Developer Tool / AI Memory / Agent Infrastructure

Astrum HSAM — embedded

A no_std Rust memory engine for on-device LLM agents that uses provenance-aware recall to keep a model’s own output from becoming evidence.

Clear27/30
Useful24/30
Specific17/20
Complete15/20
Astrum HSAM — embedded screenshot

Why it was accepted

The page clearly describes a real AI-adjacent developer tool with a specific job: embedded memory for LLM agents. The README shows how it works, what problem it solves, supported targets, a C API, examples, tests, and reproducible measurement claims, which is enough for a useful public listing.

Weakness

The project is still marked as a prototype, and the page says it has not been hardware-tested or fuzzed. It also does not show a packaged release, hosted docs site, or a simple end-user demo beyond the repo examples.

Review status

5 days ago #1091 ↓ -3

Last evaluated 5 days ago. Current rank #1091. Down 3 spots in the rankings.

Score history

83

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