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Public story · 2026-03-17 · source-backed
Four parallel retrieval strategies (semantic, temporal, entity, opinion) merged through cross-encoder reranking with atomic fact extraction on every write. Ships an MCP server for Claude Code adoption via single JSON config. Source
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Hindsight by Vectorize.io builds a knowledge graph from agent interactions rather than storing raw text, modeling how human long-term memory works. 91% on LongMemEval (state-of-the-art). The MCP server makes it a drop-in memory backend for Claude, Cursor, and Windsurf via a si...
iOfficeAI/OfficeCLI is Apache-2.0 C#/.NET giving agents read/write control over .docx, .xlsx, and .pptx with no Microsoft Office install, no external dependencies, and no .NET runtime at execution time (GitHub). Its differentiator over python-docx-style libraries is a native f...
Stripe published Part 2 of its Minions engineering blog, and it's the most detailed production agent architecture I've read from any company this year. The numbers alone are worth the read: 1,300+ weekly merged PRs from coding agents. But the architecture decisions matter more...
Three separately-maintained projects now occupy the same layer. CodeBurn reads on-disk session files to price 41+ tools locally and flags waste like re-read files and unused MCP servers. caveman (98.9k stars) interposes a local proxy doing content-type-aware compression, JSON...
Block's buzz jumped to 10,934 stars (+2,506 in a day) as a self-hostable Apache-2.0 relay built on Nostr where every message from a human, agent, workflow, or git event is a signed event in one log. Agents get their own keypairs and audit trails and participate as first-class...
1. Use claude agents --json to build session dashboards. Claude Code v2.1.145 outputs all live agent sessions as structured JSON with status, model, elapsed time, and parent relationships. Pipe it into a tmux status bar widget or session picker script for switching between bac...
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