n })\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":22,"byteStart":6},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"here, calculateGravity is a pure function that accumulates how each object is affected by every other object at a given instant:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"const G = 6.674e-11\nfunction calculateGravity(obj, state) {\n const force = [0, 0, 0]\n for (const other of state) {\n if (other === obj) continue\n const d = [\n other.position[0] - obj.position[0],\n other.position[1] - obj.position[1],\n other.position[2] - obj.position[2]\n ]\n const r = Math.hypot(...d) // distance\n const f = (G * obj.mass * other.mass) / (r * r * r)\n force[0] += f * d[0]\n force[1] += f * d[1]\n force[2] += f * d[2]\n }\n return force\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"if you wanted to make it feel more real, you could then introduce additional concepts on top of this framework to implement collisions, bouncing, friction, and so on. many game engines do just that!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":2,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":260,"byteStart":3},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"in newtonian gravity, the state includes positions, masses and momentums (or, equivalently, velocities) of each relevant object. the update function figures out how objects \"act\" on each other at each instant in time, and adjusts their momentums and positions."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"this model describes the world of \"big things\" approximately well, and lets us make rough predictions about how it evolves over time."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":155,"byteStart":141},"features":[{"uri":"https://en.wikipedia.org/wiki/Three-body_problem","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":284,"byteStart":281},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"for some cases, we can easily take an infinite sum of this \"instant by instant\" calculation to answer \"what will happen in ten seconds\", but in other cases we can't do it as neatly — so the best we can do are special cases or approximations. still, this is a win because we know how the world \"evolves\" over time; the rest is computing."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":28,"byteStart":22},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"but then, some things really don't fit this model."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":12,"byteStart":6},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"like, at all."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"light is one of those things."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"a rippling wobble"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"if you try to throw a stone, it rises and falls tracing a parabola. this actually follows from the newtonian model quite nicely: the stone's momentum changes on each instant, eventually pointing down."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":53,"byteStart":44},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":60,"byteStart":58},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"most importantly, a stone always lands at a specific place. it may not be the place you were aiming for but at least it is quite specific."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":28,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"light doesn't work this way."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"get yourself a dark room and drill a tiny circular hole in one of its walls. then shine some light from that hole into the room. now go into the room and close the door behind you. what will you see?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"if light behaved like a stone — a thing you \"throw\" that \"lands\" somewhere — you might expect that all light would concentrate on the opposite wall of the room — in a circle the size of your hole."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":127,"byteStart":118},"features":[{"uri":"https://en.wikipedia.org/wiki/Airy_disk","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"but that's not what happens! with a small enough circular hole and clean enough light, you'll see something called an Airy disk:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreifrlavtsokj26dv37c6ehyc24y5c5k7tcigbct6t7orr5oegq65wa"},"size":10690,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":400,"height":400}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"if you're not convinced that this is different from \"an equal circle on the other side of the room\", here's a clearer picture with a laser:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreib7g3xiiig2bwmurynd4qzn23ovomegmniiiggug6lgkgxt6aoybm"},"size":428784,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":3840,"height":2880}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"this definitely doesn't look like \"a single circle in front of me\"."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":147,"byteStart":144},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":164,"byteStart":152},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":182,"byteStart":168},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"this means that light doesn't seem to behave like stones (which only ever \"fly forward\") — light seems to radiate and spread out. but radiate how and by how much and in what manner and so on?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"to answer this, let's simplify the situation to an idealized case."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"suppose it was possible to \"narrow down\" our hole down to a single point. in that case, there would be no zebra pattern yet. however, light still wouldn't \"fly forward\" like a stone. in the idealized case of a single point, the light would spread equally in every direction."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"in a sense, this makes light behave almost opposite from a stone!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"when we talk about things like stones or planets or apples in the newtonian paradigm, we see them as points moving forwards in space. you'd expect them to \"keep flying\" in a single direction."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":67,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":76,"byteStart":67},"features":[{"$type":"pub.leaflet.richtext.facet#bold"},{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":341,"byteStart":76},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"but when we talk about light, it seems to behave a lot more like a vibration — it's as if there's \"wobbling\" in the space, and that \"wobbling\" itself propagates through it. since every tiny point of the space \"touches\" all of its neighbor points at once, and no neighbor is special, the \"wobbling\" will naturally spread in every direction."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"okay, but why do we get this zebra pattern then?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":145,"byteStart":130},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"to get the zebra pattern, we need to add the hole dimensions back, which we lost with the idealized single point. a hole contains infinitely many points, each point contributing its own \"wobble\"."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"now let's see what happens when these \"wobbles\" overlap."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"imagine two people shaking a tree to obtain some fruit. if their shakes are synchronized, they're shaking the tree twice as hard. but if their shakes come at precisely the opposite times, each shake will cancel the other's shake out, and the tree won't move at all. if they shake at different speeds, the tree may start moving in peculiar patterns. we might say their shakes \"interfere\" with each other."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":212,"byteStart":208},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"the same thing happens here. when you drill an actual hole in an actual room, no matter how small it ends up, it will actually be composed of infinitely many \"single points\". the equal wobbles spreading from each of those points will overlap with each other. some will mutually amplify, while others will cancel each other out."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":131,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"and that's how you get this \"in and out\" zebra pattern — which, if you think about it, is a similar pattern to ripples in a pond:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"the space seems to \"wobble\""}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"each single point spreads \"wobbling\" equally in all directions"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"those travelling \"wobbles\" overlap, creating peaks and valleys"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"those moving peaks and valleys look like travelling \"ripples\""}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"so the \"wobbling-over-time\" seems to \"ripple-over-space\""}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"that's what physicists call waves."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"note that if you've read about this before, you might have seen a different pattern like this (known as \"single slit diffraction\"):"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreiem33g3hut7voe4hrkwtwgzj6oab5pnzoi4wbs4v2b5rs776zbksm"},"size":2428,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":480,"height":360}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":34,"byteStart":23},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"this experiment uses a rectangular hole that's thinner on one side, which is why it loses the circular simplicity of the pond. i think the circular hole looks much more illustrative so i used it instead."