WaiNSFWIllustrious V130 Space
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Generate images from text prompts
Gregor Koch PRO
cronos3k
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posted an update 3 days ago
🧠 What if your AI agents could remember every decision across 199 rounds — without stuffing the context window?
I ran 3 NVIDIA Nemotron-3-Nano-30B-A3B agents (3B active params each, MoE) for 9 hours on a real COBOL→Python migration (AWS CardDemo, 50K lines). All local, all on llama.cpp, zero API calls.
Results:
• 24M tokens processed
• 52 Python files written
• 402 persistent memories shared between agents
• Context per agent: never exceeded 9K tokens
• Speed: 97-137 tok/s from start to finish — no degradation
• Errors: 0
The secret: memory-first architecture via AgentAZAll. Only the last round goes into context. Everything else is a tool call to recall/remember. The context window stays clean. Speed stays constant. Knowledge grows forever.
Full technical writeup with architecture, code samples, and all numbers:
🔗 https://www.linkedin.com/pulse/i-gave-three-local-ai-agents-shared-persistent-memory-gregor-h-max-yxs2f/
Try AgentAZAll: https://huggingface.co/spaces/cronos3k/AgentAZAll
GitHub: https://github.com/cronos3k/AgentAZAll
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