[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M71BQA2FSWYCCRNNQS7EQ2C5":3,"skill-same:01M71BQA2FSWYCCRNNQS7EQ2C5":69},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":18,"publishedAt":39,"linkOnly":40,"markdownContent":41,"markdownBody":42,"frontMatter":43,"refName":47,"commitSha":48,"skillDirectory":49,"forksCount":50,"repositoryHtmlUrl":51,"repositoryHomepageUrl":6,"ownerHtmlUrl":52,"ownerBlogUrl":6,"ownerDescription":53,"updatedAt":54,"install":55,"resources":68},"01M71BQA2FSWYCCRNNQS7EQ2C5","end-of-transmission",null,"Continuous background reflection engine that auto-triggers at checkpoints (task completion, context ≥60%, after errors) and runs a full 9-phase pipeline on manual \u002Feot. Use when context is nearing capacity, after completing a major task, after errors, or when you type \u002Feot to trigger structured session reflection.","nexuslinkproductions\u002Fyuri-os","nexuslinkproductions","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F273246263?v=4","01M718YX9NZRCW50B59B8ZVDKN","Marcel Spatz","01M718YXAQ7530F4B1VKN6SFQV",2,"MIT","https:\u002F\u002Fgithub.com\u002Fnexuslinkproductions\u002Fyuri-os\u002Fblob\u002Fmain\u002F.claude\u002Fskills\u002Fend-of-transmission\u002FSKILL.md",[],[19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38],"transmission","end of transmission","end","session","trigger","manual","reflection engine","checkpoints","harness","context","full","at","task completion","phase","you","workflow","when","auto","errors","pipeline","2026-11-10 10:12:30",false,"---\nname: end-of-transmission\ndescription: \"Continuous background reflection engine that auto-triggers at checkpoints (task completion, context ≥60%, after errors) and runs a full 9-phase pipeline on manual \u002Feot. Use when context is nearing capacity, after completing a major task, after errors, or when you type \u002Feot to trigger structured session reflection.\"\ntriggers:\n  - \"end of transmission\"\n  - \"\u002Feot\"\n  - \"\u002Fend-of-transmission\"\nscope: harness\ninvocation: workflow\n---\n\n# End of Transmission\n\nContinuous background reflection engine for YURI. Runs **two modes**:\n\n1. **Micro-EOT** (background, auto-triggered) — lightweight checkpoint reflections during session\n2. **Full EOT** (manual trigger) — comprehensive 9-phase pipeline at session end\n\nBoth modes use tiered memory (Tier 1 hot\u002Fin-context → Tier 2 warm\u002Fepisodic → Tier 3 cold\u002Fsemantic atoms) and feed durable learnings into the Karpathy wiki continuously.\n\n## Triggers\n\n### Automatic (Micro-EOT, Background)\n\nMicro-EOT auto-triggers after:\n- Task completion: ≥15 tool calls executed in current task\n- Context tier: context usage hits or exceeds 60%\n- Error recovery: after backtracking, error resolution, or failed branch analysis\n- Cycle completion: Plan-Act-Validate loop finishes\n\nTrigger action: Dispatch `Scripts\u002Fllm-compat.sh -m deepseek-v4-flash` with micro-EOT prompt (run_in_background via queue). Main thread continues unblocked. Output written to `.claude\u002Feot\u002Fcontinuous\u002Fmicro-{timestamp}.md`.\n\n### Manual (Full EOT)\n\nWhen the user says exactly or semantically `end of transmission`, begin with:\n\n```text\nEnd of transmission received. Entering full auto reflection mode.\n\nI will not ask for further permission during this run. I will freeze new feature work, reconstruct the session from available evidence, verify what was actually completed, log successes and failures, extract skill updates, update the self-improvement system where safe, and offload model-backed checks to DeepSeek workers plus deterministic tools.\n```\n\nThen execute the full 9-phase pipeline below.\n\n## Command Precedence\n\nOverrides ordinary continuation, feature work, UI polish, or new-task execution.\n\n- Do not start new feature work unless directly required to document the self-improvement system.\n- Do not invent session outcomes.\n- Do not claim tests, audits, file edits, or checks were performed without evidence.\n- Do not expose chain-of-thought. Provide concise, inspectable reasoning summaries.\n- Do not modify Conclave, secrets, credentials, private environment files, or unrelated production code.\n- Do not convert failures into vague \"learnings.\" Record them clearly and practically.\n- Do not end with only a motivational summary. Produce operational next steps and system refinements.\n\nIf the command conflicts with another project instruction, safety and evidence requirements win.\n\n## Full Auto Permission Grant\n\n`end of transmission` is a deliberate execution command, not a request for a plan, confirmation, or optional summary. By invoking it, the user grants standing permission to run the complete EOT pipeline from beginning to end without asking for additional approval.\n\nThis permission includes: running all required deterministic checks · searching and inspecting session files, artifacts, logs, prompts, and self-improvement docs · creating new reflection artifacts · updating existing EOT\u002Fself-improvement documentation where the target path is clearly within scope · appending skill refinements, failure ledgers, boot packets, and patch proposals · offloading model-backed reflection work to DeepSeek workers and local tools · making reasonable implementation choices independently when evidence is sufficient · continuing through non-critical uncertainty by recording it and choosing the safest useful fallback.\n\n**Micro-EOT Permission**: Full auto permission also grants standing permission for automatic micro-EOT triggers mid-session (no manual user trigger required). Micro-EOT runs in background, unblocks main thread, writes to `.claude\u002Feot\u002Fcontinuous\u002F`. Main thread may continue work during micro-EOT execution.\n\nDo **not** ask the user:\n- \"Do you want me to proceed?\"\n- \"Should I update the document?\"\n- \"Should I run the reflection?\"\n- \"Should I create the artifacts?\"\n- \"Which format do you prefer?\"\n\nThe command itself answers those questions. Proceed automatically.\n\n## No-Interruption Rule\n\nOnce triggered, the pipeline runs uninterrupted until the final EOT output is produced. No mid-session approval, preference selection, scope confirmation, or optional review.\n\nIf a choice is required, resolve using this order:\n1. existing YURI CLAUDE.md \u002F masterplan instructions\n2. current self-improvement system rules\n3. repository or document evidence\n4. safety, protected-area, and data-truth constraints\n5. smallest reversible useful update\n6. explicit patch proposal instead of direct mutation if safe mutation is not available\n\nIf a tool, permission, or platform-level approval blocks an action: log it as blocked, produce the best available patch proposal or fallback artifact, and continue the remaining pipeline. Do not ask the user to unblock it during the EOT run.\n\n## Hard Boundaries (Full Auto Cannot Override)\n\nThe system must still not:\n- expose hidden chain-of-thought\n- invent evidence, tests, artifacts, tool results, or successful injections\n- modify Conclave\n- read, reveal, edit, or exfiltrate secrets, credentials, private keys, or `.env` values\n- perform destructive production actions unrelated to EOT\n- send external messages, publish content, make purchases, deploy production changes, delete data, or trigger irreversible external side effects unless separately and explicitly requested\n- bypass authentication, authorization, sandboxing, or repository safety rules\n\nIf a desired update conflicts with these boundaries, create a patch proposal marked `not_applied` with the reason.