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"let's now bring it back to the update function."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"a game loop for waves"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"the newtonian update function evolves objects with positions."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":187,"byteStart":182},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":229,"byteStart":207},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"but to describe light, we'd need different state than \"objects with positions, masses, and momentums\". we'd need to describe a thing that can \"wobble\" — perhaps a pond, or maybe a field — something like Map. our update function would then need to describe how a \"wobble\" at a point propagates through that field at each instant of time — from a point to its neighbors, and so on."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"turns out, there's a very concise and elegant way to do this."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"first, let's imagine our field filled up with some data at every point:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"type Point = [number, number, number]\ntype PointState = { value: number, velocity: number }\n\nlet initialState: Map = Map.fill(\n // set up our infinite map with these at every point\n { value: 0, velocity: 0 }\n)"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":59,"byteStart":54},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":117,"byteStart":109},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":137,"byteStart":132},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"we only need to store two things for each point — a value (how \"far\" it has \"wobbled\" at this point) and a velocity (how much the value is changing this instant, and whether it's going up or down)."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":19,"byteStart":14},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":61,"byteStart":56},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":140,"byteStart":135},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":246,"byteStart":241},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":251,"byteStart":248},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"don't confuse value with coordinates of the points. the value is solely a measure of the \"wobbling\" itself (our field). in a pond, the value means \"how tall is the water right here\". if you imagine a field as a grid of numbers in space, the values are those numbers."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":40,"byteStart":34},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"now, how do we actually write the update function?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":202,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"the big idea is that whenever there's a \"rip\" in our field at some point (e.g. one point dipping below or above the surrounding water level), we want it to pull back — the pond wants to \"mend itself\"."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"we can quantify this by counting how \"far\" it is from its neighbors:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"function tension(field, [x, y, z]) {\n const neighbors = [\n field.get([x + 1, y, z]), // right\n field.get([x - 1, y, z]), // left\n field.get([x, y + 1, z]), // above\n field.get([x, y - 1, z]), // below\n field.get([x, y, z + 1]), // in front of\n field.get([x, y, z - 1]) // behind\n ].map(ps => ps.value)\n const neighborSum = neighbors.reduce((a, b) => a + b, 0)\n const ownValue = field.get([x, y, z]).value\n return neighborSum - neighbors.length * ownValue\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":14,"byteStart":7},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":19,"byteStart":18},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":269,"byteStart":235},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"if the tension is 0, our point is happy to stay where it is. if it's positive, the value is too low and \"wants\" to go up to match the neighbor values. if the tension is negative, it means our value is too high, and \"wants\" to go down. it wants to be like its neighbors!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":26,"byteStart":20},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"now let's write the update function to make it do that."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"plaintext":"first attempt"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"our first attempt might look like this:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"function update(state, dt) {\n return state.map((pointState, point) => {\n const { value } = pointState\n const nextValue = value + tension(state, point) * dt\n return { value: nextValue }\n })\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":32,"byteStart":27},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"this says: if some point's value disagrees with its neighbors, we pull it closer to them. do this for all points forever, end of story."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":206,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"curiously, this actually works, but it gives us something other than light. the behavior we've just discovered is how temperature works: every disturbance is eventually settled by every point averaging out."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"this is cool (sometimes literally) but it's not how light works!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"somehow, light doesn't average out."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"it keeps on moving."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"plaintext":"second attempt"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":53,"byteStart":45},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":74,"byteStart":69},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":102,"byteStart":97},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":162,"byteStart":154},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":176,"byteStart":164},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":200,"byteStart":195},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"this is actually why we're storing per-point velocity in addition to value. instead of adjusting value (current value at a point), we'll be adjusting the velocity, and put that in control of the value:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"function update(state, dt) {\n return state.map((pointState, point) => {\n const { value, velocity } = pointState\n const nextVelocity = velocity + tension(state, point) * dt\n const nextValue = value + nextVelocity * dt\n return { value: nextValue, velocity: nextVelocity }\n })\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":57,"byteStart":53},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"this is enough to create a rippling wobble — aka a wave!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"but why?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":33,"byteStart":19},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":54,"byteStart":40},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"we'll first answer why it wobbles, then why it ripples."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"plaintext":"why it wobbles"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"why doesn't it just die out, like temperature?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":34,"byteStart":29},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":99,"byteStart":92},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"suppose some point has a low value — a dip among its neighbors. this will give that point tension: it will \"want\" to align with them. think of a person trying to fit in with the rest of the society."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":45,"byteStart":37},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":100,"byteStart":65},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":108,"byteStart":100},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":127,"byteStart":108},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":236,"byteStart":231},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"at each instant, we put tension into velocity. look what happens: until we've reached the goal, the velocity keeps accumulating — first, by a lot (high tension), then by less (lower tension), and finally it stops increasing when value reaches the neighbor average."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"okay, we've reached the goal, so we can relax now?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":39,"byteStart":27},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"no! we've only stopped the accumulation — it's like we've been pressing gas less hard and we just took the foot off the pedal. but we're still moving — in fact, we're moving faster than ever before!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":12,"byteStart":4},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":63,"byteStart":58},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"the velocity is still positive, so we keep increasing the value."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"oops!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":86,"byteStart":81},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":192,"byteStart":182},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":197,"byteStart":193},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"we blow past the target we were aiming for (the average of our neighbors) so now we'll become the high point among the neighbors, the tension turns negative, and the neighbors start pulling us down. we've deviated again, so we're feeling the pressure to conform."