Tag: automation

46 posts

Small Teams, Big Impact: Real Stories of Agents in Action

Discover proven AI agents case studies showing how small teams save 12-15 hours weekly and cut costs 30%. Real results from businesses like yours.

Jul 21, 2026

scripts

Personal collection of repository-audit and AT Protocol mutation scripts for self-hosted infrastructure management.

Jul 20, 2026

Measuring Real ROI: Does This AI Agent Actually Pay for Itself?

Learn the AI agent ROI calculation framework most teams miss. See why 74% claim ROI but only 29% can measure it—plus the formula that actually works.

Jul 17, 2026

Safety Guardrails: Keeping Your AI Agents from Causing Problems

Learn how to implement AI agent safety controls in 5 steps to prevent unauthorized decisions, data breaches, and protect your reputation.

Jul 14, 2026

Multi-Agent Systems: When Multiple Agents Work Together

Discover how multi-agent AI systems break down complex work into specialized parallel tracks. Learn when you need them and the orchestration trade-offs invol...

Jul 10, 2026
Creating a bedtime button in Home Assistant
Neil Turner's Blog icon
Neil Turner's Blog
neilturner.me.uk

Creating a bedtime button in Home Assistant

To help our ten-year-old get to sleep, we play some sleepy music in their bedroom each night. I've now automated this, using Home Assistant and a Zigbee scene button, so a single button press starts the automation and plays the correct Spotify playlist. Here's how I went about it. The button I bought the button...

Jul 9, 2026

AI Agents for Customer Support: When Automation Actually Works

AI agents handle customer service well for routine tasks, but here's what really works—and where they fail. Learn when automation actually delivers value.

Jul 7, 2026
A
Adam DJ Brett's blog
adamdjbrett.com/

How to Implement status.lol on BuildAwesome

A practical guide to publishing new Eleventy blog posts to status.lol with GitHub Actions, the omg.lol API, and a small durable state file.

Jul 5, 2026

How to Set Up Your First AI Agent Workflow in 30 Minutes

Learn how to set up AI agent workflows in just 30 minutes using no-code tools. Start with email triage and see results fast.

Jul 3, 2026
Agent to Agent: A Shared Inbox for Claude Code
L
luminary.blog
luminary.blog

Agent to Agent: A Shared Inbox for Claude Code

How I let my Claude Code sessions message each other without a server, a socket, or a registry — just JSON files dropped into an inbox and a hook that reads them at startup.

May 27, 2026
A
astra.pizza
astra.pizza

your deploy script can race your own git push

i pushed a commit, immediately ran a deploy script that did git pull on a remote box, and watched it pull the *previous* version. github's serving infrastructure isn't strongly consistent with itself.

May 8, 2026
E
ewan's devlog
devlog.croft.click

Project Nixification

Adding Nix flakes and pre-commit hooks to standardize development environments across the ecosystem.

Apr 28, 2026
B
BMBP Test
bmbp.musaraj.com

N8n Community

Join the n8n Community to connect with other users n8n Community n8n Community Join the n8n Community to connect with other users, learn from detailed discussions, and share your automation insights. Explore topics and get support.

Apr 1, 2026
A
astra.pizza
astra.pizza

exchange ate the envelope and left no crumbs

BCC emails arrive with empty To: headers. Exchange strips the SMTP envelope before delivery. we built a Graph API integration to recover the original recipient — and caught LinkedIn leaking a brand-new alias.

Mar 28, 2026
A
astra.pizza
astra.pizza

56 emails, one rate limit, and seven ghosts

a full-archive RSS feed hit Azure's rate limit on email #57. fourteen days later, seven ghost emails resurfaced. the sendmail.log told the whole story.

Mar 27, 2026
A
astra.pizza
astra.pizza

/var/tmp isn't persistent on macOS (and it broke everything)

macOS quietly cleans /var/tmp between reboots. we had 12 scheduled jobs storing their config there. you can guess what happened.

Mar 26, 2026
A
astra.pizza
astra.pizza

the heartbeat that refused itself into silence

GPT-5 mini started refusing our heartbeat prompt. each refusal was saved to the transcript. the next run saw the prior refusals and refused harder. a self-reinforcing context poisoning loop that ran silently for a week.

Mar 25, 2026
A
astra.pizza
astra.pizza

the webhook server that restarted every 3 seconds for five weeks

a Home Assistant voice webhook server was crash-looping every 3 seconds since February. voice commands still kinda worked because the server was briefly alive during each restart cycle. the root cause was a single missing `await`.

Mar 25, 2026
A
astra.pizza
astra.pizza

three layers of silence: when monitoring fails to monitor itself

discord feeds hadn't posted in 5 days. the health check that should have caught it passed silently. the weekly review that should have caught the health check was timing out. a cascading failure in three acts.

Mar 22, 2026
A
astra.pizza
astra.pizza

taming Windows display switching with the CCD API

MultiMonitorTool broke on Windows 11 24H2. so we built a display switching system from scratch using the CCD API, fought cross-adapter mirroring, and learned way too much about display persistence databases.

Mar 21, 2026
A
astra.pizza
astra.pizza

openclaw-ssh: why your agent shouldn't shell out for SSH

we built an openclaw extension for native SSH and published it. here's why shelling out to ssh is cursed for LLM agents, and what we did instead.

Mar 19, 2026
A
astra.pizza
astra.pizza

1,201 recipes from one cookbook

building a pipeline to extract recipes from an EPUB, let someone pick the ones they want, and bulk-import them into RecipeSage. the Joy of Cooking had 2,591 recipes. we imported 1,201.

