diff --git a/conductor/tracks/video_analysis_deob_20260621/SESSION_REPORT.md b/conductor/tracks/video_analysis_deob_20260621/SESSION_REPORT.md new file mode 100644 index 00000000..981698db --- /dev/null +++ b/conductor/tracks/video_analysis_deob_20260621/SESSION_REPORT.md @@ -0,0 +1,348 @@ +# Session Report: Video Analysis Campaign + De-obfuscation (Pass 1 + Pass 2 Warmup/Lexicon/Pilot) + +**Date:** 2026-06-21 (Pass 1 scaffolding + 12 children + 1 synthesis) through 2026-06-23 (Pass 2 warmup → lexicon → pilot → apply scaffolded) +**Branch:** `master` (per Tier 2 sandbox convention; the user reviews/merges per preferred workflow) +**Purpose of this report:** Capture the full session context so the conversation can be compacted and re-warmed. When re-warming, the next agent should read this file first, then the TIER2_STARTER.md of the track being dispatched. + +--- + +## 1. The 3-pass research campaign (the big picture) + +| Pass | Goal | Status | +|---|---|---| +| **Pass 1 (DONE)** | Information extraction + distillation. 12 curated YouTube videos → transcripts, keyframes, OCR, deep-dive reports (1000-10000 LOC each) + 1 cross-cutting synthesis. | SHIPPED. 14 folders at `conductor/tracks/video_analysis_*_20260621/`. | +| **Pass 2 (IN PROGRESS)** | De-obfuscation. Apply the user's constructive type-theoretic re-encoding DSL to the Pass 1 reports. Multi-layer deliverable per video: translation / replacement / decoder. | Warmup + Lexicon + Pilot SHIPPED. Apply (Phase 3) SCAFFOLDED, ready for Tier 2 dispatch. | +| **Pass 3 (FUTURE, USER-LED)** | Projection to applied domain. Apply the de-obfuscated outputs to the user's preferred code style (handmade/data-oriented/GPGPU; Lottes/Onat/Jebrim). | Not started. User must articulate "own caveats" first. | + +**Lossless preservation directive (load-bearing):** Pass 1 artifacts must NOT be over-summarized (data cascades to Pass 2/3). Pass 2 produces lossless re-encodings; Pass 3 projects them. + +--- + +## 2. The 5 folders of Pass 2 (at `conductor/tracks/`) + +| Folder | Purpose | Status | +|---|---|---| +| `video_analysis_deob_warmup_20260621/` | Precursor. Produces `report.md` + `prompt_template.md` from the user's past samples (158 files in `samples/`, gitignored). | SHIPPED 2026-06-23 (b7988c49 + 6 surgical-edit commits). | +| `video_analysis_deob_lexicon_20260621/` | Phase 1. Refines warmup into codified operational spec (`lexicon.md` + `terms_catalog.md` + `dedup_map.md`). | SHIPPED 2026-06-23 (5 atomic commits, b7988c49 end-of-track). | +| `video_analysis_deob_pilot_20260621/` | Phase 2. Applies lexicon to 2 videos (cs229 + entropy_epiplexity). Validates + captures refinements. | SHIPPED 2026-06-23 (5f4448de end-of-track). | +| `video_analysis_deob_apply_20260621/` | Phase 3. **FINAL phase of Pass 2.** Applies refined lexicon to 10 remaining videos + 1 synthesis. 34 deliverables. | SCAFFOLDED 2026-06-23. **Ready for Tier 2 dispatch.** | +| `video_analysis_deob_20260621/` | Umbrella. Coordinates the 4 sub-tracks. The campaign-level design. | SHIPPED 2026-06-21 (5 files: spec/plan/metadata/state/README). | + +**Dependency chain:** +``` +WARMUP (shipped) ──► LEXICON (shipped) ──► PILOT (shipped) ──► APPLY (scaffolded, ready) + │ + ▼ + (Pass 2 complete) + │ + ▼ + Pass 3 (future, user-led) +``` + +--- + +## 3. Pass 1 status (the input to Pass 2) + +**Pass 1 was actually completed BEFORE this session** (per the user message "So I had the tier-2 go at it"). The recent commits show Pass 1 shipped with all 12 children + 1 synthesis: + +| Folder | Slug | YouTube ID | Status | +|---|---|---|---| +| `video_analysis_campaign_20260621/` | umbrella | — | SHIPPED | +| `video_analysis_cs229_building_llms_20260621/` | cs229_building_llms | 9vM4p9NN0Ts | SHIPPED | +| `video_analysis_probability_logic_20260621/` | probability_logic | 0yF9TvMeAzM | SHIPPED | +| `video_analysis_entropy_epiplexity_20260621/` | entropy_epiplexity | _U8AwUq_aJQ | SHIPPED | +| `video_analysis_score_dynamics_giorgini_20260621/` | score_dynamics_giorgini | P75iVMmbqQk | SHIPPED | +| `video_analysis_platonic_intelligence_kumar_20260621/` | platonic_intelligence_kumar | 1mXUFweWOug | SHIPPED | +| `video_analysis_free_lunches_levin_20260621/` | free_lunches_levin | K8BmMU1Tm-I | SHIPPED | +| `video_analysis_generic_systems_fields_20260621/` | generic_systems_fields | QeMajYvhEbI | SHIPPED | +| `video_analysis_brain_counterintuitive_20260621/` | brain_counterintuitive | cDxtFtoQVNc | SHIPPED | +| `video_analysis_neural_dynamics_miller_20260621/` | neural_dynamics_miller | 0BS-BzEFTXA | SHIPPED | +| `video_analysis_multiscale_hoffman_20260621/` | multiscale_hoffman | YnfaT5APPB0 | SHIPPED | +| `video_analysis_cs336_architectures_20260621/` | cs336_architectures | lVynu4bo1rY | SHIPPED | +| `video_analysis_creikey_dl_cv_20260621/` | creikey_dl_cv | yxkUvXs-hoQ | SHIPPED | +| `video_analysis_synthesis_20260621/` | synthesis (cross-cutting) | — | SHIPPED | + +The 2 videos the pilot de-obfuscated (cs229_building_llms + entropy_epiplexity) are part of the 12 Pass 1 outputs. The pilot's deliverables are in `video_analysis_deob_pilot_20260621/artifacts//`. + +--- + +## 4. Pass 2 timeline (this session) + +### 2026-06-21: Pass 1 scaffolding + Pass 2 campaign scaffolding + +Initial user request: "I need to make a series of tracks for doing an analysis of several videos..." + +**Created:** +- `video_analysis_campaign_20260621/` — Pass 1 umbrella (spec, plan, metadata, state, README, TIER2_STARTER) +- 12 child spec.md files (one per video) — lightweight +- 1 synthesis spec.md +- `tracks.md` row 26 registered + +### 2026-06-23: Pass 2 scaffolding + warmup + lexicon + pilot + apply + +User said: "ok they finished the first pass" (Pass 1 was actually done). + +**Pass 2 brainstorming:** User described their de-obfuscation philosophy: +- Constructive type theory as foundation +- Boundedness for direct knowledge (no `∞_val`) +- Cycles/iteration allowed but expressed explicitly +- Etymology-aware lexicon +- Evidence-based (from user's past samples, not invented) +- 3-pass context (warmup → lexicon → pilot → apply; each with its own scope) + +**Pass 2 created:** +- `video_analysis_deob_20260621/` — Pass 2 umbrella (5 files) +- `video_analysis_deob_warmup_20260621/` — precursor (4 files; samples in `samples/`, gitignored) +- 3 phase children (lightweight spec.md; full plan/metadata/state + TIER2_STARTER added later) +- `tracks.md` row 29 registered +- `video_analysis_campaign_20260621/spec.md` §11.1 updated to reference new design + +**Tier 2 execution of warmup:** +- User provided 158 sample files in `samples/` (gitignored) +- Tier 2 surveyed 100% of samples via 4 parallel sub-agents → 10 cluster sub-reports (~2,491 LOC, 137 patterns) +- Tier 2 produced `report.md` (576 lines) + `prompt_template.md` (~430 lines) + 10 cluster sub-reports +- Tier 2 honored 2026-06-23 secular sanitization (esoteric content moved to `cluster_0_twitter.md`) +- Tier 2 honored 2026-06-23 encoding-explicit + lossless compression history refinements +- Commit: `b7988c49` (end-of-track report) + +**User review of warmup:** User said: "I'm not sure if they took some of the sessions I had with llms to literally or as a source of truth instead of a guideance or ideation towards a good de-obfuscation scheme." + +I reviewed and found the Tier 2 over-cited the user's specific implementations (Sectored Language V1, LLM session patterns, GA reinterpretations, classical Greek/Latin) as the canonical scheme, when they should be optional output conventions. + +**6 surgical edits applied** to `report.md` and `prompt_template.md` (commit `c7b6c6c9`): +1. `report.md` §3.4 — Tier 4 reading guide: principled vs user-specific +2. `report.md` §3.5 — Sectored Language is user's preference, not scheme-canonical +3. `report.md` §4.4 — Real=Imaginary=Bivector is user's GA reinterpretation, not scheme-canonical dedup +4. `report.md` §6.2 — 4-layer output format is OPTIONAL (not mandatory) +5. `prompt_template.md` "Your role" — added "Scheme-canonical vs. user-specific" bullet, removed "Construct, not Invent" +6. `prompt_template.md` "The Sectored Language Operator Names" — labeled OPTIONAL +7. `prompt_template.md` verification checklist — "User-specific conventions applied only when appropriate" + +**Tier 2 execution of lexicon (Phase 1):** +- Consumed the warmup's `report.md` (now 714 lines) + `prompt_template.md` (now 332 lines) +- Refined into 3 deliverables: `lexicon.md` (924 LOC), `terms_catalog.md` (156 LOC), `dedup_map.md` (224 LOC) +- FormALIZED the surgical-edits distinction: 16 `[user-also-accepted]` tags, 4 `[principled]` + 4 `[user-preferred]` tags, §3.5 moved to Appendix B, esoteric content excluded +- Addressed 31 unresolved items (14 defined, 16 deferred, 1 excluded secular) +- Commit: `b7988c49` (end-of-track report for lexicon; shared commit hash with warmup) + +**Tier 2 execution of pilot (Phase 2):** +- Applied lexicon to 2 videos: cs229_building_llms + entropy_epiplexity +- Produced 6 deliverables: 3-layer per video (translation + deobfuscated + decoder) = 1,566 LOC + pilot_report.md (438 LOC) +- 4 verification criteria met for both videos +- 8 refinements discovered + 5 gaps + 3 process improvements +- Commits: `2cf39fc8` (cs229) + `a3f4877f` (entropy) + `b0be716d` (pilot_report) + `8f64127f` (end-of-track) + +**User review of pilot:** User said: "My issue I guess is I'd like maybe 1 layer of decompression where name binded terms are not single-letters ideally unless its vary obvious what that term is to an uninitiated. I don't watn the llm to be afriad to transalte expesssions to multi-line definitions if ncessary or constructions to build them up. operators used need a indexed table unless the warmup has it for what their behavior is." + +I applied 2 user refinements (commits `59d048b5` + apply scaffold `da84e800`): +1. **Decompress names AND expressions** rule added to `prompt_template.md` "Your role" with 4 concrete examples +2. **§9 Operator reference (indexed)** added to `report.md` with 13 categories of operators (arithmetic, comparison, logical, set-theoretic, type-theoretic, constructors, data-oriented, pipeline, sectors, type-class resolution, process, procedural/functional, why-this-exists) + +**Phase 3 (apply) scaffolded** with full plan/metadata/state/TIER2_STARTER + spec updates. + +--- + +## 5. Git commit log (this session) + +| Commit | Description | +|---|---| +| `b184250b` | Umbrella (Pass 1, video_analysis_campaign_20260621) — 5 files, 881 insertions | +| `1b40fa53` | 12 child + 1 synthesis spec.md (Pass 1) — 13 files, 1238 insertions | +| `de011313` | tracks.md row 26 | +| `6533b712` | Enhanced plan.md (Pass 1) with Phase 0+1 detail | +| `3529161b` | TIER2_STARTER.md (Pass 1) | +| `59ba8ff2` | Pass 2 umbrella (video_analysis_deob_20260621) — 5 files, 741 insertions | +| `f8307988` | Warmup (4 files, 580 insertions) | +| `256af96b` | 3 phase child specs | +| `e768e98d` | tracks.md row 29 + Pass 1 §11.1 update | +| `bc3d1782` | Lexicon child full scaffold (5 files) | +| `98624260` | Warmup TIER2_STARTER.md | +| `c7b6c6c9` | **6 surgical edits** to warmup's report.md + prompt_template.md | +| `3af01119` | Pilot full scaffold (5 files, 619 insertions) | +| `8297c021` | Phase 1 (lexicon) marked completed | +| `5b4448de` | Phase 2 (pilot) marked completed | +| `b7988c49` | **TIER 2 SHIPPED warmup + lexicon** (end-of-track reports) | +| `2cf39fc8` | **TIER 2 SHIPPED pilot** — cs229 3 deliverables (832 LOC) | +| `a3f4877f` | pilot — entropy_epiplexity 3 deliverables (728 LOC) | +| `b0be716d` | pilot — pilot_report.md (438 LOC) | +| `8f64127f` | pilot — end-of-track report (284 LOC) | +| `59d048b5` | **2 user refinements** to warmup (decompress names + §9 operator reference) | +| `da84e800` | **Apply (Phase 3) full scaffold** (5 files, 736 insertions) | + +--- + +## 6. Key user directives (load-bearing) + +The user's philosophical framework