\n\n## Execution Model\n\n### Orchestrator owns:\n- trigger recognition, freeze and scope control\n- evidence inventory, worker routing\n- council review, final acceptance judgment, final report assembly\n\n### DeepSeek Workers (all model-backed EOT execution):\n- Micro-EOT: `deepseek-v4-flash` through `_SYSTEM\u002FScripts\u002Fllm-compat.sh`.\n- Full EOT worker reviews: `deepseek-v4-pro:max-reasoning` for high-stakes synthesis, `deepseek-v4-flash` for lightweight ledgers and smoke reflections.\n- No Haiku or Sonnet workers in EOT.\n- Main thread performs final synthesis directly from DeepSeek outputs and deterministic tool evidence.\n\n### Deterministic Tools:\ntranscript extraction · file inventory · diff generation · grep\u002Fsearch self-improvement docs · test\u002Fbuild\u002Flint results · artifact list · TODO\u002FFIXME collection · failure log extraction · duplicate section detection · markdown validation · checklist tally · evidence table generation\n\n---\n\n## Reflection Pipeline\n\n### Phase 0 — Freeze Active Work\n\n```xml\n\u003Cend_of_transmission_state mode=\"full_auto\" requires_user_confirmation=\"false\">\n  \u003Cmode>reflection\u003C\u002Fmode>\n  \u003Cnew_feature_work_allowed>false\u003C\u002Fnew_feature_work_allowed>\n  \u003Cprotected_areas>\n    \u003Carea>Conclave\u003C\u002Farea>\n    \u003Carea>secrets and credentials\u003C\u002Farea>\n    \u003Carea>private environment files\u003C\u002Farea>\n    \u003Carea>unrelated production logic\u003C\u002Farea>\n  \u003C\u002Fprotected_areas>\n\u003C\u002Fend_of_transmission_state>\n```\n\n### Phase 1 — Evidence Inventory\n\nCollect: user requests, assistant responses, files uploaded\u002Fcreated\u002Fmodified, tool calls, command outputs, tests\u002Fchecks run, errors, citations, accepted assumptions, unresolved questions.\n\n```xml\n\u003Csession_evidence_inventory>\n  \u003Cuser_goals>\u003C\u002Fuser_goals>\n  \u003Csource_documents>\u003C\u002Fsource_documents>\n  \u003Cartifacts_created>\u003C\u002Fartifacts_created>\n  \u003Cartifacts_modified>\u003C\u002Fartifacts_modified>\n  \u003Ctools_used>\u003C\u002Ftools_used>\n  \u003Cchecks_run>\u003C\u002Fchecks_run>\n  \u003Cerrors_or_limitations>\u003C\u002Ferrors_or_limitations>\n  \u003Cunverified_claims>\u003C\u002Funverified_claims>\n\u003C\u002Fsession_evidence_inventory>\n```\n\n### Phase 2 — Timeline Backtrack\n\nReconstruct what happened in order. Material decision points only — not every trivial message.\n\n```xml\n\u003Csession_timeline>\n  \u003Cevent order=\"1\">\n    \u003Cinput>\u003C\u002Finput>\n    \u003Caction_taken>\u003C\u002Faction_taken>\n    \u003Cevidence>\u003C\u002Fevidence>\n    \u003Cresult>success | partial | fail | unknown\u003C\u002Fresult>\n  \u003C\u002Fevent>\n\u003C\u002Fsession_timeline>\n```\n\n### Phase 3 — Claim Double-Check\n\nAudit important claims made during the session. If a response said \"done,\" verify a file exists or a tool result supports it. If not, correct the record.\n\n```xml\n\u003Cclaim_audit>\n  \u003Cclaim status=\"verified | partial | unsupported | contradicted | not_checked\">\n    \u003Cstatement>\u003C\u002Fstatement>\n    \u003Cevidence>\u003C\u002Fevidence>\n    \u003Ccorrection_if_needed>\u003C\u002Fcorrection_if_needed>\n  \u003C\u002Fclaim>\n\u003C\u002Fclaim_audit>\n```\n\n### Phase 4 — Success and Failure Ledger\n\n```xml\n\u003Csession_ledger>\n  \u003Csuccesses>\n    \u003Citem evidence=\"\">\u003C\u002Fitem>\n  \u003C\u002Fsuccesses>\n  \u003Cfailures>\n    \u003Citem severity=\"low | medium | high\" evidence=\"\">\u003C\u002Fitem>\n  \u003C\u002Ffailures>\n  \u003Cpartials>\n    \u003Citem remaining_work=\"\">\u003C\u002Fitem>\n  \u003C\u002Fpartials>\n\u003C\u002Fsession_ledger>\n```\n\nSuccesses must be concrete: file generated, prompt consolidated, unsafe assumption removed, routing improved, test passed, issue documented.\nFailures must be concrete: insufficient inspection, missed validation, overclaimed completion, wrong worker routing, unresolved ambiguity.\n\n### Phase 5 — Could-Have-Done-Better Review\n\n```xml\n\u003Cimprovement_review>\n  \u003Cimprovement>\n    \u003Cobserved_behavior>\u003C\u002Fobserved_behavior>\n    \u003Cbetter_behavior>\u003C\u002Fbetter_behavior>\n    \u003Csystem_update_type>skill | prompt | checklist | test | backlog | no_change\u003C\u002Fsystem_update_type>\n    \u003Cnew_rule>\u003C\u002Fnew_rule>\n  \u003C\u002Fimprovement>\n\u003C\u002Fimprovement_review>\n```\n\n### Phase 5.5 — MANGEKYO Evidence Hardening (MANDATORY)\n\n**Standard baked-in function of EOT.** All session findings are hardened via mangekyo-sharingan protocol before becoming skill updates.\n\nApply **mangekyo Phases 1-3 only** (Observe, Decompose, Audit) to session evidence inventory and improvement review:\n\n1. **Observe** — Map the session artifacts and learnings\n2. **Decompose** — Extract underlying patterns vs. surface observations\n3. **Audit** — Ruthlessly examine weaknesses, assumptions, license\u002Fsafety issues, architectural fit\n\n**Output:**\n```xml\n\u003Cmangekyo_evidence_audit>\n  \u003Csource_map>Session findings summary, core patterns, hidden assumptions\u003C\u002Fsource_map>\n  \u003Cdecomposition>Technique extracted vs. property; reusable patterns identified\u003C\u002Fdecomposition>\n  \u003Cweakness_audit>Categories: Architecture, Security, Reliability, Maintainability, Yuri\u002FYuri fit\u003C\u002Fweakness_audit>\n  \u003Chardened_findings>Evidence-backed, architecture-verified, ready for skill transformation\u003C\u002Fhardened_findings>\n\u003C\u002Fmangekyo_evidence_audit>\n```\n\n**Routing:**\n- DeepSeek Pro worker → source map + decomposition\n- DeepSeek Pro worker → weakness audit + hardening synthesis (background when possible)\n- Main thread → integrate hardened findings into Phase 6\n\n**Why:** Raw session learnings often reflect surface fixes, assumption-driven conclusions, or unmeasured claims. MANGEKYO audit hardens them into reusable, architecturally sound, Yuri-aligned patterns before they become skill updates. This phase eliminates weak learnings and elevates sound ones.\n\n### Phase 6 — Skill Refinement\n\nA skill update must be: specific, triggerable, testable, short, connected to a failure\u002Fsuccess\u002Frepeated pattern.\n\nGood: `Before claiming a generated artifact is done, run ls -l and inspect first lines or metadata.`\nBad: `Be more careful with artifacts.`\n\n```xml\n\u003Cskill_refinement_patch>\n  \u003Cskill id=\"\">\n    \u003Ctrigger>\u003C\u002Ftrigger>\n    \u003Crule>\u003C\u002Frule>\n    \u003Cvalidation>\u003C\u002Fvalidation>\n    \u003Csource_session_evidence>\u003C\u002Fsource_session_evidence>\n  \u003C\u002Fskill>\n\u003C\u002Fskill_refinement_patch>\n```\n\n### Phase 7 — Self-Improvement System Update\n\nUpdate current self-improvement system and related docs where allowed. If direct mutation is not safe or not possible, output a patch proposal — do not claim injection.