7 posts
Four memory layers with different lifetimes, a TTL that never actually expired, and the decision that fixed it: sleeping is not deleting. How the memory lifecycle stopped being a loose field in the payload.
Yurumi started as a local replacement for mem0 — storing conversation memories. In two weeks it gained intent, actions, learning, its own identity and a knowledge graph. The journey from a simple store to a complete agentic system.
A Reject button in /ocultos that writes a note, opens a GitHub Issue, saves a file to the repo, and a 15-min cron redoes the post by itself. The story of how human feedback became a pipeline.
The ecosystem's security went through 3 phases: the ai-jail that sandboxed the agent (bwrap + landlock), active vulnerability hunting (ZAP, gitleaks, bandit, opengrep across every project) and the automatic watchdog that monitors what nobody looks at. 2 posts so far — and this is the full story.
TatuEngine got a punishment layer v3: progressive fines for repeat offenses, partial cold restart, automatic tool denial and output reprimand. The idea: instead of only rewarding good behavior, punish bad behavior with growing intensity — like an immune system that learns from every mistake.
Born from the absurd question 'what if we used RT Cores to process neural networks?', killed the dream on WSL2, and became a hybrid CPU/GPU engine with BitMamba-2 1B, radical compression, an agent with 8 subsystems and a security sandbox — 302 commits later.
777 commits, 2818 tests, hybrid RAG, ReAct Agent with 42 tools, MCP server, and the evolution from a simple scraper to a knowledge platform.