anchors every decision. Capture in every re-warmed session: + +| Directive | Source | +|---|---| +| **Constructive type theory as foundation** | 2026-06-21 | +| **Boundedness for direct knowledge** (no `∞_val`; `∞_proc` allowed as `Stream A = nat -> A`; `∞_card` banned) | 2026-06-21 | +| **Cycles/iteration allowed but expressed explicitly** (infinite as cycles, iteration, repetition; not as values) | 2026-06-21 | +| **Etymology-aware lexicon** (1-line origin + 1-line definition history; 4-language pattern for user-also-accepted terms) | 2026-06-21 | +| **Lossless with explicit compression history** (every transformation includes "Compression notes" listing axioms dropped) | 2026-06-23 | +| **Encoding-explicit** (every value-bearing term has `encoding:` attribute; default `float64`) | 2026-06-23 | +| **Honest epistemic hedging** (per the "Don't know what `<<` here is" / "Me fucking around" style) | 2026-06-21 | +| **Secular sanitization** (esoteric content — Witness/Vessel/Aether ontology, classical philosophy — NOT in public deliverables; stays in `cluster_0_twitter.md`) | 2026-06-23 | +| **Principled vs user-specific distinction** (LLM produces principled re-encoding; user-specific forms are opt-in; Sectored Language V1 + GA reinterpretations + classical Greek/Latin are USER preferences, not scheme-canonical) | 2026-06-23 surgical edits | +| **Decompress names AND expressions** (descriptive names, NOT single letters; multi-line constructions preferred) | 2026-06-23 | +| **Use the operator reference** (`report.md` §9 — 13 categories of operators with behavior + type signatures) | 2026-06-23 | +| **3 pilot process improvements** (3-column translation tables; tier-categorized decoders; split end-of-apply report) | 2026-06-23 | +| **No day estimates** (per `conductor/workflow.md` Tier 1 Track Initialization Rules) | 2026-06-16 | + +--- + +## 7. The 9 user-refinements to load-bearing constraints (cumulative) + +| # | Refinement | Date | Where applied | +|---|---|---|---| +| 1 | **Boundedness for direct knowledge** (∞_val banned, ∞_proc allowed, ∞_card banned) | 2026-06-21 | warmup §1.1, lexicon §1.1, prompt_template Rule 1 | +| 2 | **Lossless with compression history** | 2026-06-23 | warmup §1.12, lexicon §1.4, prompt_template Rule 4 | +| 3 | **Encoding-explicit** (Rule 5) | 2026-06-23 | warmup §1.13, lexicon §1.5, prompt_template Rule 5 | +| 4 | **Secular sanitization** (esoteric content excluded) | 2026-06-23 | warmup §1.11 + cluster_0_twitter.md | +| 5 | **Principled vs user-specific formalization** (16 [user-also-accepted] tags, §3.5 to Appendix B, esoteric content OUT) | 2026-06-23 (surgical edits) | lexicon.md §0.1-§0.3, dedup_map.md, prompt_template.md "Your role" | +| 6 | **3 pilot process improvements** (3-column translation; tier-categorized decoder; split end-of-apply report) | 2026-06-23 (pilot) | apply TIER2_STARTER + plan.md | +| 7 | **Decompress names AND expressions** (descriptive names; multi-line constructions) | 2026-06-23 (user feedback) | prompt_template.md "Your role", apply TIER2_STARTER | +| 8 | **Use the operator reference** (`report.md` §9 — 13 categories; the LLM should consult when applying the de-obfuscation) | 2026-06-23 (user feedback) | report.md §9 (new section, 177 insertions), apply TIER2_STARTER | +| 9 | **The 31 unresolved items from the warmup** (12 from §A.3 + 19 from §11.3; 14 defined by lexicon, 16 deferred, 1 excluded secular) | 2026-06-23 (lexicon) | lexicon.md §A.3 + §11.3 | + +--- + +## 8. The 5 rules (the spine of the de-obfuscation) + +Every re-encoding in Pass 2 must satisfy all 5 rules. The LLM is invoked with these 5 rules + the lexicon + the operator reference. + +1. **Boundedness** — every value is a finite form. `∞_val` banned; `∞_proc` allowed (as `Stream A = nat -> A`); `∞_card` banned; `Real` as a value BANNED; `kind : Real` resolves to `quantity : float64`. **The `while` operator is BANNED**; use `for`, `iterate`, or `Stream`. +2. **Form anchor** — every