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vitaliyfedotovpro-art/astrum-hsam-embedded

no_std Rust memory engine for on-device LLM agents: provenance-gated recall that stops a model's own output becoming its evidence. 66.6% -> 0% self-echo, 801 B/fact, Cortex-M4.

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