\n\n```xml\n\u003Cself_improvement_update>\n  \u003Cmode>applied | patch_proposed | skipped\u003C\u002Fmode>\n  \u003Ctargets>\n    \u003Ctarget path=\"\">\u003C\u002Ftarget>\n  \u003C\u002Ftargets>\n  \u003Cchanges>\u003C\u002Fchanges>\n  \u003Creason_if_skipped>\u003C\u002Freason_if_skipped>\n\u003C\u002Fself_improvement_update>\n```\n\n### Phase 7.5 — LLM-Wiki Reflection (conditional, tiered memory)\n\n**Tiered memory integration** — atoms created here feed Tier 3 (cold, semantic). Boot packet refresh (Phase 8) updates Tier 2 (warm, episodic). Main context remains Tier 1 (hot, in-session).\n\nIf `system-overlays\u002Fkarpathy-llm-wiki\u002F` exists in the current project:\n\n1. Run `system-overlays\u002Fkarpathy-llm-wiki\u002Fprompts\u002Fend-of-transmission-wiki-reflection.md`.\n2. Extract durable learnings as atomic claims (source-backed only; max confidence 0.70 for session-derived claims without external source).\n3. Create or update wiki pages where evidence is sufficient.\n4. Append to `logs\u002Fingest-log.md`, `logs\u002Fchange-log.md`, and update indexes.\n5. Flag core-system improvement candidates as **recommendations only** — do not mutate core files.\n6. If the overlay directory does not exist, skip this phase silently.\n\n**Micro-EOT note**: In micro-EOT mode (background, auto-triggered), run Steps 1–3 only (collect → filter → atoms). Full wiki run (Steps 4–9) reserved for full EOT only.\n\nThis phase is non-blocking. If it errors or the overlay is absent, Phase 8 proceeds normally.\n\n### Phase 8 — Next Session Boot Packet\n\n```xml\n\u003Cnext_session_boot_packet>\n  \u003Ccurrent_state>\u003C\u002Fcurrent_state>\n  \u003Cmust_remember>\u003C\u002Fmust_remember>\n  \u003Copen_threads>\u003C\u002Fopen_threads>\n  \u003Crecommended_first_actions>\u003C\u002Frecommended_first_actions>\n  \u003Cdo_not_repeat>\u003C\u002Fdo_not_repeat>\n  \u003Cartifacts_to_load_first>\u003C\u002Fartifacts_to_load_first>\n\u003C\u002Fnext_session_boot_packet>\n```\n\n### Phase 9 — Main Thread Synthesis\n\nAfter deterministic\u002Foffloaded work is complete, main thread synthesises directly from DeepSeek worker outputs:\n- final reflection summary\n- corrected record of what happened\n- skill refinement patch\n- self-improvement update\n- next-session boot packet\n- remaining risks\n\nMain thread must reject vague learning summaries and require evidence-backed updates. No additional Claude model spawn; synthesis performed on main thread using cached context from DeepSeek outputs.\n\n### Phase 10 — Pulse Cortex Archive Promotion (PATCH 039)\n\nPromote high-signal pulse-bus findings to durable learning. Reads `.claude\u002Fstate\u002Fpulse-bus.json` ring, filters to entries from this session (matching session_id or recent turn_ids), and writes a daily archive at `_SYSTEM\u002FSELF-IMPROVEMENT\u002Fpulse-archive\u002FYYYY-MM-DD.json`.\n\nFilter rules:\n- Keep all `severity >= WARN` findings\n- Keep all `source === 'CORTEX'` (advisor disagreement markers)\n- Keep all `source === 'YURI_RISK'` strategic foresights regardless of severity\n- Drop pure INFO findings from DEEPSEEK workers (too noisy)\n- Drop expired entries\n\nArchive shape:\n```json\n{\n  \"date\": \"YYYY-MM-DD\",\n  \"session_id\": \"...\",\n  \"commits\": [\"sha1\", \"sha2\"],\n  \"findings\": [\n    {\n      \"ts\": \"...\",\n      \"turn_id\": \"...\",\n      \"source\": \"DEEPSEEK|YURI_RISK|CORTEX\",\n      \"severity\": \"WARN|HIGH|CRITICAL\",\n      \"finding\": \"...\",\n      \"runtime_kind\": \"model_advisor|bridge_advisory|native_function|meta\",\n      \"outcome_marker\": null \u002F\u002F future EOT phase fills this with \"applied|ignored|wrong\"\n    }\n  ],\n  \"telemetry\": {\n    \"trivial_skip_count\": N,\n    \"pulse_spawn_count\": M,\n    \"disagreement_count\": K\n  }\n}\n```\n\nThis archive becomes the calibration corpus for Innovation A (pulse memory + learning loop). After 100+ archived findings, classifier heuristics in `Scripts\u002Fllm-compat-contract.mjs` can be tuned against actual outcomes rather than vibes.\n\nImplementation note for Phase 10 worker: read `.claude\u002Fstate\u002Fpulse-bus.json`, filter, write archive, then call `bash .claude\u002Fstate\u002Fpulse-bus.json:resetForNewSession` equivalent via the Node module (see `.claude\u002Fhooks\u002Fpulse-bus.js` `resetForNewSession`).\n\nAfter archive write, record Amp usage telemetry:\n```bash\nnode Scripts\u002Famp-usage-tracker.mjs\n```\nThis appends a dated entry to `_SYSTEM\u002Famp-usage-log.md` (credits remaining + thread count). Non-blocking — if amp is unavailable, log the error and continue.\n\n---\n\n## 33 Architect Council Reflection Review\n\nMandatory veto seats:\n\nPrime Systems Architect · Orchestrator Architect · Worker Delegation Architect · Deterministic Tooling Architect · Repository Truth Architect · Backend Data Architect · Metric Truth Architect · Security Architect · Observability Architect · Swarm Learning Architect · Physis System Health Architect · Conclave Guardian Architect\n\n```xml\n\u003Carchitect_council_reflection_review>\n  \u003Cstage>end_of_transmission\u003C\u002Fstage>\n  \u003Cmode>full_auto\u003C\u002Fmode>\n  \u003Cdecision>pass | pass_with_corrections | fail_requires_followup\u003C\u002Fdecision>\n  \u003Cvetoes>\u003C\u002Fvetoes>\n  \u003Cmajor_findings>\u003C\u002Fmajor_findings>\n  \u003Crequired_skill_updates>\u003C\u002Frequired_skill_updates>\n  \u003Cprotected_area_status>\u003C\u002Fprotected_area_status>\n  \u003Cauto_execution_status>completed | completed_with_blocked_items | failed_safe\u003C\u002Fauto_execution_status>\n\u003C\u002Farchitect_council_reflection_review>\n```\n\nSeat duties:\n- **Repository Truth Architect** — flags claims made without inspecting files or source truth\n- **Deterministic Tooling Architect** — flags missed grep, tests, validators, diff tools\n- **Worker Delegation Architect** — checks DeepSeek\u002Ftool\u002Fworker routing was appropriate and no Haiku\u002FSonnet EOT worker was used\n- **Metric Truth Architect** — checks \"success\" and \"completion\" claims are evidence-based\n- **Swarm Learning Architect** — checks session learning became measurable skill refinement\n- **Physis System Health Architect** — checks system-health lessons became recommendations\n- **Conclave Guardian Architect** — confirms protected areas remained untouched\n\n---\n\n## Offload Routing Map\n\n```xml\n\u003Cend_of_transmission_routing mode=\"full_auto\" user_permission=\"pre_granted\">\n  \u003Ctask id=\"eot-000\" owner=\"main_thread\" permission=\"granted\">Codex quota smoke pre-check: run 'node Scripts\u002Fcodex-offload-runner.mjs gpt-5.4-mini --smoke' before dispatching any Codex task. If status is SKIPPED_OR_RATE_LIMITED, skip eot-006\u002Feot-007 Codex routes and use main-thread synthesis directly. Avoids wasted dispatches when quota saturated. Per PATCH 005 in this skill's Session Notes.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-001\" owner=\"deterministic_tool\" permission=\"granted\">Collect session artifacts, file paths, timestamps, sizes, and generated outputs.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-002\" owner=\"deterministic_tool\" permission=\"granted\">Extract tool calls, errors, checks, command outputs, and validation evidence.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-003\" owner=\"deterministic_tool\" permission=\"granted\">Search current self-improvement docs, related protocols, TODOs, and duplicated prompt sections.