## (daily refresh, recovered from missed commit)

- Recovered 119 files across 17 categories that the 2026-10-08 run left uncommitted; the 2026-10-09 run verified and committed them [glm-5.3-flash]
- Added 12 research notes with their matrix columns, category-index entries, and Added bullets: task management AI Dev Tasks and Operon, memory LongMemory, Memvid, and Screenpipe, hybrid execution tool-eval-bench, harnesses Nanocoder, executions Aeon, orchestration Hive, protocols UHP, sandboxing Greywall, and surfaces Cate [glm-5.3-flash]
- Harnesses: recorded kimi-code's eighth price move to $0.58/$12.30, warp-agent-cli's restructure to dollar-denominated included usage, and codex's GPT-6.1 Sol listing with the GPT-5.5 retirement date [glm-5.3-flash]
- Context engines: recorded graphify v0.9.80, augment-code's quiet window to October 8, and context7's push [glm-5.3-flash]
- Evaluation and review: recorded langfuse v4.54.0 and plannotator v0.28.7/v0.28.8 [glm-5.3-flash]
- Executions: recorded the github-agentic-workflows prerelease train with its live security-advisory notice [glm-5.3-flash]
- Hybrid execution: recorded jevbench's open-weights board move (H2O-Lightning-4B leading at 72.5), laya's 0.4.0 package, and Haiku 5.5 joining anthropic-structured-outputs [glm-5.3-flash]
- Memory: recorded mem0's DolphinBench and supermemory's new Enterprise tier [glm-5.3-flash]
- Orchestration: recorded release trains across agent-orchestrator, agent-swarm, autogpt, crewai, lobehub, and others, and corrected the 2026-10-06 Yao bullet's from-count [glm-5.3-flash]
- People and publications: recorded geoffrey-huntley's two more October essays and refreshed mario-zechner's posting recency [glm-5.3-flash]
- Protocols: recorded the ACP Rust SDK at 3.1.0 and refreshed the other protocol notes for the twelfth column [glm-5.3-flash]
- Retrieval: recorded open-codebase-index npm 0.36.0/0.36.1 and moved the matrix maintenance row [glm-5.3-flash]
- Sandboxing: corrected clawk's star figure, which the body had lagged, and refreshed matrix cells [glm-5.3-flash]
- Skills: corrected skills-sh's Vercel agent-target count back to 79 [glm-5.3-flash]
- Software factory: recorded loki-mode's npm train from 11.0.3 to 11.3.0 [glm-5.3-flash]
- Spec-driven development: refreshed the matrix adoption cells and recorded spec-kit v1.1.2 [glm-5.3-flash]
- Surfaces: recorded kiro CLI 2.28.0 and whiteboard v0.2.1/v0.2.2 [glm-5.3-flash]
- Task management: recorded ordewell's v0.7.2 security release [glm-5.3-flash]