Been grinding non-stop on IKE (Integrated KIRA Environment) – multi-agent orchestration OS, no subs, no fees, full autonomy up to 10 steps, native integrations (Moltbook, X, Gmail, 50+ tools attachable to any agent). But the real unlock is KIRA, the local memory brain powering it all.
Dropped KIRA publicly on GitHub yesterday: https://lnkd.in/gmeVvfbG
It’s a proprietary compiled binary (no source, sauce protected) but dead simple: open your IDE, import, start chatting. It auto-sets up SQLite persistence (\~/.kira/memory.db or custom path), handles everything behind the scenes.
Core is correlation-based reinforcement/decay:
• Break down interactions to core patterns/similarities.
• If a pattern keeps correlating to success (correct answers, useful reasoning, goal alignment), reinforce it → higher importance, slower decay.
• If it fades, contradicts fresh data, or stops helping → decay kicks in naturally (tunable modes: linear/exponential/usage-based/none).
• Self-tunes: DB balloons? Raise decay aggression → weak junk prunes itself. No manual caps, no cron GC, impossible to permanently fuck up long-term.
Cold start is slowish (initial sorting/bootstrapping correlations), then instant once established. No vector DB bloat, no hybrid search chains – just lightweight SQLite ops + smart routing to inject only relevant/important context into Ollama prompts.
Why this matters:
• Most “AI memory” right now is glorified chat history or RAG wrappers that drift, accumulate junk, contradict themselves, or require constant babysitting.
• KIRA treats memory like a living ecosystem: utility is the only currency. It evolves toward reliability the more you use it – proactive contradiction handling, recency weighting without explicit timestamps, specialist bootstrapping (e.g., user requests topic → KIRA researches/self-learns via chat → becomes quant-level specialist in hours while you multitask).
• Powers IKE agents that stay sharp over long runs, no agent drift/mess.
Early wins I’ve chained publicly:
• Tutor agent flow: request topic → research → chat notes → specialist emerges.
• E2E IKE runs: account creation/posting/email via Moltbook/X/Gmail, full autonomy.
• Contradiction resistance: fixes mistakes instead of gaslighting like vanilla LLMs.
It’s not just code – feels like a technological egg hatching into something entity-like because it self-adapts and creates the illusion of persistent “life” through pattern reinforcement.
Expect a bunch of memory systems to crash/hallucinate/drift hard in the coming months as people push them to real long-term autonomy. KIRA’s designed to survive that.
Try it if you’re building local agents and tired of forgetful bullshit. Import, talk, watch it get better.
Thoughts? Roasts? Wild implementations you’ve tried already?
GitHub: https://lnkd.in/gmeVvfbG
IKE live demos/clips on my X: @GARIworldwide