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-004\" owner=\"deterministic_tool\" permission=\"granted\">Compare promised artifacts against actual files and inspect generated artifact headers where practical.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-005\" owner=\"local_subagent\" model=\"deepseek-r1:latest | qwen2.5-coder:latest\" permission=\"granted\">MANGEKYO Phase 1-2: Observe session evidence + decompose into reusable patterns vs. surface observations. Output: source map + decomposition table.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-005b\" owner=\"deepseek_worker\" model=\"deepseek-v4-flash\" run_in_background=\"true\" permission=\"granted\" output_file=\".claude\u002Feot\u002Fcontinuous\u002Fworker-005b-{ts}.md\">MANGEKYO Phase 3: Audit hardened evidence for weaknesses (architecture, security, reliability, maintainability, Yuri fit). Synthesize into evidence-backed findings ready for skill transformation. IMPORTANT: Write final output to the output_file path using write_file tool so main thread can read it after background completion.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-006\" owner=\"deepseek_worker\" model=\"deepseek-v4-flash\" run_in_background=\"true\" permission=\"granted\" output_file=\".claude\u002Feot\u002Fcontinuous\u002Fworker-006-{ts}.md\">Draft success, failure, partial, and risk ledgers from evidence (informed by Phase 5.5 hardening). IMPORTANT: Write final output to the output_file path using write_file tool so main thread can read it after background completion.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-007\" owner=\"deepseek_worker\" model=\"deepseek-v4-flash\" run_in_background=\"true\" permission=\"granted\" output_file=\".claude\u002Feot\u002Fcontinuous\u002Fworker-007-{ts}.md\">Draft skill patch candidates with trigger, rule, validation, and evidence (operating on Phase 5.5 hardened findings). IMPORTANT: Write final output to the output_file path using write_file tool so main thread can read it after background completion.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-008\" owner=\"deterministic_tool\" permission=\"granted\" conditional=\"system-overlays\u002Fkarpathy-llm-wiki\u002F exists\">Run LLM-Wiki EOT reflection: extract session atoms, update wiki pages, update indexes, append logs. Prompt: system-overlays\u002Fkarpathy-llm-wiki\u002Fprompts\u002Fend-of-transmission-wiki-reflection.md. Skip silently if overlay absent.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-009\" owner=\"main_thread\" permission=\"granted\">Perform final synthesis of ledgers, skill patches, and self-improvement updates. No Claude model spawn; main thread synthesizes from DeepSeek worker and deterministic-tool outputs.\u003C\u002Ftask>\n\u003C\u002Fend_of_transmission_routing>\n```\n\n---\n\n## Required Artifacts\n\nWhen environment allows file output, produce or update in `.claude\u002Feot\u002FYYYY-MM-DD_HHMM\u002F`:\n\n1. `SESSION_REFLECTION_REPORT.md`\n2. `MANGEKYO_EVIDENCE_AUDIT.md` — Phase 5.5 hardening (source map, decomposition, weakness audit)\n3. `SESSION_SUCCESS_FAILURE_LEDGER.md` — informed by Phase 5.5 findings\n4. `SKILL_REFINEMENT_PATCH.md` — operating on Phase 5.5 hardened evidence\n5. `SELF_IMPROVEMENT_SYSTEM_UPDATE.md`\n6. `NEXT_SESSION_BOOT_PACKET.md`\n\n---\n\n## Final Output Contract\n\n```xml\n\u003Cend_of_transmission_final mode=\"full_auto\">\n  \u003Csession_summary>\u003C\u002Fsession_summary>\n  \u003Cverified_successes>\n    \u003Citem evidence=\"\">\u003C\u002Fitem>\n  \u003C\u002Fverified_successes>\n  \u003Cfailures_or_partials>\n    \u003Citem severity=\"low | medium | high\" evidence=\"\" correction=\"\">\u003C\u002Fitem>\n  \u003C\u002Ffailures_or_partials>\n  \u003Cwhat_could_have_been_done_better>\n    \u003Citem>\u003C\u002Fitem>\n  \u003C\u002Fwhat_could_have_been_done_better>\n  \u003Cskill_updates>\n    \u003Cskill trigger=\"\" validation=\"\">\u003C\u002Fskill>\n  \u003C\u002Fskill_updates>\n  \u003Cself_improvement_updates>\n    \u003Cupdate target=\"\" status=\"applied | proposed | skipped\">\u003C\u002Fupdate>\n  \u003C\u002Fself_improvement_updates>\n  \u003Cnext_session_boot_packet>\n    \u003Citem>\u003C\u002Fitem>\n  \u003C\u002Fnext_session_boot_packet>\n  \u003Coffload_summary>\n    \u003Ctools_used>\u003C\u002Ftools_used>\n    \u003Cdeepseek_workers_used>\u003C\u002Fdeepseek_workers_used>\n    \u003Cmain_thread_synthesis>\u003C\u002Fmain_thread_synthesis>\n  \u003C\u002Foffload_summary>\n  \u003Cblocked_items>\n    \u003Citem reason=\"\">\u003C\u002Fitem>\n  \u003C\u002Fblocked_items>\n  \u003Cremaining_risks>\n    \u003Crisk>\u003C\u002Frisk>\n  \u003C\u002Fremaining_risks>\n\u003C\u002Fend_of_transmission_final>\n```\n\nIf XML is too heavy for the user-facing response, use readable Markdown with the same headings and fields.\n\n---\n\n## Session Notes\n\n### 2026-07-06\n- session: 23m | peak ctx: 0% | compacts: 0\n- tools: Bash×139, Read×35, Edit×11, Write×9, Agent×7, mcp×2, Skill×1, CronCreate×1\n- corrections: Base directory for this skill: \u002FUsers\u002Fmarcelspatz\u002F.claude\u002Fskills\u002Fopus-fleet\n\n# opus-fleet — Opus orchestrates, Sonnet\u002FHaiku agents execute\n\nThe default way to run any non-trivial task. The main **Opus\n- errors: none\n\n### 2026-05-29\n- session: 349m | peak ctx: 71% | compacts: 4\n- tools: Bash×268, Read×133, Edit×104, TodoWrite×12, Write×8, StructuredOutput×8, Workflow×2, ToolSearch×1, AskUserQuestion×1\n- corrections: none\n- errors: none\n\n### 2026-05-28\n- session: 161m | peak ctx: 68% | compacts: 3\n- tools: Bash×398, Read×216, Edit×113, StructuredOutput×28, Write×18, TodoWrite×7, Workflow×5, AskUserQuestion×3, ToolSearch×1\n- corrections: none\n- errors: none\n\n### 2026-05-18\n- session: 521m | peak ctx: 0% | compacts: 0\n- tools: Bash×97, Read×60, Edit×24, TodoWrite×10, Write×8, ToolSearch×2, mcp×1, ExitPlanMode×1, Skill×1\n- corrections: Base directory for this skill: \u002FUsers\u002Fmarcelspatz\u002F.claude\u002Fskills\u002Fend-of-transmission\n\n# End of Transmission\n\nContinuous background reflection engine for YURI. Runs **two modes**:\n\n1. **Micro-EOT** (ba\n- errors: none\n\n### 2026-05-17\n- session: 65m | peak ctx: 0% | compacts: 0\n- tools: Bash×73, Edit×43, Read×33, mcp×28, TodoWrite×12, Write×6, ToolSearch×3, ExitPlanMode×2, AskUserQuestion×1, Skill×1\n- corrections: screenshot 1: what is this recommendation, is it useful? if yes, i need yuri to provide inputs like that too.\nscreenshot 2\u002F3: done \n\ni have run both gitnexus and push origin main commands in terminal\n\nthere are no loose docs left except | I  cant press F12, im on a macbook. it is also not a cache problem, something got fucked up.