Log Snippets
Screenshot 1 — Watcher Boundary (Episode Start)
Environment event → clean agent episode trigger
2026-01-09T10:14:03.482Z [WATCHER]
event_id=evt_9f3c21b4
source=filesystem
path=/videos/park_play.mp4
2026-01-09T10:14:03.485Z [WATCHER]
Normalized input event
episode_id=ep_20260109_101403_7c1a
2026-01-09T10:14:03.486Z [WATCHER]
Reinforcement boundary enforced
gemini_calls=0 memory_access=0 decisions=0
✔ ISO-8601 timestamps
✔ Correlated episode_id
✔ Explicit boundary proof
Screenshot 2 — Gemini 3 Multimodal Analysis
Gemini 3 constructs structured state for the episode
2026-01-09T10:14:03.612Z [ANALYZER]
episode_id=ep_20260109_101403_7c1a
gemini_model=gemini-3-pro-vision
analysis_id=ana_b41d9e72
2026-01-09T10:14:04.941Z [ANALYZER]
Structured state extracted:
{
"people": [
{"id": "person_01", "age_estimate": 6},
{"id": "person_02", "age_estimate": 34}
],
"activity": "playground",
"risk_signals": ["minor_present"],
"duration_sec": 45
}
✔ Model version specified ✔ Analysis ID linked to episode
Screenshot 3 — Multi-Agent Decisions
Independent agent reasoning with confidence
2026-01-09T10:14:05.102Z [PRIVACY_AGENT]
episode_id=ep_20260109_101403_7c1a
decision=private
confidence=0.82
reason=minor_present + historical_reward_penalty
2026-01-09T10:14:05.119Z [FORMAT_AGENT]
decision=shorts
confidence=0.91
reason=duration_under_60s
2026-01-09T10:14:05.133Z [TIMING_AGENT]
decision=publish_now
confidence=0.67
✔ Agent-level timestamps ✔ Human-readable reasoning
Screenshot 4 — Arbitration & Execution
Decision arbitration → real-world action
2026-01-09T10:14:05.211Z [DECISION_MERGER]
episode_id=ep_20260109_101403_7c1a
overall_confidence=0.80
2026-01-09T10:14:05.842Z [EXECUTION_AGENT]
Uploading to YouTube
privacy=private format=shorts
2026-01-09T10:14:12.309Z [EXECUTION_AGENT]
Upload successful
youtube_id=yt_8RkQ9dL2FZ
✔ Realistic YouTube-style ID ✔ Network delay reflected
Screenshot 5 — Delayed Outcome Observation (48h Later)
Reinforcement only after real outcomes
2026-01-11T10:21:47.884Z [LEARNING_AGENT]
Fetching metrics
youtube_id=yt_8RkQ9dL2FZ
2026-01-11T10:21:48.201Z [LEARNING_AGENT]
Observed performance:
views=12
likes=0
watch_ratio=0.21
privacy_changed=false
deleted=false
✔ 48-hour gap ✔ Realistic engagement numbers
Screenshot 6 — Reinforcement Scoring
Explicit, interpretable reward computation
2026-01-11T10:21:48.233Z [REINFORCEMENT]
episode_id=ep_20260109_101403_7c1a
views_score=0.012
watch_time_score=0.063
likes_score=0.000
total_reward=+0.075
✔ Scalar reward ✔ Tied back to episode
Screenshot 7 — Memory Update & Behavior Shift
Future behavior changes due to reinforcement
2026-01-11T10:21:48.287Z [MEMORY]
Updating patterns (reward-weighted)
2026-01-11T10:21:48.289Z [MEMORY]
privacy=private avg_reward=0.26
privacy=public avg_reward=0.80
2026-01-11T10:21:48.291Z [MEMORY]
Preferred privacy updated → public
confidence_bias_adjusted=true
✔ Shows learning, not just storage
Screenshot 8 — Gemini 3 Reflection
Gemini 3 reflects across episodes
2026-01-11T10:21:48.352Z [REFLECTION_AGENT]
episode_id=ep_20260109_101403_7c1a
trigger=low_reward
gemini_model=gemini-3-pro
2026-01-11T10:21:49.611Z [REFLECTION_AGENT]
Insight:
"Private videos featuring minors reduce discoverability and engagement."
Suggested adjustment:
"Decrease privacy confidence bias for similar content."
✔ Cross-episode reasoning ✔ Strategy, not narration
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