Phase 9.11

Autonomous research

Launch durable topic generation and independent Advocate/Skeptic evaluation, inspect provenance, then hand candidates to human factual and editorial review.

1 · Select evidence

Generate from a completed discovery run

50 recent runs
1283463f-8a11-4f5d-acbb-da4d2c4ea103Find recent real viral YouTube Shorts competitor outliers about understandable everyday observations, perception, simple physics and surprising household mechanisms suitable for Spanish master explainer with French Polish Korean localizations; avoid recycling previously published topics and avoid pure visual spectaclecompleted 10/19/2026, 6:23:32 PM

2 · Durable generation

Generation job state

Queue a generation job to inspect its lifecycle.

3 · Provenance

Proposal batch

Awaiting successful job

4 · Durable evaluation

Advocate / Skeptic jobs

A proposal batch is required before evaluation jobs can be planned.

5 · Human review handoff

Generated candidates

No automatic factual or editorial approval

A successful generation job will expose its candidates here.