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"like a car losing speed and then accelerating backwards, it will take time before our velocity points downwards and we finally reverse course. what's next? we reach the goal, but do we stop there?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":117,"byteStart":112},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"no! again, we're going to overshoot for the same reason. we've been accumulating negative velocity, and now our value dips below the neighbor average again. and the peer pressure now points up..."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"so this is where the \"wobbling\" comes from! we keep pressing \"gas\" until we reach the target so naturally we always overshoot it. then we keep pressing \"gas\" in the opposite direction and the same thing happens. it's like we are destined to forever miss the target."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":9,"byteStart":4},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"the value at a point is wobbling back and forth."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"plaintext":"why it ripples"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"so why doesn't the \"wobbling\" go on forever in a single point? why does it seem to quiet down in one place while rippling on elsewhere?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":91,"byteStart":87},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":160,"byteStart":158},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":234,"byteStart":232},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":266,"byteStart":264},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":293,"byteStart":290},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":348,"byteStart":337},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":438,"byteStart":431},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"well, it's because we're always trying to move towards the neighbors' averages — but they have already changed because they've also tried to move closer to us! so actually, on the second pass they got closer, so although we still do overshoot, their pull wasn't as strong. however, since our neighbors have moved in our direction, our neighbors' neighbors will now start feeling the pull towards the new averages around them, so they'll move too, etc."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":169,"byteStart":163},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":241,"byteStart":236},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"it's like if someone is trying very hard to be like everyone else but they try too hard and overdo it. however, now that they're starting to backpedal, the people around them have already started to adjust to them, so the people around those people start moving, and so on."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":57,"byteStart":52},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":114,"byteStart":109},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"this is why, if you \"poke\" any point and change its value, it will try to \"align\" with neighbors, disturbing them in the process, and so the disturbance will keep getting spread out in all directions forever."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"that's what physicists call a wave!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"let's add continuous space"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"one problem with our formulation above is that we assume each point has a fixed set of six neighbors from each side of an infinite grid:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":" const neighbors = [\n field.get([x + 1, y, z]), // right\n field.get([x - 1, y, z]), // left\n field.get([x, y + 1, z]), // above\n field.get([x, y - 1, z]), // below\n field.get([x, y, z + 1]), // in front of\n field.get([x, y, z - 1]) // behind\n ].map(ps => ps.value)"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":100,"byteStart":93},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":165,"byteStart":155},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"alas, that's not very useful for our universe because it seems like you can find a new point between any two points. in other words, our space seems to be continuous, so we need to somehow fix this."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":80,"byteStart":77},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":90,"byteStart":86},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":113,"byteStart":111},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"earlier, we had the same problem with time, and we fixed it by replacing the + 1 with + dt \"instant\" and using dt everywhere."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":55,"byteStart":52},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":64,"byteStart":60},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"we can actually apply the same fix here. let's swap + 1 for + ds:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"function tension(field, [x, y, z], ds /* a bit of space */) {\n // ...\n const neighbors = [\n field.get([x + ds, y, z]), // right\n field.get([x - ds, y, z]), // left\n field.get([x, y + ds, z]), // above\n field.get([x, y - ds, z]), // below\n field.get([x, y, z + ds]), // in front of\n field.get([x, y, z - ds]) // behind\n ].map(ps => ps.value)\n // ..."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":153,"byteStart":151},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"instead of navigating space by going \"up one cell\" or \"left one cell\", we'll navigate it as \"up a step\" and \"down a step\", and we'll write \"a step\" as ds — an abstract \"arbitrarily small distance\" number."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":21,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":23,"byteStart":21},"features":[{"$type":"pub.leaflet.richtext.facet#code"},{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":36,"byteStart":23},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":38,"byteStart":36},"features":[{"$type":"pub.leaflet.richtext.facet#code"},{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":51,"byteStart":38},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"in other words, what dt is to time, ds is to space."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":18,"byteStart":16},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"of course, this ds has to come from somewhere. in math it comes from differentiation — literally \"zooming in forever\" around a point."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":24,"byteStart":22},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"we could imagine that ds supplied by the structure of the field:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"function update(state, dt) {\n return state.map((pointState, point, ds /* a bit of space */) => {\n // ...\n const nextVelocity = velocity + tension(state, point, ds) * dt\n // ...\n })\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":12,"byteStart":10},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":105,"byteStart":103},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":142,"byteStart":136},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":181,"byteStart":179},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"like with dt, we should keep in mind that our calculations don't need to be correct for any particular ds. rather, it's enough that our update formula gets ever correct-er as the ds gets ever-smaller."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":3,"plaintext":"fixing up the units"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":27,"byteStart":25},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"to complete the shift to ds, we need to fix up the units."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":43,"byteStart":38},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":98,"byteStart":86},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":132,"byteStart":124},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"conceptually, tension means \"how fast value should accelerate\", so its unit should be value/time^2. but we used to return a distance."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":133,"byteStart":112},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"this worked accidentally but now that we're using an arbitrary step size, we need to fix up the units by adding * (C * C) / (ds * ds):"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"const C = 1\nfunction tension(field, [x, y, z], ds) {\n // ...\n const result = neighborSum - neighbors.length * ownValue\n return result * (C * C) / (ds * ds)\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"we're doing two things:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":15,"byteStart":4},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":52,"byteStart":50},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"the / (ds * ds) rescales it so that the choice of ds \"zoom level\" doesn't make the tension seem larger or smaller."}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":13,"byteStart":4},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":26,"byteStart":25},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"the * (C * C) introduces C as a speed of our waves (set to one), connecting time with space so we can fix up the units. "}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":30,"byteStart":23},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":90,"byteStart":34},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":114,"byteStart":102},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"now the return type of tension is value*(distance/time)(distance/time)/(distance*distance), or simply value/time^2, which is exactly what we would want from an acceleration of the value."