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conductor(deob_umbrella): Initialize Pass 2 de-obfuscation campaign umbrella
Pass 2 of 3 multi-pass research campaign. 5 folders total (1 umbrella + 1 warmup + 3 phase children). - Umbrella spec.md (~400 lines): full design, philosophy, 3-layer deliverable, verification - Multi-pass framing: Pass 1 = extraction (done), Pass 2 = de-obfuscation (this), Pass 3 = projection (future user-led) - De-obfuscation philosophy: constructive type theory + Wildberger finitism + boundedness for knowledge + cycles/iteration explicit + etymology-aware - 4 verification criteria: lossless, bounded, constructively typed, etymology-cited - Multi-layer deliverable per video: translation (side-by-side) + replacement (re-encoded) + decoder (per-term etymology) - Phase 0: USER action item (gather 3-10 samples of past de-obfuscation notes)
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{
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"track_id": "video_analysis_deob_20260621",
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"name": "Video Analysis De-obfuscation Campaign (Pass 2 of 3)",
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"created": "2026-06-21",
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"status": "spec_approved",
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"blocked_by": [],
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"blocks": [
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"video_analysis_deob_warmup_20260621"
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],
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"priority": "A",
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"rationale": "User-blocking Pass 2 of the 3-pass research campaign. De-obfuscates the 12 Pass 1 deep-dive reports via the user's constructive type-theoretic re-encoding DSL. Lossless preservation directive (carries from Pass 1). 5 folders: 1 warmup (precursor) + 1 umbrella + 3 phase children (lexicon/pilot/apply). Multi-layer deliverable per video: translation (side-by-side) + replacement (re-encoded) + decoder (per-term etymology).",
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"type": "multi-track research campaign (1 umbrella + 1 warmup + 3 phase children = 5 folders)",
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"domain": "meta-tooling (research deliverable + LLM operational spec; no manual_slop src/ changes)",
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"scope": {
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"new_folders": [
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"conductor/tracks/video_analysis_deob_20260621/",
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"conductor/tracks/video_analysis_deob_warmup_20260621/",
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"conductor/tracks/video_analysis_deob_lexicon_20260621/",
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"conductor/tracks/video_analysis_deob_pilot_20260621/",
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"conductor/tracks/video_analysis_deob_apply_20260621/"
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],
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"new_files_umbrella": [
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"spec.md",
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"plan.md",
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"metadata.json",
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"state.toml",
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"README.md"
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],
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"new_files_warmup": [
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"spec.md",
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"plan.md",
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"metadata.json",
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"state.toml",
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"samples/<user-provided-files> (gitignored)",
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"report.md (the design philosophy + lexicon + dedup maps)",
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"prompt_template.md (the LLM-direct operational spec)"
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],
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"new_files_per_child": [
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"spec.md (lightweight)"
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],
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"new_files_pilot": [
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"artifacts/cs229_building_llms/translation.md",
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"artifacts/cs229_building_llms/deobfuscated.md",
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"artifacts/cs229_building_llms/decoder.md",
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"artifacts/entropy_epiplexity/translation.md",
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"artifacts/entropy_epiplexity/deobfuscated.md",
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"artifacts/entropy_epiplexity/decoder.md",
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"pilot_report.md"
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],
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"new_files_apply": [
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"artifacts/<10 remaining slugs>/translation.md (×10)",
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"artifacts/<10 remaining slugs>/deobfuscated.md (×10)",
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"artifacts/<10 remaining slugs>/decoder.md (×10)",
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"artifacts/synthesis/translation.md",
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"artifacts/synthesis/deobfuscated.md",
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"artifacts/synthesis/decoder.md",
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"apply_report.md"
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],
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"modified_files": [
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"conductor/tracks/video_analysis_campaign_20260621/spec.md (§11.1 updated to reference this campaign)",
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"conductor/tracks.md (add row for this campaign)",
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"conductor/chronology.md (5 new rows after campaign ships)"
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],
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"deleted_files": [],
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"gitignored_patterns": [
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"conductor/tracks/video_analysis_deob_warmup_20260621/samples/** (user's past notes are local-only)"
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]
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},
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"estimated_effort": {
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"method": "scope (per conductor/workflow.md Tier 1 Track Initialization Rules). NO day estimates.",
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"phase_0": "1 USER action item (gather samples)",
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"phase_1": "5 tasks: warmup initialization, sample survey, report.md (~1000-3000 LOC), prompt_template.md (~200-500 LOC), user approval",
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"phase_2": "4 tasks: lexicon child init, refine warmup's draft, produce lexicon.md + terms_catalog.md + dedup_map.md, user approval",
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"phase_3": "5 tasks: pilot child init, apply to 2 videos, write pilot_report.md, user approval",
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"phase_4": "4 tasks: apply child init, apply to 10+1 outputs, write apply_report.md",
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"phase_5": "6 tasks: closeout (README update, state.toml, end-of-track report, archive move, chronology, tracks.md)",
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"summary": "5 track folders, 1 user action item, 13 deliverable files (2 pilot + 11 apply, each 3-layer), 4 reports (warmup report, warmup template, pilot, apply), 5 closeout tasks. No day estimates per project convention."
