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OSS2026-09-03 · source-backed
Published September 3 by David Corvoysier, Funes indexes raw session traces from Claude Code, Codex, pi and Hermes into one shared searchable store, giving agents recall and get tools plus an ask command for humans. The pipeline is deterministic rather than LLM-summarized: parse traces into turn-and-block structures, chunk, embed locally, store in Lance, then hybrid vector plus BM25 retrieval with cross-encoder reranking, recency weighting and neighbor expansion. Raw evidence preserved instead of distilled. On two handoff-against-recall benchmark tasks, recall was 8x cheaper on one and 4x on the other in weighted tokens per successful task.
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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...
Triple-stream retrieval (BM25 keyword, vector embeddings, knowledge-graph traversal) fused via Reciprocal Rank Fusion on the iii engine, with SQLite for state and an in-memory vector index, no external database. The economic claim: ~170K tokens/year (~$10) versus ~650K tokens...
Runta published FrontierHarness on September 2 and it's the most directly useful benchmark I've read this quarter, because it controls the one variable everyone conflates. Nine agent harnesses (Codex, Claude Code, OpenCode, Pi, Oh My Pi, DeepSeek Harness, Kimi Code, Exo Harnes...
A community hackathon run July 15 to August 2 had 1,221 participants use Claude Code, Codex and Cursor to reproduce 2,226 of ICML 2026's 6,352 accepted papers, producing 6,816 logbooks and 2,962 cloud jobs (Hugging Face). 51% of examined papers had at least one claim verified,...
vercel ai-gateway coding-agents setup routes Claude Code, Codex, OpenCode, Pi, Cline, Cursor, Hermes, Kilo Code, and OpenClaw through AI Gateway, consolidating spend, traces, tokens, and model attribution into one dashboard with per-key budgets (--budget 500 --refresh-period m...
affaan-m/ECC (36.3k forks, MIT) bundles 67 agents, 284 skills, 94 legacy command shims, and "instincts", patterns learned from prior sessions with confidence scores that auto-recall when relevant, plus a .ecc/memory/ markdown vault that's explicitly cross-harness, so context s...
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