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":36,"byteStart":30},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"with this set of changes, our update function describes a wave in a continuous space — for example, how a sound wave spreads."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"now the big question: does it describe light?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"first stumble: polarization"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"let's recap our previous hypothesis for the nature of light:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"type Point = [number, number, number]\ntype PointState = { value: number, velocity: number }\n\nlet initialState: Map = Map.fill(\n { value: 0, velocity: 0 }\n)\n\nfunction update(state, dt) {\n return state.map((pointState, point, ds) => {\n const { value, velocity } = pointState\n const nextVelocity = velocity + tension(state, point, ds) * dt\n const nextValue = value + nextVelocity * dt\n return { value: nextValue, velocity: nextVelocity }\n })\n}\n\nfunction tension(field, [x, y, z], ds) {\n // ...\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":164,"byteStart":142},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"this works for sound, and for a while, physicists thought that it also can describe light. however, experiments were showing that light waves carry more information than \"a number moving up and down\"."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"check out the next ten seconds on this video:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"url":"https://www.youtube.com/embed/JMvRgvml84A?rel=0&start=329","$type":"pub.leaflet.blocks.iframe","height":600,"aspectRatio":{"width":16,"height":9}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"there are two pieces of fancy glass (\"filters\") placed after each other. when you turn either sideways, they both block out the light."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":64,"byteStart":54},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":97,"byteStart":83},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":105,"byteStart":98},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"in particular, notice that when he rotates the filter underneath, the intersection somehow shines through the dimmed filter above it:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreieaufuy4fr3d5gamzoj5uwrkmxvwojlazeibkvywzxwm34cp67a5e"},"size":57618,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":2206,"height":1336}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"this is weird on multiple levels:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":39,"byteStart":30},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":107,"byteStart":98},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"we know light has a color (or frequency — how fast the wave's peaks arrive) and brightness (or amplitude — how large each wobble is), but neither of those things \"cares\" about rotation. so why does rotating a filter do anything to the waves at all?"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":197,"byteStart":151},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"if the filter on top was filtering by color or by brightness, we'd expect it to \"not to know\" about the filter beneath it. but somehow it lets through only rays that passed through the filter below, blocking out everything else. how could it possibly \"know\" which waves have passed through the filter below? there's just not enough information in our model of the wave."}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":149,"byteStart":141},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":426,"byteStart":423},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"the fact that rotation plays a role is a giveaway hint — not only do waves have frequency and amplitude, but they also come at us carrying an angle. this angle is not about \"where the wave is coming from\" — it's more like internal information about the wave itself. a wave coming from a point could be a \"2 o-clock wave\". another wave coming from the same point could be a \"9 o-clock wave\". that angle is really about \"how is it wobbling while moving towards us\". it's like if you classified dogs by the direction they wag their tails."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":301,"byteStart":297},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"then this explains filters: maybe the outer filter only passes \"2 o-clock waves\" through while turned. normally, everything goes dark because the screen sends waves at the wrong angle for it. but the filter beneath projects those waves onto another angle, so the light coming out of it wobbles at just the right angle for the outer filter."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"this effect is called polarization."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"a field of arrows"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"to account for angles, we need to change the state data structure:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"type Point = [number, number, number]\ntype Arrow = [number, number, number]\ntype PointState = { value: Arrow, velocity: Arrow }\n"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":47,"byteStart":40},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"in particular, we don't have a field of numbers anymore. since waves are carrying a direction of wobble (e.g. \"2 o-clock wave\"), our field needs to be capable enough to store information at each point that lets such wobbles propagate. instead of an infinite space of raw numbers (as we had with sound), we'll have an infinite space of 3D arrows. the next ten seconds here give an intuition:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"url":"https://www.youtube.com/embed/aXRTczANuIs?rel=0&start=623","$type":"pub.leaflet.blocks.iframe","height":600,"aspectRatio":{"width":16,"height":9}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"our wobbles now aren't just pushing numbers up and down, but they squeeze and rotate arrows on their path. however, just like before, those displacements spread from neighbors to neighbors outwards."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"this is confusing so let's take stock of how arrows work:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":112,"byteStart":103},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"imagine a sound wave aimed directly at your face. it wobbles by contracting air but the wobbles happen alongside the travel direction. it doesn't wobble \"left to right\" or \"up and down\" as it moves towards you — it wobbles \"apart from / towards you\". since this exactly matches the direction of travel, we didn't need to reflect that in the formulas — it's superfluous."}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":68,"byteStart":60},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":136,"byteStart":131},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"on the other hand, a light wave aimed directly at your face does not wobble along the travel direction at all. on the contrary, it never wobbles \"apart from / towards you\", and instead it wobbles \"left to right\" or \"up and down\" or any other axis."}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"the \"rotation\" carried by light waves is an axis (e.g. \"2 o-clock wave\") but the waves themselves may come from any direction. this is why, to avoid losing information, the field itself needs to be a field of 3D arrows — a 3D arrow per each point. a field tracks the state of all waves together so it needs to be able to sum up how differently rotated waves from different sides are rotating and stretching each point (i.e. 3D arrow) in the field."}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"second stumble: tension"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"now what should the update function do with the arrows?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"recall that previously our update function was using tension, pushing each point to \"get closer\" in value to its neighbors' average:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"function update(state, dt) {\n return state.map((pointState, point, ds) => {\n const { value, velocity } = pointState\n const nextVelocity = velocity + tension(state, point, ds) * dt\n const nextValue = value + nextVelocity * dt\n return { value: nextValue, velocity: nextVelocity }\n })\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"we could try to apply tension to arrows (have each arrow rotate and stretch towards its neighbors), but this misses a needed constraint."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":95,"byteStart":92},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"suppose a light wave is moving towards your face. if the update function of the light field was using tension, nothing would stop the light wave from wiggling \"towards / from you\" just like sound does."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"however, we know experimentally that this doesn't happen. light coming at you can wiggle up-down or left-right (i.e. \"sideways\") but it just doesn't wiggle back-and-forth — not even a little bit."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"so the formula has to do something different."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"wires and magnets"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"now let's take a slight detour from the nature of light."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":20,"byteStart":0},"features":[{"uri":"https://www.youtube.com/watch?v=9Tm2c6NJH4Y","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"this wonderful video about Maxwell's laws has two illustrations."