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},
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"verification_criteria": [
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"Warmup shipped with report.md + prompt_template.md (and the user has approved the lexicon)",
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"Phase 1 (lexicon) shipped with lexicon.md + terms_catalog.md + dedup_map.md",
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"Phase 2 (pilot) shipped with 2 deobfuscated deliverables (each 3-layer) + pilot_report.md",
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"Phase 3 (apply) shipped with 11 deobfuscated deliverables (each 3-layer) + apply_report.md",
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"Each deliverable passes the 4 verification criteria: lossless, bounded, constructively typed, etymology-cited",
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"Umbrella state.toml updated to status = 'completed'",
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"End-of-track report at docs/reports/TRACK_COMPLETION_video_analysis_deob_20260621.md",
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"All 5 folders move to conductor/archive/ per the project's archiving convention",
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"conductor/chronology.md updated with 5 new rows",
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"No new src/*.py files created (per AGENTS.md File Size and Naming Convention)",
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"No new pyproject.toml dependencies"
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],
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"risk_register": [
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{
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"id": "R1",
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"title": "User cannot provide samples in time",
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"likelihood": "medium",
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"scope_impact": "Warmup blocked",
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"mitigation": "User can provide partial samples (1-2 examples); warmup can use them as a starter lexicon"
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},
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{
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"id": "R2",
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"title": "User's samples don't have enough de-obfuscation patterns",
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"likelihood": "medium",
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"scope_impact": "Warmup produces a thin lexicon",
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"mitigation": "Phase 1 (lexicon) extends the warmup's draft with constructive type theory defaults"
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},
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{
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"id": "R3",
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"title": "Lexicon can't capture a concept in bounded form",
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"likelihood": "medium",
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"scope_impact": "Some concepts remain 'indefinite — see original'",
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"mitigation": "Document the gap; don't force a translation. The 4 verification criteria allow 'etymology-cited' but not 'forced'"
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},
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{
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"id": "R4",
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"title": "Pilot reveals the lexicon is overfit to the user's style",
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"likelihood": "low",
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"scope_impact": "Refinement needed in Phase 2",
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"mitigation": "pilot_report.md captures gaps; Phase 3 uses the refined lexicon"
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},
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{
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"id": "R5",
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"title": "The 3-layer deliverable format is too verbose for some videos",
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"likelihood": "low",
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"scope_impact": "Adjust per video",
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"mitigation": "Format is a template, not a rigid structure; some sections may be smaller"
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},
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{
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"id": "R6",
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"title": "Tier 2 attempts to invent the lexicon without the user's samples",
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"likelihood": "low (if user samples present)",
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"scope_impact": "Lexicon is invented, not evidence-based",
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"mitigation": "Warmup spec is explicit: 'consume user samples FIRST; lexicon is evidence-based'"
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},
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{
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"id": "R7",
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"title": "Pass 3 needs the de-obfuscated outputs but Pass 2 isn't done",
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"likelihood": "high (timeline)",
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"scope_impact": "Pass 3 blocked",
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"mitigation": "This campaign's 'lossless preservation' ensures Pass 3 has all the input it needs once Pass 2 ships"
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},
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{
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"id": "R8",
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"title": "The user changes their mind about the philosophy mid-campaign",
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"likelihood": "low",
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"scope_impact": "Pilot reveals the shift; lexicon is updated",
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"mitigation": "pilot_report.md is the checkpoint for user review"
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}
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],
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"architecture_reference": {
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"primary_documents": [
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"conductor/workflow.md (track convention, per-task commits, git notes, verification protocol)",
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"conductor/code_styleguides/python.md (1-space indent, type hints, no comments - IF code is written)",
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"conductor/code_styleguides/error_handling.md (Result[T] pattern - IF code is written)",
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"AGENTS.md (artifact isolation, file naming, no new src/<thing>.py)"
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],
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"related_tracks": [
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"conductor/tracks/intent_dsl_survey_20260612/ (sibling DSL: tool-verb DSL for AI agents, shares philosophy)",
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"conductor/tracks/video_analysis_campaign_20260621/ (Pass 1 - the input to de-obfuscate)",
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"conductor/tracks/nagent_review_20260608/ (research-track precedent)",
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"conductor/tracks/fable_review_20260617/ (research-track precedent)"
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],
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"styleguides_applied": [
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"agent_memory_dimensions.md (Pass 2 produces a 'knowledge' memory artifact)",
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"knowledge_artifacts.md (knowledge harvest pattern; relevant to the de-obfuscation's durable nature)"
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]
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},
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"deferred_to_followup_tracks": [
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{
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"title": "Pass 3: Projection to user's applied domain",
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"description": "Apply Pass 2's de-obfuscated outputs to the user's preferred code style. Influences: handmade/data-oriented/GPGPU (Timothy Lottes, Onat Türkçüoğlu, Jebrim) + user's own caveats.",
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"track_status": "not started - blocked by this campaign",
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"blocker_action_item": "User must articulate 'own caveats' before Pass 3 starts (per Pass 1 spec §11.2)"
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}
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],
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"regressions_and_pre_existing_failures": [],
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"pre_existing_failures_remaining": [],
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"user_directives": [
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"Unorthodox knowledge curation philosophy (2026-06-21)",
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"Constructive type theory + Wildberger-style finitism as foundation (2026-06-21)",
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"Boundedness required for direct knowledge; cycles/iteration allowed but expressed explicitly (2026-06-21)",
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"Multi-layer deliverable per video (translation + replacement + decoder) (2026-06-21)",
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"Warmup is the precursor; lexicon is evidence-based from user's past samples (2026-06-21)",
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"Report + prompt template as the warmup output (2026-06-21)",
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"5 folders at conductor/tracks/ level, hybrid umbrella structure (2026-06-21)",
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"No day estimates per conductor/workflow.md Tier 1 Track Initialization Rules"
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]
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}
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