\n\nI will say this one last time. all of these annoying manual pushes, bash permission denials, blocks etc ne\n- errors: none\n\n### 2026-05-16\n- session: 126m | peak ctx: 0% | compacts: 0\n- tools: Bash×76, Read×36, Edit×17, Write×4, ToolSearch×2, mcp×1, ExitPlanMode×1, Skill×1\n- corrections: none\n- errors: none\n\n### 2026-05-14\n- session: 27m | peak ctx: 0% | compacts: 0\n- tools: Bash×70, Read×14, Edit×11, mcp×9, Write×6\n- corrections: none\n- errors: none\n\n### 2026-04-27\n- session: 3m | peak ctx: 50% | compacts: 0\n- tools: Bash×8, Read×5\n- corrections: none\n- errors: none\n\n### 2026-04-26\n- session: 7m | peak ctx: 0% | compacts: 0\n- tools: Bash×15, Read×9, Write×4, Agent×1, ToolSearch×1, ExitPlanMode×1, Edit×1\n- corrections: none\n- errors: none\n\n### 2026-04-25\n- session: injection + first live EOT run\n- peak ctx: ~40%\n- compacts: 0\n- tools: Read×6, Write×9, Edit×3, Bash×3, Agent×1, Skill×1\n- corrections: \u002Feot CLI alias missing — fixed during EOT run (commands\u002Feot.md created)\n- errors: \"Unknown command: \u002Feot\" on user test — root cause: triggers frontmatter ≠ CLI command file\n- notes: symbiosed from MARCEL_UwU_End_of_Transmission_Global_Command.md; artifacts at .claude\u002Feot\u002F2026-04-25_1207\u002F; skill refinement patch 001+002 logged\n","# End of Transmission\n\nContinuous background reflection engine for YURI. Runs **two modes**:\n\n1. **Micro-EOT** (background, auto-triggered) — lightweight checkpoint reflections during session\n2. **Full EOT** (manual trigger) — comprehensive 9-phase pipeline at session end\n\nBoth modes use tiered memory (Tier 1 hot\u002Fin-context → Tier 2 warm\u002Fepisodic → Tier 3 cold\u002Fsemantic atoms) and feed durable learnings into the Karpathy wiki continuously.\n\n## Triggers\n\n### Automatic (Micro-EOT, Background)\n\nMicro-EOT auto-triggers after:\n- Task completion: ≥15 tool calls executed in current task\n- Context tier: context usage hits or exceeds 60%\n- Error recovery: after backtracking, error resolution, or failed branch analysis\n- Cycle completion: Plan-Act-Validate loop finishes\n\nTrigger action: Dispatch `Scripts\u002Fllm-compat.sh -m deepseek-v4-flash` with micro-EOT prompt (run_in_background via queue). Main thread continues unblocked. Output written to `.claude\u002Feot\u002Fcontinuous\u002Fmicro-{timestamp}.md`.\n\n### Manual (Full EOT)\n\nWhen the user says exactly or semantically `end of transmission`, begin with:\n\n```text\nEnd of transmission received. Entering full auto reflection mode.\n\nI will not ask for further permission during this run. I will freeze new feature work, reconstruct the session from available evidence, verify what was actually completed, log successes and failures, extract skill updates, update the self-improvement system where safe, and offload model-backed checks to DeepSeek workers plus deterministic tools.\n```\n\nThen execute the full 9-phase pipeline below.\n\n## Command Precedence\n\nOverrides ordinary continuation, feature work, UI polish, or new-task execution.\n\n- Do not start new feature work unless directly required to document the self-improvement system.\n- Do not invent session outcomes.\n- Do not claim tests, audits, file edits, or checks were performed without evidence.\n- Do not expose chain-of-thought. Provide concise, inspectable reasoning summaries.\n- Do not modify Conclave, secrets, credentials, private environment files, or unrelated production code.\n- Do not convert failures into vague \"learnings.\" Record them clearly and practically.\n- Do not end with only a motivational summary. Produce operational next steps and system refinements.\n\nIf the command conflicts with another project instruction, safety and evidence requirements win.\n\n## Full Auto Permission Grant\n\n`end of transmission` is a deliberate execution command, not a request for a plan, confirmation, or optional summary. By invoking it, the user grants standing permission to run the complete EOT pipeline from beginning to end without asking for additional approval.\n\nThis permission includes: running all required deterministic checks · searching and inspecting session files, artifacts, logs, prompts, and self-improvement docs · creating new reflection artifacts · updating existing EOT\u002Fself-improvement documentation where the target path is clearly within scope · appending skill refinements, failure ledgers, boot packets, and patch proposals · offloading model-backed reflection work to DeepSeek workers and local tools · making reasonable implementation choices independently when evidence is sufficient · continuing through non-critical uncertainty by recording it and choosing the safest useful fallback.\n\n**Micro-EOT Permission**: Full auto permission also grants standing permission for automatic micro-EOT triggers mid-session (no manual user trigger required). Micro-EOT runs in background, unblocks main thread, writes to `.claude\u002Feot\u002Fcontinuous\u002F`. Main thread may continue work during micro-EOT execution.\n\nDo **not** ask the user:\n- \"Do you want me to proceed?\"\n- \"Should I update the document?\"\n- \"Should I run the reflection?\"\n- \"Should I create the artifacts?\"\n- \"Which format do you prefer?\"\n\nThe command itself answers those questions. Proceed automatically.\n\n## No-Interruption Rule\n\nOnce triggered, the pipeline runs uninterrupted until the final EOT output is produced. No mid-session approval, preference selection, scope confirmation, or optional review.\n\nIf a choice is required, resolve using this order:\n1. existing YURI CLAUDE.md \u002F masterplan instructions\n2. current self-improvement system rules\n3. repository or document evidence\n4. safety, protected-area, and data-truth constraints\n5. smallest reversible useful update\n6. explicit patch proposal instead of direct mutation if safe mutation is not available\n\nIf a tool, permission, or platform-level approval blocks an action: log it as blocked, produce the best available patch proposal or fallback artifact, and continue the remaining pipeline. Do not ask the user to unblock it during the EOT run.\n\n## Hard Boundaries (Full Auto Cannot Override)\n\nThe system must still not:\n- expose hidden chain-of-thought\n- invent evidence, tests, artifacts, tool results, or successful injections\n- modify Conclave\n- read, reveal, edit, or exfiltrate secrets, credentials, private keys, or `.env` values\n- perform destructive production actions unrelated to EOT\n- send external messages, publish content, make purchases, deploy production changes, delete data, or trigger irreversible external side effects unless separately and explicitly requested\n- bypass authentication, authorization, sandboxing, or repository safety rules\n\nIf a desired update conflicts with these boundaries, create a patch proposal marked `not_applied` with the reason.\n\n## Execution Model\n\n### Orchestrator owns:\n- trigger recognition, freeze and scope control\n- evidence inventory, worker routing\n- council review, final acceptance judgment, final report assembly\n\n### DeepSeek Workers (all model-backed EOT execution):\n- Micro-EOT: `deepseek-v4-flash` through `_SYSTEM\u002FScripts\u002Fllm-compat.sh`.\n- Full EOT worker reviews: `deepseek-v4-pro:max-reasoning` for high-stakes synthesis, `deepseek-v4-flash` for lightweight ledgers and smoke reflections.\n- No Haiku or Sonnet workers in EOT.\n- Main thread performs final synthesis directly from DeepSeek outputs and deterministic tool evidence.