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"in the 1820s, it was discovered that an electric current (i.e. a wire with electricity flowing) pulls a compass needle perpendicular to the flow, i.e. a change in electricity creates a magnetic field around it:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreigweylruwii66hkuxmn266fvmrujzyx7ch2otyr2qnkblzcepp4au"},"size":373802,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":2448,"height":1362}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"a decade later, it was discovered that a change in the magnetic field (e.g. by moving a magnet) will induce current in the wire around it:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreifgqpymb7vf7zeciv2q65t6cdajdljzvzyvxlqz6socczj3zzyive"},"size":188390,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":2380,"height":1350}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":192,"byteStart":115},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"so there's these two fields: magnetic field and electric field, and there's this weird symmetry between them where one's speed of change relates to how much the other one is curling around it."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":131,"byteStart":128},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"in other words, there is a geometric transformation happening: as one of the fields is changing, the other one springs up around it, sort of \"curling\" around it, proportionally to how fast the change is."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"now forget about electricity and magnetism. suppose you just have a field of arrows and want to find \"whirlpools\". this function does just that — for each point, it can answer whether it's \"curly\" around it:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"function curl(field, [x, y, z], ds) {\n // which way the arrow points as you step along each axis\n const dx = (field.get([x + ds, y, z]) - field.get([x - ds, y, z])) / (2 * ds)\n const dy = (field.get([x, y + ds, z]) - field.get([x, y - ds, z])) / (2 * ds)\n const dz = (field.get([x, y, z + ds]) - field.get([x, y, z - ds])) / (2 * ds)\n // do the surrounding arrows turn as you loop around this point?\n return [\n dy.z - dz.y, // looping around the x-axis\n dz.x - dx.z, // looping around the y-axis\n dx.y - dy.x, // looping around the z-axis\n ]\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":135,"byteStart":123},"features":[{"uri":"https://www.youtube.com/watch?v=erMopRd-MXg","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"intuitively, you can think of curling as a measure of \"how much does it look like a whirlpool around this point\". here's a 2D intuition:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreic3ymu3fyvqpk2mpb2xb4zk7thiqoppatu2swmikzzx4j3luoypbe"},"size":96374,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":1152,"height":1134}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"here, the yellow arrows are the original field whose curl we're measuring, while the blue arrows are the curl at each point."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":99,"byteStart":97},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":170,"byteStart":166},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"note how blue arrows work as \"whirlpool detectors\" of the yellow arrows' flow. blue arrows stick up where the yellow gets curly (in one direction), blue arrows stick down when the yellow gets curly in the other direction, and they're zero-ish where yellow is not curly."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"it's like stalactites and stalagmites that grow only inside tornadoes."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":113,"byteStart":92},"features":[{"uri":"https://www.youtube.com/watch?v=4yzV8m8X3Kk","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"the above picture has a 2D input vector field; in 3D, it is even more difficult to imagine. this 3D visualization may help somewhat:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreibn3wlvzy3mqbs5pxk32ansvveff3l4fbvwcuvbgigaxeyvxjvdkq"},"size":141528,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":1712,"height":1384}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":104,"byteStart":89},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":183,"byteStart":136},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"think of the arrows as water flow, and then think of the ball as an unmoving sphere that can only rotate in the water. the question is: is the water at this point making the ball spin? if yes, imagine the axis it spins around. the arrow of the curl around that point will stick out of that axis exactly like the electric field sticks out here:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreigweylruwii66hkuxmn266fvmrujzyx7ch2otyr2qnkblzcepp4au"},"size":373802,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":2448,"height":1362}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreifgqpymb7vf7zeciv2q65t6cdajdljzvzyvxlqz6socczj3zzyive"},"size":188390,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":2380,"height":1350}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"that's the curl at that point. every time the field gets \"curly\" around that point, the curl \"sticks out\" perpendicularly."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"in other words, curl converts \"whirlpools\" into \"thumbs up\"."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"now we see the relationship between the two fields:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"electric curl changes the magnetic field"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"magnetic curl changes the electric field"}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":38,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":53,"byteStart":38},"features":[{"$type":"pub.leaflet.richtext.facet#bold"},{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":54,"byteStart":53},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":91,"byteStart":85},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"as one field changes, the other field curls around it. the curlier one field is, the faster the other field changes. this works in both directions, at every point, all the time — like in a game loop."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"maxwell's world: a game loop for light"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"let's describe electric and magnetic fields as an update function:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"type Point = [number, number, number]\ntype Arrow = [number, number, number]\ntype Field = Map\n\nlet initialState = {\n electric: Field.fill([0, 0, 0]),\n magnetic: Field.fill([0, 0, 0]),\n}\n\nconst C = 1\n\nfunction update({ electric, magnetic }, dt) {\n const nextElectric = electric.map((e, point, ds) =>\n e + curl(magnetic, point, ds) * (C * C * dt)\n )\n const nextMagnetic = magnetic.map((b, point, ds) =>\n b - curl(nextElectric, point, ds) * dt\n )\n return {\n electric: nextElectric,\n magnetic: nextMagnetic\n }\n}\n\nfunction curl(field, [x, y, z], ds) {\n // ... same as before ...\n}"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":22,"byteStart":21},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":25,"byteStart":24},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":31,"byteStart":30},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"this is it! (suppose +, - and * are defined for vectors.)"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"notice that there is no velocity here."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":123,"byteStart":119},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":205,"byteStart":201},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"temperature had no velocity too, but that caused the field to immediately average out and killed waves. here, we don't need velocity because the two fields continually set each other off: each field's curl tells the other field how to change at every moment. in a sense, the two fields take turns being each other's velocities."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"also, both of the issues we flagged earlier are fixed now. the electric and magnetic fields both deal with arrows, which gives us polarization. and, together with other maxwell equations, this guarantees the waves will only wobble \"sideways\" (unlike sound)."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":131,"byteStart":128},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":159,"byteStart":154},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"it turned out that these two fields, locked in a perpetual mutual transformation, explain both electric and magnetic phenomena, and the light itself. the C * C coefficient in the formula is the speed of light squared. in earlier formulas, it was composed of two known coefficients related specifically to magnets and charges. it was a \"big moment\" for physics that those coefficients, already known and measured experimentally in labs, ended up related to speed of light."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":25,"byteStart":11},"features":[{"uri":"https://www.falstad.com/emwave1/","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"there is a wonderful demo that lets you see how the field \"actually\" looks like when stuff is changing — the arrows represent the electric field, and the colors (red/green) represent the magnetic field. here's a recording in case it doesn't work in your browser:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"url":"https://www.youtube.com/embed/1NToO13PTgo?rel=0","$type":"pub.leaflet.blocks.iframe","height":600,"aspectRatio":{"width":16,"height":9}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"finally, you might have noticed that we haven't introduced any way to actually get something \"into\" the field unless you hardcode it."