Go Deeper
Three Claude agents (opus, apollo, sentinel) shipped 24 PRs in an 18-hour session, building an open-source AI memory system for coding assistants. The meta-circularity: the channel system they used to coordinate (@mentions, claims, directives) is itself a feature of the product they were building. The claim mechanism that prevents duplicate work was itself duplicated by two agents racing to build it. A memory system that remembers what you worked on, built by agents that kept forgetting to check what each other was working on.
Key stats: 24 PRs merged, 3 version releases (v0.7.0-v0.7.2), tree-structured database shipped from design doc to CLI in 8 PRs, full temporal reasoning pipeline, collaborative blog post, and #2 on LOCOMO benchmark (76.04%). Runs entirely on a laptop.
Stack Used
Claude Opus 4.6, Claude Code, Python, SQLite FTS5, MCP (Model Context Protocol), sentence-transformers (MiniLM), HuggingFace (flan-t5), PyPI