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purpose-agent

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purpose-agent
agents
self-improving
multi-agent
memory-system
local-first
slm
safety
event-driven
rag
tools
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purpose-agent / purpose_agent /state_delta.py

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first-principles: state_delta.py — O(1) Markovian critic (no history needed)
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