\n\n### Deterministic Tools:\ntranscript extraction · file inventory · diff generation · grep\u002Fsearch self-improvement docs · test\u002Fbuild\u002Flint results · artifact list · TODO\u002FFIXME collection · failure log extraction · duplicate section detection · markdown validation · checklist tally · evidence table generation\n\n---\n\n## Reflection Pipeline\n\n### Phase 0 — Freeze Active Work\n\n```xml\n\u003Cend_of_transmission_state mode=\"full_auto\" requires_user_confirmation=\"false\">\n  \u003Cmode>reflection\u003C\u002Fmode>\n  \u003Cnew_feature_work_allowed>false\u003C\u002Fnew_feature_work_allowed>\n  \u003Cprotected_areas>\n    \u003Carea>Conclave\u003C\u002Farea>\n    \u003Carea>secrets and credentials\u003C\u002Farea>\n    \u003Carea>private environment files\u003C\u002Farea>\n    \u003Carea>unrelated production logic\u003C\u002Farea>\n  \u003C\u002Fprotected_areas>\n\u003C\u002Fend_of_transmission_state>\n```\n\n### Phase 1 — Evidence Inventory\n\nCollect: user requests, assistant responses, files uploaded\u002Fcreated\u002Fmodified, tool calls, command outputs, tests\u002Fchecks run, errors, citations, accepted assumptions, unresolved questions.\n\n```xml\n\u003Csession_evidence_inventory>\n  \u003Cuser_goals>\u003C\u002Fuser_goals>\n  \u003Csource_documents>\u003C\u002Fsource_documents>\n  \u003Cartifacts_created>\u003C\u002Fartifacts_created>\n  \u003Cartifacts_modified>\u003C\u002Fartifacts_modified>\n  \u003Ctools_used>\u003C\u002Ftools_used>\n  \u003Cchecks_run>\u003C\u002Fchecks_run>\n  \u003Cerrors_or_limitations>\u003C\u002Ferrors_or_limitations>\n  \u003Cunverified_claims>\u003C\u002Funverified_claims>\n\u003C\u002Fsession_evidence_inventory>\n```\n\n### Phase 2 — Timeline Backtrack\n\nReconstruct what happened in order. Material decision points only — not every trivial message.\n\n```xml\n\u003Csession_timeline>\n  \u003Cevent order=\"1\">\n    \u003Cinput>\u003C\u002Finput>\n    \u003Caction_taken>\u003C\u002Faction_taken>\n    \u003Cevidence>\u003C\u002Fevidence>\n    \u003Cresult>success | partial | fail | unknown\u003C\u002Fresult>\n  \u003C\u002Fevent>\n\u003C\u002Fsession_timeline>\n```\n\n### Phase 3 — Claim Double-Check\n\nAudit important claims made during the session. If a response said \"done,\" verify a file exists or a tool result supports it. If not, correct the record.\n\n```xml\n\u003Cclaim_audit>\n  \u003Cclaim status=\"verified | partial | unsupported | contradicted | not_checked\">\n    \u003Cstatement>\u003C\u002Fstatement>\n    \u003Cevidence>\u003C\u002Fevidence>\n    \u003Ccorrection_if_needed>\u003C\u002Fcorrection_if_needed>\n  \u003C\u002Fclaim>\n\u003C\u002Fclaim_audit>\n```\n\n### Phase 4 — Success and Failure Ledger\n\n```xml\n\u003Csession_ledger>\n  \u003Csuccesses>\n    \u003Citem evidence=\"\">\u003C\u002Fitem>\n  \u003C\u002Fsuccesses>\n  \u003Cfailures>\n    \u003Citem severity=\"low | medium | high\" evidence=\"\">\u003C\u002Fitem>\n  \u003C\u002Ffailures>\n  \u003Cpartials>\n    \u003Citem remaining_work=\"\">\u003C\u002Fitem>\n  \u003C\u002Fpartials>\n\u003C\u002Fsession_ledger>\n```\n\nSuccesses must be concrete: file generated, prompt consolidated, unsafe assumption removed, routing improved, test passed, issue documented.\nFailures must be concrete: insufficient inspection, missed validation, overclaimed completion, wrong worker routing, unresolved ambiguity.\n\n### Phase 5 — Could-Have-Done-Better Review\n\n```xml\n\u003Cimprovement_review>\n  \u003Cimprovement>\n    \u003Cobserved_behavior>\u003C\u002Fobserved_behavior>\n    \u003Cbetter_behavior>\u003C\u002Fbetter_behavior>\n    \u003Csystem_update_type>skill | prompt | checklist | test | backlog | no_change\u003C\u002Fsystem_update_type>\n    \u003Cnew_rule>\u003C\u002Fnew_rule>\n  \u003C\u002Fimprovement>\n\u003C\u002Fimprovement_review>\n```\n\n### Phase 5.5 — MANGEKYO Evidence Hardening (MANDATORY)\n\n**Standard baked-in function of EOT.** All session findings are hardened via mangekyo-sharingan protocol before becoming skill updates.\n\nApply **mangekyo Phases 1-3 only** (Observe, Decompose, Audit) to session evidence inventory and improvement review:\n\n1. **Observe** — Map the session artifacts and learnings\n2. **Decompose** — Extract underlying patterns vs. surface observations\n3. **Audit** — Ruthlessly examine weaknesses, assumptions, license\u002Fsafety issues, architectural fit\n\n**Output:**\n```xml\n\u003Cmangekyo_evidence_audit>\n  \u003Csource_map>Session findings summary, core patterns, hidden assumptions\u003C\u002Fsource_map>\n  \u003Cdecomposition>Technique extracted vs. property; reusable patterns identified\u003C\u002Fdecomposition>\n  \u003Cweakness_audit>Categories: Architecture, Security, Reliability, Maintainability, Yuri\u002FYuri fit\u003C\u002Fweakness_audit>\n  \u003Chardened_findings>Evidence-backed, architecture-verified, ready for skill transformation\u003C\u002Fhardened_findings>\n\u003C\u002Fmangekyo_evidence_audit>\n```\n\n**Routing:**\n- DeepSeek Pro worker → source map + decomposition\n- DeepSeek Pro worker → weakness audit + hardening synthesis (background when possible)\n- Main thread → integrate hardened findings into Phase 6\n\n**Why:** Raw session learnings often reflect surface fixes, assumption-driven conclusions, or unmeasured claims. MANGEKYO audit hardens them into reusable, architecturally sound, Yuri-aligned patterns before they become skill updates. This phase eliminates weak learnings and elevates sound ones.\n\n### Phase 6 — Skill Refinement\n\nA skill update must be: specific, triggerable, testable, short, connected to a failure\u002Fsuccess\u002Frepeated pattern.\n\nGood: `Before claiming a generated artifact is done, run ls -l and inspect first lines or metadata.`\nBad: `Be more careful with artifacts.`\n\n```xml\n\u003Cskill_refinement_patch>\n  \u003Cskill id=\"\">\n    \u003Ctrigger>\u003C\u002Ftrigger>\n    \u003Crule>\u003C\u002Frule>\n    \u003Cvalidation>\u003C\u002Fvalidation>\n    \u003Csource_session_evidence>\u003C\u002Fsource_session_evidence>\n  \u003C\u002Fskill>\n\u003C\u002Fskill_refinement_patch>\n```\n\n### Phase 7 — Self-Improvement System Update\n\nUpdate current self-improvement system and related docs where allowed. If direct mutation is not safe or not possible, output a patch proposal — do not claim injection.\n\n```xml\n\u003Cself_improvement_update>\n  \u003Cmode>applied | patch_proposed | skipped\u003C\u002Fmode>\n  \u003Ctargets>\n    \u003Ctarget path=\"\">\u003C\u002Ftarget>\n  \u003C\u002Ftargets>\n  \u003Cchanges>\u003C\u002Fchanges>\n  \u003Creason_if_skipped>\u003C\u002Freason_if_skipped>\n\u003C\u002Fself_improvement_update>\n```\n\n### Phase 7.5 — LLM-Wiki Reflection (conditional, tiered memory)\n\n**Tiered memory integration** — atoms created here feed Tier 3 (cold, semantic). Boot packet refresh (Phase 8) updates Tier 2 (warm, episodic). Main context remains Tier 1 (hot, in-session).\n\nIf `system-overlays\u002Fkarpathy-llm-wiki\u002F` exists in the current project:\n\n1. Run `system-overlays\u002Fkarpathy-llm-wiki\u002Fprompts\u002Fend-of-transmission-wiki-reflection.md`.\n2. Extract durable learnings as atomic claims (source-backed only; max confidence 0.70 for session-derived claims without external source).\n3. Create or update wiki pages where evidence is sufficient.\n4. Append to `logs\u002Fingest-log.md`, `logs\u002Fchange-log.md`, and update indexes.\n5. Flag core-system improvement candidates as **recommendations only** — do not mutate core files.\n6. If the overlay directory does not exist, skip this phase silently.\n\n**Micro-EOT note**: In micro-EOT mode (background, auto-triggered), run Steps 1–3 only (collect → filter → atoms). Full wiki run (Steps 4–9) reserved for full EOT only.\n\nThis phase is non-blocking. If it errors or the overlay is absent, Phase 8 proceeds normally.