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":220,"byteStart":195},"features":[{"uri":"https://en.wikipedia.org/wiki/Larmor_formula","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"we could try to add a list of charges to the state and write an update function for them, but classical physics genuinely has some holes there (for example, if you follow it strictly, every atom must immediately collapse — oh no) that don't have nice classical fixes."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"so this sounds like a good place to stop — for now."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"epilogue"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"we've traced a long road and ended up with a few update loops."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"the first is newtonian gravity which keeps a list of \"objects\" and moves them at each instant according to the law of gravity:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"$36"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"the second update loop we've looked at is a field wave update loop driven by tension — pulling each point closer to its neighbors:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"$37"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"(if we manipulate value instead of velocity, we get heat instead.)"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"finally, we've looked at the update loop for electricity, magnetism, and light — which turned out to be aspects of the same thing:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.code","language":"javascript","plaintext":"$38"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"note how newton's gravity was \"global\" — it had to read global state to update every object — while fields were \"local\" and only dealt with neighbors. instant changes at distance seem suspicious, and modern theories (including relativity theory) avoid that."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"the common thing is that we're describing the behavior of a big thing (the universe) by specifying what we think happens at every point, at every moment, what to remember, and how it transforms."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":52,"byteStart":46},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"another common thing is that all of these are models — they have conditions in which they break down. a broken model sometimes reveals a \"more correct\" model underneath, although even today there is no single model that would answer all of our questions."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":58,"byteStart":49},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"finally, all of the update loops so far are from classical physics."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":146,"byteStart":141},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"i originally wanted to write about quantum physics but i had too much fun writing about these loops, as i mostly learned about how they work while researching this article. these classical loops break down in pretty big ways, which is a topic for a future article."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"but here's a sneak peek."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"plaintext":"sneak peek: where is the wave"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"let's come back to our room, shoot some electrons into the hole, and detect them on the opposite wall. you've tried this with one, and it appears to fly like a stone and land on a particular spot:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreiatm5o5gyhgs25vkf2vqnbuuiibrmdplvsh2hhdargtlrmuwuoofi"},"size":1366,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":764,"height":496}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"great, so an electron is like a stone."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"you turn on your electron gun and you leave it shooting a whole lot of electrons into the wall. then you look at the result:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreihh3vhjt2dezx3mis4y7de2w6agho3jmwfbujtiavavfllvlms4l4"},"size":3282,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":408,"height":106}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"why are they all over the place?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":117,"byteStart":112},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"if an electron flies like a stone, it should fly straight and land right opposite. okay, you might say, we know light is a wave, and we know why this happens for light. waves \"interfere\" with each other."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":9,"byteStart":3},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":54,"byteStart":50},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"so maybe, if you fire lots of electrons, they can also move like waves, radiating, overlapping, and canceling each other out."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"maybe electrons are waves too. weird but okay."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"so you try the experiment again, watching the buildup more closely. you don't want the presumed \"waves\" related to different electrons to mess each other up so you shoot one electron at a time."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"still — shooting one of them at a time — they're kind of smearing around. maybe something is literally knocking them off course?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreic46jw7kmz4eq7pjicvaonxth4msny6y6mfof4ueuw7xa7opqwncm"},"size":2294,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":944,"height":428}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":90,"byteStart":87},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"to check whether the problem is with waves or something knocking off course, you leave two holes open behind the electron gun."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"your idea goes like this:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"if something's just knocking them off course, you'll see two clusters of electrons, or at least the same picture shifted twice"}},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","plaintext":"if something wavy is going on, you'll see a \"double slit diffraction\" pattern from waves, similar to what light does:"}}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"url":"https://www.youtube.com/embed/4pYWIj7xDqs?rel=0","$type":"pub.leaflet.blocks.iframe","height":600,"aspectRatio":{"width":16,"height":9}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"you leave the electron shotgun firing and go for a coffee."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"you come back and you see it built up — it's wavy!"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreidp2ysli4zaj3coilmxwhfq6pqqlp7uthxrrvigihph6yssgivrgi"},"size":10244,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":840,"height":228}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"oh well, so electrons are waves then."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"but then..."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":33,"byteStart":23},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"what if you shoot them one by one from behind the two holes? then, even if they're wavy, they should never interfere with each other."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"you see the pattern building up:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreicwinsytemm2wmguqn3nuexdij6265idv7upil5qktdgumy3goppq"},"size":222070,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":1442,"height":1908}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"this is the same pattern as light from two holes interfering."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":36,"byteStart":33},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":69,"byteStart":65},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":105,"byteStart":102},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":165,"byteStart":155},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"except here you're only shooting one electron at a time. you see each of them land. and each lands in one definite spot. the wavy pattern only shows up in statistics — a distribution over time."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"you look at the wall one last time."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":8,"byteStart":3},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"it looks as if two waves were interfering."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":17,"byteStart":13},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"but waves of what?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":8,"byteStart":4},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"and when did they interfere?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":22,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"where are the waves???"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.horizontalRule"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":3,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":131,"byteStart":4},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"i'm pretty new to learning (and teaching) physics. i'm a novice but i tried to keep things accurate, with a bit of editorial flair."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":50,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":62,"byteStart":50},"features":[{"did":"did:plc:fpruhuo22xkm5o7ttr2ktxdo","$type":"pub.leaflet.richtext.facet#didMention"}]},{"index":{"byteEnd":192,"byteStart":64},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"any material corrections are appreciated — ping @danabra.mov. individual experiment descriptions are slightly editorialized but i expect them to be consistent with the current understanding."