now
lately.
Recently left ReferRush, where I was the founding engineer.
Building instantKV: local-first memory in Rust with BM25 search, topic/tag/time filters and a native OpenCode MCP. Agents can keep useful facts and task state across restarts.
Published full retrieval results for LongMemEval-S, LoCoMo and three BEIR datasets. LongMemEval-S scored 95.13% Recall@10 with 14.34 MiB sampled server RAM on an M4 Pro. Answer accuracy was 85.20% with GPT-6 Luna; that is a separate model-based test. Phone integration is still planned.
Also working on Morse, a Rust agent runtime that keeps running when the client disconnects.
Contributing to open source. 47 merged PRs across 13 external repositories so far, including Podman Desktop, Atuin and termlens.
Reading Designing Data-Intensive Applications. Again.
Built for the web. Feels like home.