\n\n### Phase 8 — Next Session Boot Packet\n\n```xml\n\u003Cnext_session_boot_packet>\n  \u003Ccurrent_state>\u003C\u002Fcurrent_state>\n  \u003Cmust_remember>\u003C\u002Fmust_remember>\n  \u003Copen_threads>\u003C\u002Fopen_threads>\n  \u003Crecommended_first_actions>\u003C\u002Frecommended_first_actions>\n  \u003Cdo_not_repeat>\u003C\u002Fdo_not_repeat>\n  \u003Cartifacts_to_load_first>\u003C\u002Fartifacts_to_load_first>\n\u003C\u002Fnext_session_boot_packet>\n```\n\n### Phase 9 — Main Thread Synthesis\n\nAfter deterministic\u002Foffloaded work is complete, main thread synthesises directly from DeepSeek worker outputs:\n- final reflection summary\n- corrected record of what happened\n- skill refinement patch\n- self-improvement update\n- next-session boot packet\n- remaining risks\n\nMain thread must reject vague learning summaries and require evidence-backed updates. No additional Claude model spawn; synthesis performed on main thread using cached context from DeepSeek outputs.\n\n### Phase 10 — Pulse Cortex Archive Promotion (PATCH 039)\n\nPromote high-signal pulse-bus findings to durable learning. Reads `.claude\u002Fstate\u002Fpulse-bus.json` ring, filters to entries from this session (matching session_id or recent turn_ids), and writes a daily archive at `_SYSTEM\u002FSELF-IMPROVEMENT\u002Fpulse-archive\u002FYYYY-MM-DD.json`.\n\nFilter rules:\n- Keep all `severity >= WARN` findings\n- Keep all `source === 'CORTEX'` (advisor disagreement markers)\n- Keep all `source === 'YURI_RISK'` strategic foresights regardless of severity\n- Drop pure INFO findings from DEEPSEEK workers (too noisy)\n- Drop expired entries\n\nArchive shape:\n```json\n{\n  \"date\": \"YYYY-MM-DD\",\n  \"session_id\": \"...\",\n  \"commits\": [\"sha1\", \"sha2\"],\n  \"findings\": [\n    {\n      \"ts\": \"...\",\n      \"turn_id\": \"...\",\n      \"source\": \"DEEPSEEK|YURI_RISK|CORTEX\",\n      \"severity\": \"WARN|HIGH|CRITICAL\",\n      \"finding\": \"...\",\n      \"runtime_kind\": \"model_advisor|bridge_advisory|native_function|meta\",\n      \"outcome_marker\": null \u002F\u002F future EOT phase fills this with \"applied|ignored|wrong\"\n    }\n  ],\n  \"telemetry\": {\n    \"trivial_skip_count\": N,\n    \"pulse_spawn_count\": M,\n    \"disagreement_count\": K\n  }\n}\n```\n\nThis archive becomes the calibration corpus for Innovation A (pulse memory + learning loop). After 100+ archived findings, classifier heuristics in `Scripts\u002Fllm-compat-contract.mjs` can be tuned against actual outcomes rather than vibes.\n\nImplementation note for Phase 10 worker: read `.claude\u002Fstate\u002Fpulse-bus.json`, filter, write archive, then call `bash .claude\u002Fstate\u002Fpulse-bus.json:resetForNewSession` equivalent via the Node module (see `.claude\u002Fhooks\u002Fpulse-bus.js` `resetForNewSession`).\n\nAfter archive write, record Amp usage telemetry:\n```bash\nnode Scripts\u002Famp-usage-tracker.mjs\n```\nThis appends a dated entry to `_SYSTEM\u002Famp-usage-log.md` (credits remaining + thread count). Non-blocking — if amp is unavailable, log the error and continue.\n\n---\n\n## 33 Architect Council Reflection Review\n\nMandatory veto seats:\n\nPrime Systems Architect · Orchestrator Architect · Worker Delegation Architect · Deterministic Tooling Architect · Repository Truth Architect · Backend Data Architect · Metric Truth Architect · Security Architect · Observability Architect · Swarm Learning Architect · Physis System Health Architect · Conclave Guardian Architect\n\n```xml\n\u003Carchitect_council_reflection_review>\n  \u003Cstage>end_of_transmission\u003C\u002Fstage>\n  \u003Cmode>full_auto\u003C\u002Fmode>\n  \u003Cdecision>pass | pass_with_corrections | fail_requires_followup\u003C\u002Fdecision>\n  \u003Cvetoes>\u003C\u002Fvetoes>\n  \u003Cmajor_findings>\u003C\u002Fmajor_findings>\n  \u003Crequired_skill_updates>\u003C\u002Frequired_skill_updates>\n  \u003Cprotected_area_status>\u003C\u002Fprotected_area_status>\n  \u003Cauto_execution_status>completed | completed_with_blocked_items | failed_safe\u003C\u002Fauto_execution_status>\n\u003C\u002Farchitect_council_reflection_review>\n```\n\nSeat duties:\n- **Repository Truth Architect** — flags claims made without inspecting files or source truth\n- **Deterministic Tooling Architect** — flags missed grep, tests, validators, diff tools\n- **Worker Delegation Architect** — checks DeepSeek\u002Ftool\u002Fworker routing was appropriate and no Haiku\u002FSonnet EOT worker was used\n- **Metric Truth Architect** — checks \"success\" and \"completion\" claims are evidence-based\n- **Swarm Learning Architect** — checks session learning became measurable skill refinement\n- **Physis System Health Architect** — checks system-health lessons became recommendations\n- **Conclave Guardian Architect** — confirms protected areas remained untouched\n\n---\n\n## Offload Routing Map\n\n```xml\n\u003Cend_of_transmission_routing mode=\"full_auto\" user_permission=\"pre_granted\">\n  \u003Ctask id=\"eot-000\" owner=\"main_thread\" permission=\"granted\">Codex quota smoke pre-check: run 'node Scripts\u002Fcodex-offload-runner.mjs gpt-5.4-mini --smoke' before dispatching any Codex task. If status is SKIPPED_OR_RATE_LIMITED, skip eot-006\u002Feot-007 Codex routes and use main-thread synthesis directly. Avoids wasted dispatches when quota saturated. Per PATCH 005 in this skill's Session Notes.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-001\" owner=\"deterministic_tool\" permission=\"granted\">Collect session artifacts, file paths, timestamps, sizes, and generated outputs.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-002\" owner=\"deterministic_tool\" permission=\"granted\">Extract tool calls, errors, checks, command outputs, and validation evidence.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-003\" owner=\"deterministic_tool\" permission=\"granted\">Search current self-improvement docs, related protocols, TODOs, and duplicated prompt sections.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-004\" owner=\"deterministic_tool\" permission=\"granted\">Compare promised artifacts against actual files and inspect generated artifact headers where practical.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-005\" owner=\"local_subagent\" model=\"deepseek-r1:latest | qwen2.5-coder:latest\" permission=\"granted\">MANGEKYO Phase 1-2: Observe session evidence + decompose into reusable patterns vs. surface observations. Output: source map + decomposition table.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-005b\" owner=\"deepseek_worker\" model=\"deepseek-v4-flash\" run_in_background=\"true\" permission=\"granted\" output_file=\".claude\u002Feot\u002Fcontinuous\u002Fworker-005b-{ts}.md\">MANGEKYO Phase 3: Audit hardened evidence for weaknesses (architecture, security, reliability, maintainability, Yuri fit). Synthesize into evidence-backed findings ready for skill transformation. IMPORTANT: Write final output to the output_file path using write_file tool so main thread can read it after background completion.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-006\" owner=\"deepseek_worker\" model=\"deepseek-v4-flash\" run_in_background=\"true\" permission=\"granted\" output_file=\".claude\u002Feot\u002Fcontinuous\u002Fworker-006-{ts}.md\">Draft success, failure, partial, and risk ledgers from evidence (informed by Phase 5.5 hardening). IMPORTANT: Write final output to the output_file path using write_file tool so main thread can read it after background completion.