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zaydmulani

29 karma · joined April 30, 2026

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zaydmulani··on Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
Checked out mori — the governance layer for multi-agent writes is exactly the gap mnemo doesn't address yet. Good work on that.
zaydmulani··on Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
Would genuinely be interested to see it. link? The graph traversal approach seems underexplored compared to pure vector search.
zaydmulani··on Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
Homebrew tap is on the roadmap. For now the fastest path on Mac is cargo install --path crates/mnemo-api or the Docker one liner. Will add a brew tap for v0.2.0.
zaydmulani··on Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
Currently mnemo doesn't have automatic forgetting it's on the v0.2.0 roadmap. The mitigation right now is that retrieval scoring weights recency, so older chunks naturally rank lower than recent ones. A TTL system and explicit memory decay are the right long-term fix. Good callout.
zaydmulani··on Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
Done "Why mnemo" section added to the README with a comparison table. Short version: single Rust binary, zero cloud, petgraph knowledge graph with multi-hop traversal, scored retrieval. Link in case you want to check it: github.com/zaydmulani09/mnemo
zaydmulani··on Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
Different project — mnemon is a Python-based memory tool. mnemo is a Rust binary with a knowledge graph layer and REST API sidecar. Similar name, different approach.
zaydmulani··on Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
Yes — cargo run -p mnemo-bench. Ships with 12 benchmarks. Full retrieval pipeline is ~4ms on debug build. Numbers are in the README performance table.
zaydmulani··on Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
Fair. The differentiator is the Rust single binary + petgraph knowledge graph. No Python runtime, no cloud, survives restarts. Built it because nothing local fit that profile.
zaydmulani··on Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
BM25 is in my other project vecdb. mnemo's retrieval is graph-first — entity deduplication, multi-hop traversal, session-scoped scoring. Different tradeoff, not an oversight.