VP(WP)
@vpavlyshyn.bsky.social
I believe in self sovereign data #ssi , data economy and decentralized tech. I am democratizing personal and privacy-first #ai at affinidi.com
Why AI Memory Systems Are Failing — and How Semantic Spacetime Offers a Solution
Vector embeddings have dominated AI memory systems, and for good reason — they’re computationally efficient and initially produced impressive results. But as we’ve scaled from simple retrieval to complex reasoning tasks, their limitations have become glaring.
Nov 30, 2025
Holocracy as Constraint Architecture: Critical Implications for AI Agent Design
Imagine an organization where no one has a boss, yet everyone knows exactly what to do. Where authority flows not from people but from roles, and where the structure itself evolves in response to the tensions the organization experiences. This isn't utopian fantasy—it's holocracy, a real organizational system operating in companies worldwide. Now imagine AI agents organized the same way: autonomous yet coordinated, adaptive yet coherent, distributed yet purposeful.
Nov 29, 2025
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