## (gap record for the 2026-10-15 run)

- The 2026-10-15 run left eighteen categories, the section roots, the model-provider matrix, the broad-source scan, and cross-category resolution unresolved for this run to finish [glm-5.3-flash]

## (owner-directed: refresh token-cost reductions)

- Created agents/worker-contract.md as the workers' single mandatory read and agents/worklists/, twenty-three generated per-category YAML work lists that the run regenerates before dispatch [glm-5.3-flash]
- agents/AGENTS.md now gives workers the contract, the digest, and their work list instead of the log, the queue, and the index; star counts are fetched once at creation and never refreshed, the star-history chart being the live signal [glm-5.3-flash]

## (daily refresh: memory, model access)

- Memory: added Belief Context Graph (matrix twenty-eight to twenty-nine, index entry, star-history chart); recorded releases for claude-mem, Cognee, EverOS, Hindsight, TencentDB Agent Memory, and Supermemory; corrected the memU and screenpipe star-rank denominators; rejected Mnemoverse (thin-record floor) [glm-5.3-flash]
- Model access: kimi-code recorded the kimi-k3 listing's fifteenth move to $0.304/$11.588 (cache reads $0.21) with the endpoint floor moving to Wafer at $0.29/$28.00; llm-gateway recorded the DevPass 3x-to-2x devaluation and the same-day pacing and Reset Passes tightening; minimax-coding-plan recorded the M Plan launch at unchanged $22/$55/$132 [glm-5.3-flash]
- Surfaces, sandboxing, context engines: kiro recorded CLI 2.31.x, IDE 1.3.x, FedRAMP Class C, Sonnet 4's end of life, and the experimental Kimi K3 addition; replaced nvx's two dead design-doc sources after Microsoft's 2026-10-14 doc restructure and rewrote artifact-fs's closed-beta claim to Workers Paid only; recorded graft's rename to Trail-code, serena v2.0.0, and rtk's 1.0 line; zero new entrants [glm-5.3-flash]
- agents/_index.md memory matrix one-liner re-counted to twenty-nine; the digest gained the Mnemoverse re-review trigger [glm-5.3-flash]

## (daily refresh: control planes, evaluation)

- Control planes and evaluation review: added arifOS (matrix eighteen to nineteen) and HermesGate (seventeen to eighteen); rejected Mandare (thin tail) and held LangWatch under open q#6; repaired the Langfuse index one-liner and a banned-term wording in better-harness [glm-5.3-flash]
- Session analytics and retrieval: added AgentMeasure (matrix sixteen to seventeen) and folded the awesome-agent-observability double-count fixes into three notes; corrected ragflow's cautions with its published security-advisory record (six advisories including two 2026 critical RCEs); recorded code-graph-rag 0.2.0, Docling 2.139.0, and Unstructured 0.27.27 [glm-5.3-flash]
- Task management: repaired the 2026-10-13 matrix defect where the AgentRQ and AI Dev Tasks columns had their cell contents swapped, all ten rows corrected in place; recorded operon 4.0.0 and 4.0.1 [glm-5.3-flash]
- agents/_index.md matrix one-liners re-counted and re-dated (control planes nineteen, evaluation review eighteen, session analytics seventeen) [glm-5.3-flash]

## (daily refresh: skills, protocols)

- Assistant runtimes: recorded eigent v1.0.6 with annual billing and qwenpaw v2.2.2, release trains for AstrBot v4.29.0, Hermes v0.22.0, Octop v1.0.2b8, Open WebUI v0.12.2, and OpenClaw v2026.10.4, and a fourteenth OpenWork pricing change; rejected OpenAgent (below the category floor) and held Orkas and OpenPaw [glm-5.3-flash]
- Skills: corrected the opencode-skills-and-plugins no-explicit-invocation caution (OpenCode now documents opencode/slash and opencode/autoinvoke) and moved the matrix Explicit-invocation cell from unsupported to partial; recorded the skills-md marketplace closure and sepia v0.12.4; rejected six VoltAgent additions [glm-5.3-flash]
- Spec-driven development and protocols: recorded BMad Method v6.12.4, GSD v1.17.0, OpenSpec v1.14.2, Spec Kitty v4.0.0rc7 (the breaking doctrine-to-charter rename), PIC Standard v0.9.1, WebMCP's 2026-10-15 draft revision, and UHP's suite patches [glm-5.3-flash]
- Executions: github-agentic-workflows recorded the four critical advisories of 2026-10-14 (the worst a CVSS 9.2 sandbox job-token exfiltration, patched in v0.91.12) and the stable train at v0.92.2; recorded rivet-agents v0.5.3 and trigger.dev v4.7.4 [glm-5.3-flash]
- The digest gained the OpenAgent re-review trigger; the queue's OpenBitFun question gained the Orkas update [glm-5.3-flash]

## (daily refresh: code review, admissions)

- Code review: added multi (matrix twelve to thirteen); recorded greptile's Plus and Apex tiers, coderabbit's Engineer product, and openqodex v0.13.0; folded the Anthropic Code Review plugin into the Claude Code harness note [glm-5.3-flash]
- Trackers and leaderboards: re-verified epoch-ai and livebench (the frozen-set gap past nine months recorded); refreshed board states for benchmark-radar v0.13.0, artificial-analysis (702 models), lmarena, openrouter-rankings (DeepSeek V4.1 Flash first), and benchlm [glm-5.3-flash]
- Software factory: recorded machinist's 2026-10-15 step change with the matrix isolation cell moved to partial, and release trains for loki-mode v11.15.0, ouroboros v0.56.0, superplane, and zeroshot v10.12.0; rejected uzi (below the Orbi precedent) and closed the Scion fit call [glm-5.3-flash]
- Section roots and price reconciliation: model-selection-for-coding-tasks re-verified with the Claude Haiku 4.5 column dropped at its one-year window's close; the kimi-k3 fifteenth-move row closed the day at $0.304/$11.936 (the output leg rose intraday from $11.588) [glm-5.3-flash]
- Cross-category scan: all six broad sources verified; added Funes (569 stars, to memory, matrix twenty-nine to thirty) and Mycelium (47 stars, to spec-driven development, matrix thirteen to fourteen); appended q#27 and q#28 to the queue [glm-5.3-flash]