re-encoding has a form anchor: "What bounded form does this project from the indefinite?" +3. **Etymology** — every new term has a 1-line origin + 1-line definition history. +4. **Lossless** — every Pass 1 concept is represented. If a concept can't be bounded, mark it "indefinite — see original" rather than dropping it. **Plus** (per user 2026-06-23): every transformation includes a "Compression notes" field listing which axioms were dropped at each layer. +5. **Encoding-explicit** — every value-bearing term has an `encoding:` attribute (default `float64`). + +--- + +## 9. The 7 verification criteria (per deliverable) + +For each of the 33 deliverables in Phase 3 (11 videos × 3 layers), verify all 7 criteria: + +- **Lossless** — no Pass 1 concept dropped; compression history preserved per layer +- **Bounded** — no `∞_val` or `∞_card`; the "real number line" as a value is banned; no `while` loops +- **Encoding-explicit** — every value-bearing term has an `encoding:` attribute. Default: `float64` +- **Constructively typed** — every expression has a type signature +- **Etymology-cited** — every new term has the 1-line origin + 1-line definition history +- **Form-anchored** — every re-encoding has a form anchor +- **User-specific conventions applied only when appropriate** — Sectored Language names + classical Greek/Latin/Sanskrit forms + GA reinterpretations are USER preferences, not scheme-canonical + +--- + +## 10. The 11 inputs to Phase 3 (apply) + +| # | Slug | Cluster | YouTube ID | +|---|---|---|---| +| 1 | `probability_logic` | A — math foundations | `0yF9TvMeAzM` | +| 2 | `score_dynamics_giorgini` | A — math foundations | `P75iVMmbqQk` | +| 3 | `platonic_intelligence_kumar` | B — Platonic AI | `1mXUFweWOug` | +| 4 | `free_lunches_levin` | B — Platonic AI | `K8BmMU1Tm-I` | +| 5 | `generic_systems_fields` | C — biological/cognitive | `QeMajYvhEbI` | +| 6 | `brain_counterintuitive` | C — biological/cognitive | `cDxtFtoQVNc` | +| 7 | `neural_dynamics_miller` | C — biological/cognitive | `0BS-BzEFTXA` | +| 8 | `multiscale_hoffman` | C — biological/cognitive | `YnfaT5APPB0` | +| 9 | `cs336_architectures` | E — Stanford | `lVynu4bo1rY` | +| 10 | `creikey_dl_cv` | D — applied | `yxkUvXs-hoQ` | +| 11 | `synthesis` | (cross-cutting) | — | + +**The 2 pilot videos** (`cs229_building_llms` + `entropy_epiplexity`) are already done in `video_analysis_deob_pilot_20260621/artifacts/`. Phase 3 skips them. + +--- + +## 11. The 8 pilot refinements + 5 gaps + 3 process improvements + +**8 refinements (4 PILOT FIX, 4 DEFERRED to lexicon v2):** correlation, essentially-constant-as-Stream, Levin search, Markov chain, PRNG, poly-time adversary, support, self-delimiting. + +**5 gaps (3 DEFERRED, 2 PILOT FIX):** paradox patterns, incomputable classification, honest epistemic hedging, type-class primitive, coinductive stream primitive. + +**3 process improvements (the canonical apply-phase conventions):** +1. **3-column translation tables** (instead of 6-column) — reduces visual clutter +2. **Tier-categorized decoders** (instead of by math section) — makes the principled/user-specific split clearer +3. **Split end-of-apply report** into 3 sections: refinements + gaps + process improvements + +--- + +## 12. Critical context for re-warming + +### What's the next step? +**Dispatch Tier 2 on Phase 3 (apply) using:** +``` +/tier-2-auto-execute video_analysis_deob_apply_20260621 +``` + +The TIER2_STARTER.md is in `conductor/tracks/video_analysis_deob_apply_20260621/TIER2_STARTER.md` and is self-contained (it has the file-read order, the critical context, the dispatch command). + +### What's the state of Pass 2? +- ✅ Warmup: SHIPPED +- ✅ Lexicon: SHIPPED +- ✅ Pilot: SHIPPED +- 🔵 Apply (Phase 3): SCAFFOLDED, ready for Tier 2 dispatch + +### What does Tier 2 need to know when applying? +1. **Read** `video_analysis_deob_lexicon_20260621/lexicon.md` (PRIMARY input — the codified operational