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":46,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":138,"byteStart":47},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":153,"byteStart":138},"features":[{"$type":"pub.leaflet.richtext.facet#italic"},{"uri":"https://en.wikipedia.org/wiki/Airy_disk#/media/File:Rubinar-1000_plus_2x_K-1_telekonv_Airy_disk_1.jpg","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":186,"byteStart":153},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"some illustrations were taken and cropped from Roger Bach et al 2013 New J. Phys. 15 033018 DOI 10.1088/1367-2630/15/3/033018, CC BY 3.0. Airy disk photo by Roman Napreyev, CC BY-SA 4.0."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":93,"byteStart":0},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"the few screenshots of youtube videos are taken from the videos embedded earlier on the 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Guaranteed.","$type":"pub.leaflet.blocks.image","image":{"ref":{"$link":"bafkreigd5vtljyz6mirwhlqnrbrfeynurpbqpnkx4qgasadlse7vziuoua"},"size":6570,"$type":"blob","mimeType":"image/webp"},"aspectRatio":{"width":194,"height":91}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"they realized people would (for very good reason if you know how the internet works) be incredibly sketched out at putting their credit card info (hell, even a shipping address) into a website"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"payments on the web (so like. most of its theorized monetary value) would have been impossible without the invention of SSL"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"so in a few years it went from \"don't ever put your credit card info on there because anyone who gets between you and the person asking (which by necessity of the way the internet works would have been MANY MANY PEOPLE) will be able to see it\" to \"thanks to the magic of cryptography nobody will actually be able to read your credit card info even if they do... touch it\""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"there's a good chance your random person didn't give two shits about the web in 1999 (or even if they cared about it, it certainly wasn't a conduit for their entire life). it had its shooters, but it was definitely still \"for nerds.\" "}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"the seminal book on web design from that era was titled \"DON'T MAKE ME THINK\" for good reason."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"so you gotta think about how much of a collective public education initiative would have been needed to make the general public realize that:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"a. there ARE \"websites\" it is safe to give your credit card to"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"b. that it is quite distinctly not all of them. anyone can make a website and just commit straight up fraud... or attempt to run a legitimate business grossly incompetently"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"..."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"man pagerank really was a miracle when you think about this"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":260,"byteStart":237},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"who on earth would have gone along with the whole \"there are websites it is safe to buy things on\" idea if every time you... yahoo'd for a page, your top result was whichever idiot spammed KEYWORD KEYWORD KEYWORD KEYWORD KEYWORD KEYWORD insert credit card here KEYWORD KEYWORD KEYWORD the hardest? it was a collective effort, a perfect storm of independent players all trying to be successful in their own right that made the web useful for as many people as it did."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","plaintext":"anyways, all this leads me back to this:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"alt":"\"🔒 This payment is secure and SSL encrypted. 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now","content":{"$type":"pub.leaflet.content","pages":[{"id":"0199784b-d26e-755a-9f6c-9aad4ab669cf","$type":"pub.leaflet.pages.linearDocument","blocks":[{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.bskyPost","postRef":{"cid":"bafyreihkla2sp5aajpkd2gx4wj27wjb4p32kdgsar7qrlowjnzxiqf7n7i","uri":"at://did:plc:tas6hj2xjrqben5653v5kohk/app.bsky.feed.post/3lz7hld5cms2q"}}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":48,"byteStart":38},"features":[{"uri":"https://bsky.app/profile/did:plc:tas6hj2xjrqben5653v5kohk","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":237,"byteStart":222},"features":[{"uri":"https://bsky.app/profile/gusic.opn.haus","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":307,"byteStart":274},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"On Friday, September 19th of 2025, I (@mmatt.net) sent out a Bluesky post asking for community feedback on how exactly the public listens to their music nowadays. I also sent a similar line of questioning to my friends at @gusic.opn.haus. These antics all have the goal of: let's get people tracking on Teal."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":36,"byteStart":17},"features":[{"uri":"https://bsky.app/profile/did:plc:rnpkyqnmsw4ipey6eotbdnnf","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":119,"byteStart":96},"features":[{"uri":"https://pdsls.dev/at://did:plc:rnpkyqnmsw4ipey6eotbdnnf/fm.teal.alpha.feed.play","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":180,"byteStart":174},"features":[{"uri":"https://github.com/teal-fm/piper","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":189,"byteStart":182},"features":[{"uri":"https://tangled.org/@teal.fm/piper","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":234,"byteStart":227},"features":[{"uri":"https://bsky.app/profile/did:plc:k644h4rq5bjfzcetgsa6tuby","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":357,"byteStart":350},"features":[{"uri":"https://Last.fm","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":464,"byteStart":462},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]},{"index":{"byteEnd":634,"byteStart":627},"features":[{"uri":"https://Teal.fm","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":666,"byteStart":643},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"Community member @baileytownsend.dev has been tracking his music listening habits on Teal since around May of this year, using our work-in-progress tracking solution: piper [github, tangled]. Piper has been built up by Bailey, Natalie, and Loveless to be our first party tracking solution. Right now, it currently supports Spotify and (experimental) Last.fm syncing. I'll let one of them do the talking on the technical details about piper (I know about as much go as I know Spanish) on a later note, but for now what you need to know is that it polls your streaming service of choice for what you are listening to and makes a Teal.fm record (fm.teal.alpha.feed.play) for what you're currently listening to."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"I want to open up a public instance of piper for everyone to use to start tracking their listening now while we are getting the frontend application ready to use. "}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":71,"byteStart":64},"features":[{"uri":"https://Teal.fm","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"Before we get too into the weeds, let's back up and explain how Teal.fm works."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"facets":[{"index":{"byteEnd":25,"byteStart":18},"features":[{"uri":"https://Teal.fm","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"visions: How does Teal.fm work."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Teal is built in three parts."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"1. The Frontend Application"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":25,"byteStart":17},"features":[{"uri":"https://bsky.app","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":295,"byteStart":288},"features":[{"uri":"https://teal.fm","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"This will be the bsky.app of Teal. You'll be able to view your profile with your plays, along with other profiles. You'll be able to make posts with songs, interact with other posts (likes/reposts/comments), view your timeline, etc. This will be what replaces the current landing page at teal.fm, and will also be our mobile app."},"children":[]}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"2. Our AppView/API"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Handles everything to get data from our database & your PDS, onto your screen through the Frontend Application."},"children":[]}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"3. The Song Tracker / Stamper / Song Ingest"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"This is the part that actually tracks what you are listening to. In the future, this (referring to piper) may be integrated into the Frontend Application so that you have a seamless experience connecting your accounts."},"children":[]},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":238,"byteStart":215},"features":[{"$type":"pub.leaflet.richtext.facet#code"}]}],"plaintext":"Piper is our first party effort at this. However, anyone is more then welcome to build one for themselves. All it takes is 1. a way to programmatically pick up to what you are listening to, and 2. a way to create a fm.teal.alpha.feed.play record on your PDS. Your PDS and our AppView take care of the rest. "},"children":[]}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"facets":[],"plaintext":"i finally understand: Now, did the audience help answer your question?"