Meta-loop · Learnings about earlier phases
🆕 0 new
⏳ 0 waiting human
✅ 0 applied
⚪ 0 rejected
💤 0 deferred
❌ 3 invalid_target
Mutations via learnings_cli.py · auto-applied for video_metadata only · all others require human triage
🆕 New
0
Just added — no phase started yet
0 · Inputs
0
Source image, audio, script sanity checks
1 · Mechanical
0
Frame integrity, motion, color drift (local, free)
2 · Visual
0
Claude reads sampled frames + source image
3 · Lip Sync
0
SyncNet hard lip-sync metric (LSE-D / LSE-C)
4 · Temporal
1
Gemini watches the full video (temporal-only checks)
beat4-v1
v1
🎙 talking_head · 1 char · 1 seg
5 · Judge
0
Claude synthesizes all phases + cross-validates
✅ Shipped
0
Approved for production
⚪ Abandoned
0
Rejected with reason — won't iterate further