spec) +2. **Read** `video_analysis_deob_pilot_20260621/pilot_report.md` (the 8 refinements + 5 gaps + 3 process improvements) +3. **Read** `video_analysis_deob_warmup_20260621/report.md` §9 (the indexed operator reference; 13 categories) +4. **Read** `video_analysis_deob_warmup_20260621/prompt_template.md` (the LLM-direct operational spec; has the "Decompress names AND expressions" rule) +5. **Apply** the lexicon to 11 inputs (10 remaining Pass 1 reports + 1 synthesis) +6. **Adopt** the 3 pilot process improvements (3-column tables, tier-categorized decoders, split report) +7. **Honor** the 5 rules + 7 verification criteria + the principled/user-specific distinction +8. **Write** `apply_report.md` (split into 3 sections: refinements + gaps + process improvements) +9. **Mark** `state.toml` to `status = "completed"` when done + +### What's the BIG picture? +- 3-pass research campaign (Pass 1 = info extraction; Pass 2 = de-obfuscation; Pass 3 = projection to applied domain) +- Pass 1 is DONE; Pass 2 is IN PROGRESS (3 of 4 phases done; apply is the FINAL phase) +- After Pass 2, Pass 3 is user-led (user must articulate "own caveats" first) + +--- + +## 13. Files to read when re-warming (priority order) + +If you have time to read just a few files, read these in this order: + +1. **This file** (you're reading it) — the session report +2. `/conductor/tracks/video_analysis_deob_20260621/spec.md` — the Pass 2 umbrella design +3. `/conductor/tracks/video_analysis_deob_apply_20260621/TIER2_STARTER.md` — the dispatch prompt for Phase 3 (Tier 2 reads this when dispatched) +4. `/conductor/tracks/video_analysis_deob_lexicon_20260621/lexicon.md` — the codified operational spec +5. `/conductor/tracks/video_analysis_deob_pilot_20260621/pilot_report.md` — the 8 refinements + 5 gaps + 3 process improvements +6. `/conductor/tracks/video_analysis_deob_warmup_20260621/report.md` §9 — the indexed operator reference + +**Don't read** the cluster sub-reports (`research/cluster_*.md`) — they're the evidence base for the lexicon, not the operational spec. + +--- + +## 14. Known issues / open questions for Phase 3 + Pass 3 + +### Open issues for Phase 3 +- Cluster D (creikey_dl_cv, applied capstone) has too much practical detail (not math) — may produce many "indefinite — see original" flags +- The cross-cutting synthesis is harder to de-obfuscate than the per-video reports (it spans all 5 clusters) — process last +- The 31 unresolved items from the warmup (12 from §A.3 + 19 from §11.3) may need further resolution in `apply_report.md` + +### Open questions for Pass 3 (user-led, future) +- The user must articulate their "own caveats" before Pass 3 starts (per Pass 1 spec §11.2) +- The user must rediscover/redefine their "compress/decompress math info" encoding notation (per Pass 1 spec §11.1) +- Pass 3 applies the bounded, constructive, type-theoretic forms to the user's preferred code style +- Influences: handmade/data-oriented/GPGPU (Timothy Lottes, Onat Türkçüoğlu, Jebrim) + user's own caveats + +--- + +## 15. Re-warm checklist (when context is re-loaded) + +When re-warming, the next agent should: + +1. **Read this file** (this session report) +2. **Verify git status** — `git status --short` should show no uncommitted changes; `git log --oneline -10` should show the latest commits +3. **Check the current branch** — `git branch --show-current` should be `master` +4. **If continuing Phase 3 dispatch**: read `/conductor/tracks/video_analysis_deob_apply_20260621/TIER2_STARTER.md` and follow the dispatch command +5. **If reviewing the campaign**: read `/conductor/tracks/video_analysis_deob_20260621/README.md` for the child index +6. **If re-warming for a specific question**: the §12 "Critical context for re-warming" above gives the file-read order + +--- + +*End of session report. Total: 15 sections. ~1,200 LOC. The next agent should read §1-3 for the big picture, §6-9 for the load-bearing constraints, §10-11 for the current state, and §12-15 for the re-warm checklist.*