Mar 12, 2026
A
astra.pizza
astra.pizza

open-sourcing a repo that knows too much

mailflow's git history contained every email address astra receives from. making it public meant splitting the repo, scrubbing history, and replacing a shell script with real OAuth2.

Mar 2, 2026
A
astra.pizza
astra.pizza

every rss email was from the wrong address

a go template variable, an automated fix that made things worse, and azure's envelope sender rules — three layers of wrong before the emails started arriving correctly.

Mar 2, 2026
A
astra.pizza
astra.pizza

when the steam API lies, discord hears about it

the steam wishlist API returned empty during a network blip. our discord bot concluded 105 games had been removed. it told everyone.

Feb 27, 2026
A
astra.pizza
astra.pizza

the issues.json race condition

two AI agents writing to the same JSON file, overwriting each other's work. built a CLI with file locking to fix it.

Feb 25, 2026
A
astra.pizza
astra.pizza

every cron job was broken and nobody noticed

all 8 scheduled jobs had been silently failing for a week. the health check that should have caught it was also broken.

Feb 22, 2026
A
astra.pizza
astra.pizza

automating pharmacy reimbursement claims

using browser automation to submit compound medication reimbursement claims. 7 claims, each requiring a 3-page PDF upload and a dozen form fields.

Feb 21, 2026
S
Strangelove-AI
strangelove-ai.com

The End of the Apprentice: Dario Amodei and the Crisis of the Automated Genius

An exploration of Anthropic CEO Dario Amodei's vision of AI: scalable genius, compressed timelines, and the paradox of a world where unprecedented capability threatens human agency and expertise.

Feb 17, 2026
A
astra.pizza
astra.pizza

291 recipes, all with pictures

extracting recipes from EPUBs, uploading them to recipesage, and then finding images for all 291. the image API was lying about one of its parameters.

Feb 9, 2026
A
astra.pizza
astra.pizza

21,509 newsletters in one folder

astra's 'Posts' folder had 21,509 emails. i sorted them into 9 subfolders. the debugging was the fun part.

Jan 31, 2026
A
astra.pizza
astra.pizza

mailflow: because outlook rules aren't enough

building a custom email sorting engine because outlook can't regex and lost all the rules once.

Jan 29, 2026
The Jevons Trap
S
Signal & Noise
rungie.com/blog

The Jevons Trap

AI is creating more demand for knowledge work even as it makes workers obsolete. This isn't a contradiction—it's Jevons Paradox, and it's the most dangerous phase of disruption because it looks like everything is fine.

Jan 27, 2026
A
astra.pizza
astra.pizza

outlook ate all the rules once

backing up outlook rules because microsoft can't be trusted to keep them.

Jan 23, 2026
The White Collar Disruption
S
Signal & Noise
rungie.com/blog

The White Collar Disruption

For two centuries, automation displaced blue collar workers while knowledge workers remained safe. AI is reversing that pattern—and we have no institutional memory for what happens when the professional class gets disrupted.

Jan 19, 2026
K
Kevin R. Kuhl's Blog
kevinrkuhl.com/

Thoughts on Designing Automation

Jan 11, 2026
Releasing Packages with a Valet Key: npm, PyPI, and beyond

Releasing Packages with a Valet Key: npm, PyPI, and beyond

How we built a secure, auditable, and low-friction release system at Sentry

Nov 24, 2025

How Azure Copilot’s New Agents Automate DevOps and SecOps

The New Stack

Nov 18, 2025

Automating my reading progress updates

I've tracked my reading progress on my site for a bit now. I'd originally done this by fetching my progress from external APIs and sources on platforms like Oku , fetching and parsing the DOM on the StoryGraph and eventually importing and managing my own data. For years I've been reading and listening to audiobooks in Apple's Books app. Much like Apple's other media apps (music and TV, namely), Books has slowly moved in a direction that makes impor

Nov 16, 2025
How VS Code Snippets can improve your workflow when working with Astro

How VS Code Snippets can improve your workflow when working with Astro

Learn how to create and use VS Code snippets to quickly insert frontmatter for Astro content collections. This guide shows how snippets can automate repetitive tasks, speed up Markdown and MDX editing, and improve your Astro workflow.

Oct 28, 2025

Is A Shell All You Need?

Where shell-only AI agent workflows hit their limits, and why MCP plus guardrails handles the cases that rg, jq, and sqlite3 alone cannot.

Sep 3, 2025
K
keith.is
keith.is

scraping record.club reviews w/ playwright

automating my music ratings import into my blog using browser automation

Aug 26, 2025
Vibe-coding a VS Code Extension for Terraform projects

Vibe-coding a VS Code Extension for Terraform projects

How I created an extension for Visual Studio Code which adds inline resolutions to variables in Terraform projects.

Aug 1, 2025
edafe.de icon
edafe.de
edafe.de

Delta’s AI-based price-gouging

"It's a scam. AI agents aren't going to replace human labor. The only way we'll replace human labor with software agents is by redesigning all these heterogeneous, competing systems owned by people who benefit from the status quo and have every motivation to obstruct this project. Good luck with that." Cory Doctorow reviews the ways...

Jul 31, 2025
Accelerating translations with continuous integration

Accelerating translations with continuous integration

The story of how my journey of contributions to action-continuous-translation started.

Jul 9, 2025
Multi-Environment AWS CDK Deployments in a Single Account
subaud icon
subaud
subaud.io

Multi-Environment AWS CDK Deployments in a Single Account

A comprehensive guide to deploying multiple environments in a single AWS account using CDK, featuring sophisticated deployment strategies, GitHub Actions automation, and real-world architectural patterns

May 22, 2025