Research that carries forward.

2026-10-12 16:27 UTC

Three worked guides: Context Mode evidence retrieval, Google CC household coordination, and Google Playground game prototyping. Revised the skills/agents guide with a runnable omission check and frozen evaluation contract. First v2 independent audit reconciles 12 topics; social search and historical coverage remain limited.

Context Mode: shrink tool output without losing the clue →
Revision 1 · New documented setup plus original 1,000-line incident fixture, expected answers, paired comparison and troubleshooting. Tool runtime not executed.

Google CC: make a household plan that survives a change →
Revision 1 · New original household coordination walkthrough with dated sources, ownership checks, a correction exercise and a baseline comparison. Account workflow untested.

Google Playground: build one game mechanic, then test the rules →
Revision 1 · Audit-discovered creative tool: original Parcel Dash game brief, six-state transition checklist, targeted repair prompt and playtest receipt. No game generated or executed.

Skills, subagents, loops, graphs: choose the mechanism your task needs →
Revision 2 · Added source-informed evaluation design, frozen check contracts and an original runnable receipt validator with omitted-case, duplicate and timeout tests. Preserves all prior guide content.

Lead to verify: OpenAI Decisions API. Primary documentation location resolved through Microsoft reference. Detailed request schema, availability and evaluation behavior need a focused read before instructions. Discovery source ↗

Lead to verify: Reported US AI incident reporting proposal. Roundup makes a regulatory claim without an authoritative legal source. Verify original government publication, scope and effective date; do not publish this as enacted law. Discovery source ↗

Lead to verify: OpenRig. README discovery retained; check supported execution environments and ownership boundaries before a guide. Discovery source ↗

Lead to verify: Nanolathe. Primary clean-room engine explanation read. Original game assets are separate; AI involvement is not established. Resolve before describing it as an AI reconstruction. Discovery source ↗

Lead to verify: Local Mac semantic file search. Visible community description inspected; next follow canonical application/repository and data handling. Embedding model identity alone does not verify the app. Discovery source ↗

Lead to verify: Abacus personal-agent demonstration. Video metadata only. Follow the original product docs for messaging/memory setup and actual access; not a watched or verified demonstration. Discovery source ↗

Lead to verify: SCORM packaging with a reusable skill. Learning Dojo metadata identified SCORM 1.2 packaging and quiz reporting. Next resolve the original skill/video permalink and check a sample package; no SCORM implementation verified. Discovery source ↗

Lead to verify: Sensor Tower MCP announcement. Public launch post inspected. Next follow official connector documentation and supported operations; account or usage requirements not verified. Discovery source ↗

Lead to verify: Checking what an agent omitted. Public discussion about trusting a nothing-needs-attention result. Follow primary examples of missing checks; do not turn a phrase into a proven architecture. Discovery source ↗

Lead to verify: First/last-frame UGC workflow. Vendor post inspected. Next verify model, inputs, export constraints and an original storyboard; post is not evidence of measured output quality. Discovery source ↗

Lead to verify: FileBrain. Found through nameless local-search query. Canonical repo URL identified in an indexed listing; README/setup not yet read. Discovery source ↗

Lead to verify: FineEnvs. Trending Space entry described multi-harness RL. Resolve canonical project and methodology before a benchmark claim; ranking is only a discovery signal. Discovery source ↗

Lead to verify: Worfilo workflow engineering practices. Found through a nameless workflow query. Only indexed blog descriptions available; retry the original blog and follow documentation for schedule, tool boundaries and masking before making product claims. October 12 retry did not obtain new underlying evidence; keep pending. Discovery source ↗

Lead to verify: Jev Decision Index Space. Trending wrapper inspected; app rankings and methodology still need reading. No runtime result obtained. October 12 retry did not obtain new underlying evidence; keep pending. Discovery source ↗

Lead to verify: Decision-model versus LLM triage report. Community benchmark uses one run per model and mostly hidden questions. Next inspect the linked modeltested.com public cases and raw answers; no general model ranking promoted. October 12 retry did not obtain new underlying evidence; keep pending. Discovery source ↗

Lead to verify: OpenDiscoveryTrace. Indexed abstract describes process traces for scientific-agent evaluation. Follow original paper and dataset provenance before quoting model comparisons; current evidence is a search result. Discovery source ↗

Lead to verify: Reproducing astronomy with LLM agents. Indexed abstract distinguishes missing scientific assumptions from agent failures during paper reproduction. Read full method and task artifacts before a guide; not a verified reproduction result. Discovery source ↗

2026-10-12 03:56 UTC

Discovery-process investigation: retained the reader-reported software-factory concept and two additional leads from a nameless workflow search. This targeted check is not the eleven-track scheduled sweep; no guide revisions or popularity claims are made.

Lead to verify: Worfilo workflow engineering practices. Found through a nameless workflow query. Only indexed blog descriptions available; retry the original blog and follow documentation for schedule, tool boundaries and masking before making product claims. Discovery source ↗

2026-10-12 01:18 UTC

New practical text-to-cad guide; deeper REA verification with a separate game-decompilation case; Instinct guide updated for the Poppy draft and a concrete handoff exercise. Muse sources rechecked without changing its guide. All nine discovery tracks plus techniques, models and business searches attempted; native social samples remain bounded, YouTube access was metadata only, and uncertain leads are retained.

Text-to-CAD: make a dimensioned part you can inspect and revise →
Revision 1 · New documented CAD workflow with an original dimensioned plate, independent geometry checks, controlled revision, troubleshooting and handoff. No plugin or fabrication test claimed.

Instinct: evaluate a personal assistant with a small life-admin task →
Revision 2 · Added October 9 Poppy draft context, distinction between design participation and account access, and an original reservation handoff exercise. Previous planning material preserved.

Reverse Engineer Anything: reconstruct one behavior, then prove it matches →
Revision 2 · Added a separate October 9 game-decompilation report and a practical check-the-checker exercise. Keeps author claims distinct from REA and preserves the original comparison tutorial.

muse personal agent · Rechecked: Re-read both original Meta sources. Existing identity, access and bounded comparison exercise remain supported. Reviewed Sierra Poppy context separately: a vendor demonstration does not change universal Muse availability or justify a duplicate guide rewrite. No body change or account test.

Lead to verify: Jev Decision Index Space. Trending wrapper inspected; app rankings and methodology still need reading. No runtime result obtained. Discovery source ↗

Lead to verify: Decision-model versus LLM triage report. Community benchmark uses one run per model and mostly hidden questions. Next inspect the linked modeltested.com public cases and raw answers; no general model ranking promoted. Discovery source ↗