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conductor(video_analysis): Initialize 12 child + 1 synthesis spec scaffolds
Each child spec is lightweight (~100 lines): references the umbrella, gives video details, specifies the 7 deliverables (transcript.json, frames/, ocr.md, report.md 1000-10000 LOC, summary.md), and the 5-phase pipeline. Children in execution order: 1. cs229_building_llms (Stanford CS229, Cluster E) 2. probability_logic (Cluster A) 3. entropy_epiplexity (Cluster A) 4. score_dynamics_giorgini (Cluster A) 5. platonic_intelligence_kumar (Cluster B) 6. free_lunches_levin (Cluster B) 7. generic_systems_fields (Cluster C) 8. brain_counterintuitive (Cluster C) 9. neural_dynamics_miller (Cluster C) 10. multiscale_hoffman (Cluster C) 11. cs336_architectures (Stanford CS336, Cluster E) 12. creikey_dl_cv (Cluster D) Plus 1 synthesis track (video_analysis_synthesis_20260621) blocked_by all 12 children.
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# Track: Video Analysis — Probability Theory is an Extension of Logic
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**Status:** Not started (umbrella published 2026-06-21)
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**Type:** Research-only child track (Pass 1 of 3)
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**Owner:** Tier 2 Tech Lead (execution)
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**Cluster:** A (Math & information-theoretic foundations)
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> **Parent:** This is child #2 of the [video_analysis_campaign_20260621](../../video_analysis_campaign_20260621/) umbrella. See [umbrella spec.md](../../video_analysis_campaign_20260621/spec.md) for the full design and multi-pass context.
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---
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## 1. Video
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| Field | Value |
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|---|---|
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| **Title** | Probability Theory is an Extension of Logic |
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| **Author** | (unknown — verify during execution) |
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| **URL** | https://youtu.be/0yF9TvMeAzM |
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| **Cluster** | A (Math & information-theoretic foundations) |
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| **Slug** | `probability_logic` |
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| **Execution order** | #2 of 12 (pure math/logic; builds on CS229's ML setup) |
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---
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## 2. Deliverables
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| Artifact | Path | Target |
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|---|---|---|
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| Transcript (timestamped + plain) | `artifacts/transcript.json` | All segments |
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| Download log | `artifacts/download.log` | yt-dlp output |
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| Extracted unique frames | `artifacts/frames/*.jpg` | 50-500 frames |
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| Extraction metadata | `artifacts/extraction_meta.json` | Frame paths + hashes + timestamps |
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| OCR results | `artifacts/ocr.md` | Full OCR text per frame |
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| Deep-dive report | `report.md` | **1000-10000 LOC markdown** |
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| Quick summary | `summary.md` | 200-400 words |
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---
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## 3. Pipeline (5 phases)
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- [ ] **Phase 1: Acquire.** `extract_transcript.py` + `download_video.py`.
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- [ ] **Phase 2: Keyframes.** `extract_keyframes.py` with threshold 0.4.
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- [ ] **Phase 3: OCR.** `ocr_frames.py`.
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- [ ] **Phase 4: Synthesis.** Tier 3 worker: transcript + OCR + frames → `report.md` (1000-10000 LOC).
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- [ ] **Phase 5: Verification.** Idempotency + audit + end-of-track report.
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---
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## 4. Report structure (8 sections)
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Per umbrella spec §FR6.
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```
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# Probability Theory is an Extension of Logic
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**Source:** https://youtu.be/0yF9TvMeAzM
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**Author:** <verify>
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**Date Added to Campaign:** 2026-06-21
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**Cluster:** A
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**Slug:** probability_logic
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## 1. TL;DR
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## 2. Key Concepts
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## 3. Frame Analysis
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## 4. Transcript Highlights
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## 5. Mathematical / Theoretical Content ← likely dominant
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## 6. Connections to Other Videos
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## 7. Open Questions
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## 8. References
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```
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---
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## 5. Connections
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- **Forward to:** `entropy_epiplexity` (info-theoretic framing), `score_dynamics_giorgini` (uses probability), `cs336_architectures` (transformer attention uses probability).
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- **Backward from:** `cs229_building_llms` (sets canonical ML vocabulary).
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- **Likely rich cross-references:** `entropy_epiplexity` (most direct — both about extending logic/math).
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---
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## 6. Verification
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- [ ] All 7 deliverables present
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- [ ] `report.md` 1000-10000 LOC
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- [ ] All 8 sections populated
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- [ ] Tests pass
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---
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## 7. See also
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- [Umbrella spec.md](../../video_analysis_campaign_20260621/spec.md)
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- [Umbrella README.md](../../video_analysis_campaign_20260621/README.md)
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