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Yes! Thank you everyone for the responses on my original post, I really appreciate it! Here are the main things I've gathered."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"1. Spotify Support"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"We already support Spotify in piper, yay!"},"children":[]}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"2. YouTube Music / Tidal Support"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":198,"byteStart":191},"features":[{"uri":"https://Last.fm","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":247,"byteStart":240},"features":[{"uri":"https://Last.fm","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":451,"byteStart":429},"features":[{"uri":"https://webscrobbler.com/","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"A lot of y'all use YouTube Music and Tidal. At this time, both of these services' API aren't friendly enough to provide us with the data we need for tracking your listening. Tidal has native Last.fm support, which means you can use piper's Last.fm syncing to get tracking from Tidal. YouTube on the other hand has nothing of the sort. The best way to go about tracking your listening on YouTube is by using a web browser and the WebScrobbler extension."},"children":[]}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"3. Apple Music Support"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":8,"byteStart":2},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":175,"byteStart":145},"features":[{"$type":"pub.leaflet.richtext.facet#highlight"},{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":186,"byteStart":175},"features":[{"$type":"pub.leaflet.richtext.facet#highlight"},{"$type":"pub.leaflet.richtext.facet#bold"},{"$type":"pub.leaflet.richtext.facet#italic"}]},{"index":{"byteEnd":196,"byteStart":186},"features":[{"$type":"pub.leaflet.richtext.facet#highlight"},{"$type":"pub.leaflet.richtext.facet#bold"}]},{"index":{"byteEnd":197,"byteStart":196},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"I really want Apple Music support on piper. Luckily enough, Bailey has guided me in the right direction with the MusicKit documentation to where Apple Music support should be coming soon to piper. No promises haha, but everything is pointing in the direction of this being possible!"},"children":[]},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":55,"byteStart":42},"features":[{"uri":"https://bsky.app/profile/did:plc:fs3xpvrweneqrjgr7v2oow62","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":143,"byteStart":136},"features":[{"uri":"https://tangled.org/@regnault.dev/teal-cider","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"If you use the Apple Music Client: Cider, @regnault.dev is working on an application to track from Cider! You can check out the repo on Tangled."},"children":[]}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"4. (lovingly) You Guys Are Nerds"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"A significant portion of the replies here have made me realize, (in a very positive tone) you guys are nerds! I mean, I can't say much because I'm the huge nerd who wanted this project to exist, but y'all surprised me here!"},"children":[]},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":150,"byteStart":135},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"Quite a bit of repliers use modified Streaming Service clients, local files on various media server software and local music software, Linux & Android, internet radios, etc. etc."},"children":[]},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":68,"byteStart":65},"features":[{"$type":"pub.leaflet.richtext.facet#bold"}]}],"plaintext":"Any non-streaming service stuff is outside of the scope of piper BUT, making some of these work isn't outside of our thought bubble, just might be the lowest on the priority. Foobar2000/MusicBee/Jellyfin plugins are doable. A lot of the other stuff would either require modifying the client itself, or using a Desktop Application to listen to your system's \"Now Playing\" status. This stuff, again, wouldn't be immediately ignored by us, but it's just the lowest priority."},"children":[]},{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"The best part of Teal is how incredibly open ATProto is. If we don't make a way to track your music from your favorite niche music software, you are more then welcome to make your own! You don't need our approval or verification to make additions to your own listening history."},"children":[]}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"5. WebScrobbler"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":114,"byteStart":107},"features":[{"uri":"https://Last.fm","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":130,"byteStart":118},"features":[{"uri":"https://listenbrainz.org/","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":540,"byteStart":533},"features":[{"uri":"https://Last.fm","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"Mentioned above, WebScrobbler is a browser extension for submitting your listening status to services like Last.fm or ListenBrainz. We have been thinking about trying our hand at getting Teal added as a service to the extension! It would vastly improve the number of services you can submit to, such as YouTube, Soundcloud, Bandcamp streaming, and more. I personally use WebScrobbler all the time for watching music videos on YouTube and listening to tunes on Soundcloud. Should be easy enough, especially if we implement compatible Last.fm / ListenBrainz API routes into piper."},"children":[]}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":21,"byteStart":14},"features":[{"uri":"https://Last.fm","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"6. Compatible Last.fm / ListenBrainz API routes"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"These routes would make it easier to integrate Teal into existing plugins, services, and applications. This has been something we've been wanting to add to Teal since day one, so these will be coming sooner or later."},"children":[]}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"facets":[],"plaintext":"forever: Our priorities as of now, and where we're going."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"In regards to piper, our priority right now is:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"1. Apple Music"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":10,"byteStart":3},"features":[{"uri":"https://Last.fm","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"2. Last.fm / ListenBrainz API compatibility"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"3. WebScrobbler support (not apart of piper, but y'know)"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":17,"byteStart":10},"features":[{"uri":"https://Last.fm","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"4. stable Last.fm sync"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"5. everything else. "}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"In regards to the project as a whole:"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"1. Get a public piper instance running & getting everyone to start tracking."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"2. Refine frontend experience to focus on music tracking/statistics, and make it available to use to everyone on the web."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":27,"byteStart":16},"features":[{"$type":"pub.leaflet.richtext.facet#bold"},{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"3. Roll out the Social Side."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.unorderedList","children":[{"$type":"pub.leaflet.blocks.unorderedList#listItem","content":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":31,"byteStart":20},"features":[{"$type":"pub.leaflet.richtext.facet#bold"},{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"More info on Teal's Social Side at a later date. :)"},"children":[]}]}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.header","level":2,"facets":[],"plaintext":"anthems: From the heart, to the reader."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":377,"byteStart":364},"features":[{"uri":"https://stream.place","$type":"pub.leaflet.richtext.facet#link"}]},{"index":{"byteEnd":491,"byteStart":481},"features":[{"$type":"pub.leaflet.richtext.facet#italic"}]}],"plaintext":"Thank you for reading the first Teal Note, I really appreciate it! Thank you for replying to my post, I appreciate it a ton! And most importantly, thank you for caring about Teal.fm. I see your pleads for the best place for tracking and sharing music! With both me and Natalie being occupied full time (me: full time student & part time retail, Natalie: full time @stream.place) it may take a while for the visions of Teal to truly come to fruition, but this limbo of waiting will hopefully be worth it."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":""}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"With Love,"}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[],"plaintext":"Matt M."}},{"$type":"pub.leaflet.pages.linearDocument#block","block":{"$type":"pub.leaflet.blocks.text","facets":[{"index":{"byteEnd":10,"byteStart":0},"features":[{"uri":"https://bsky.app/profile/did:plc:tas6hj2xjrqben5653v5kohk","$type":"pub.leaflet.richtext.facet#link"}]}],"plaintext":"@mmatt.net, Technologist at Teal.fm"}}]}]},"bskyPostRef":{"cid":"bafyreigmsun5yb7zxuw7v6we2uk3mtnu7kiwaqfdn4dbsihxwngiffgnmy","uri":"at://did:plc:iwhuynr6mm6xxuh25o4do2tx/app.bsky.feed.post/3lzlweewf222l","commit":{"cid":"bafyreicvwxm7kqav5rpfhda7kxnmqekfilpp5rb4wzcksflljnr4t62req","rev":"3lzlwef2aia2e"},"validationStatus":"valid"},"description":"what we're doing now, and where we are going from 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