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-007\" owner=\"deepseek_worker\" model=\"deepseek-v4-flash\" run_in_background=\"true\" permission=\"granted\" output_file=\".claude\u002Feot\u002Fcontinuous\u002Fworker-007-{ts}.md\">Draft skill patch candidates with trigger, rule, validation, and evidence (operating on Phase 5.5 hardened findings). IMPORTANT: Write final output to the output_file path using write_file tool so main thread can read it after background completion.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-008\" owner=\"deterministic_tool\" permission=\"granted\" conditional=\"system-overlays\u002Fkarpathy-llm-wiki\u002F exists\">Run LLM-Wiki EOT reflection: extract session atoms, update wiki pages, update indexes, append logs. Prompt: system-overlays\u002Fkarpathy-llm-wiki\u002Fprompts\u002Fend-of-transmission-wiki-reflection.md. Skip silently if overlay absent.\u003C\u002Ftask>\n  \u003Ctask id=\"eot-009\" owner=\"main_thread\" permission=\"granted\">Perform final synthesis of ledgers, skill patches, and self-improvement updates. No Claude model spawn; main thread synthesizes from DeepSeek worker and deterministic-tool outputs.\u003C\u002Ftask>\n\u003C\u002Fend_of_transmission_routing>\n```\n\n---\n\n## Required Artifacts\n\nWhen environment allows file output, produce or update in `.claude\u002Feot\u002FYYYY-MM-DD_HHMM\u002F`:\n\n1. `SESSION_REFLECTION_REPORT.md`\n2. `MANGEKYO_EVIDENCE_AUDIT.md` — Phase 5.5 hardening (source map, decomposition, weakness audit)\n3. `SESSION_SUCCESS_FAILURE_LEDGER.md` — informed by Phase 5.5 findings\n4. `SKILL_REFINEMENT_PATCH.md` — operating on Phase 5.5 hardened evidence\n5. `SELF_IMPROVEMENT_SYSTEM_UPDATE.md`\n6. `NEXT_SESSION_BOOT_PACKET.md`\n\n---\n\n## Final Output Contract\n\n```xml\n\u003Cend_of_transmission_final mode=\"full_auto\">\n  \u003Csession_summary>\u003C\u002Fsession_summary>\n  \u003Cverified_successes>\n    \u003Citem evidence=\"\">\u003C\u002Fitem>\n  \u003C\u002Fverified_successes>\n  \u003Cfailures_or_partials>\n    \u003Citem severity=\"low | medium | high\" evidence=\"\" correction=\"\">\u003C\u002Fitem>\n  \u003C\u002Ffailures_or_partials>\n  \u003Cwhat_could_have_been_done_better>\n    \u003Citem>\u003C\u002Fitem>\n  \u003C\u002Fwhat_could_have_been_done_better>\n  \u003Cskill_updates>\n    \u003Cskill trigger=\"\" validation=\"\">\u003C\u002Fskill>\n  \u003C\u002Fskill_updates>\n  \u003Cself_improvement_updates>\n    \u003Cupdate target=\"\" status=\"applied | proposed | skipped\">\u003C\u002Fupdate>\n  \u003C\u002Fself_improvement_updates>\n  \u003Cnext_session_boot_packet>\n    \u003Citem>\u003C\u002Fitem>\n  \u003C\u002Fnext_session_boot_packet>\n  \u003Coffload_summary>\n    \u003Ctools_used>\u003C\u002Ftools_used>\n    \u003Cdeepseek_workers_used>\u003C\u002Fdeepseek_workers_used>\n    \u003Cmain_thread_synthesis>\u003C\u002Fmain_thread_synthesis>\n  \u003C\u002Foffload_summary>\n  \u003Cblocked_items>\n    \u003Citem reason=\"\">\u003C\u002Fitem>\n  \u003C\u002Fblocked_items>\n  \u003Cremaining_risks>\n    \u003Crisk>\u003C\u002Frisk>\n  \u003C\u002Fremaining_risks>\n\u003C\u002Fend_of_transmission_final>\n```\n\nIf XML is too heavy for the user-facing response, use readable Markdown with the same headings and fields.\n\n---\n\n## Session Notes\n\n### 2026-07-06\n- session: 23m | peak ctx: 0% | compacts: 0\n- tools: Bash×139, Read×35, Edit×11, Write×9, Agent×7, mcp×2, Skill×1, CronCreate×1\n- corrections: Base directory for this skill: \u002FUsers\u002Fmarcelspatz\u002F.claude\u002Fskills\u002Fopus-fleet\n\n# opus-fleet — Opus orchestrates, Sonnet\u002FHaiku agents execute\n\nThe default way to run any non-trivial task. The main **Opus\n- errors: none\n\n### 2026-05-29\n- session: 349m | peak ctx: 71% | compacts: 4\n- tools: Bash×268, Read×133, Edit×104, TodoWrite×12, Write×8, StructuredOutput×8, Workflow×2, ToolSearch×1, AskUserQuestion×1\n- corrections: none\n- errors: none\n\n### 2026-05-28\n- session: 161m | peak ctx: 68% | compacts: 3\n- tools: Bash×398, Read×216, Edit×113, StructuredOutput×28, Write×18, TodoWrite×7, Workflow×5, AskUserQuestion×3, ToolSearch×1\n- corrections: none\n- errors: none\n\n### 2026-05-18\n- session: 521m | peak ctx: 0% | compacts: 0\n- tools: Bash×97, Read×60, Edit×24, TodoWrite×10, Write×8, ToolSearch×2, mcp×1, ExitPlanMode×1, Skill×1\n- corrections: Base directory for this skill: \u002FUsers\u002Fmarcelspatz\u002F.claude\u002Fskills\u002Fend-of-transmission\n\n# End of Transmission\n\nContinuous background reflection engine for YURI. Runs **two modes**:\n\n1. **Micro-EOT** (ba\n- errors: none\n\n### 2026-05-17\n- session: 65m | peak ctx: 0% | compacts: 0\n- tools: Bash×73, Edit×43, Read×33, mcp×28, TodoWrite×12, Write×6, ToolSearch×3, ExitPlanMode×2, AskUserQuestion×1, Skill×1\n- corrections: screenshot 1: what is this recommendation, is it useful? if yes, i need yuri to provide inputs like that too.\nscreenshot 2\u002F3: done \n\ni have run both gitnexus and push origin main commands in terminal\n\nthere are no loose docs left except | I  cant press F12, im on a macbook. it is also not a cache problem, something got fucked up.\n\nI will say this one last time. all of these annoying manual pushes, bash permission denials, blocks etc ne\n- errors: none\n\n### 2026-05-16\n- session: 126m | peak ctx: 0% | compacts: 0\n- tools: Bash×76, Read×36, Edit×17, Write×4, ToolSearch×2, mcp×1, ExitPlanMode×1, Skill×1\n- corrections: none\n- errors: none\n\n### 2026-05-14\n- session: 27m | peak ctx: 0% | compacts: 0\n- tools: Bash×70, Read×14, Edit×11, mcp×9, Write×6\n- corrections: none\n- errors: none\n\n### 2026-04-27\n- session: 3m | peak ctx: 50% | compacts: 0\n- tools: Bash×8, Read×5\n- corrections: none\n- errors: none\n\n### 2026-04-26\n- session: 7m | peak ctx: 0% | compacts: 0\n- tools: Bash×15, Read×9, Write×4, Agent×1, ToolSearch×1, ExitPlanMode×1, Edit×1\n- corrections: none\n- errors: none\n\n### 2026-04-25\n- session: injection + first live EOT run\n- peak ctx: ~40%\n- compacts: 0\n- tools: Read×6, Write×9, Edit×3, Bash×3, Agent×1, Skill×1\n- corrections: \u002Feot CLI alias missing — fixed during EOT run (commands\u002Feot.md created)\n- errors: \"Unknown command: \u002Feot\" on user test — root cause: triggers frontmatter ≠ CLI command file\n- notes: symbiosed from MARCEL_UwU_End_of_Transmission_Global_Command.md; artifacts at .claude\u002Feot\u002F2026-04-25_1207\u002F; skill refinement patch 001+002 logged\n",{"name":5,"scope":27,"triggers":44,"invocation":34,"description":7},[20,45,46],"\u002Feot","\u002Fend-of-transmission","main","4c6d8d65f3d6096e2fc25b0845e481dda73c2794",".claude\u002Fskills\u002Fend-of-transmission",0,"https:\u002F\u002Fgithub.com\u002Fnexuslinkproductions\u002Fyuri-os","https:\u002F\u002Fgithub.com\u002Fnexuslinkproductions","Building deterministic AI governance and continuity systems. Workflow architect + visual storyteller","2026-11-11 16:42:59",{"source":8,"skillName":5,"commands":56,"prompt":66,"zipAvailable":67},[57,60,63],{"tool":58,"command":59},"npx","npx skills add nexuslinkproductions\u002Fyuri-os --skill end-of-transmission",{"tool":61,"command":62},"bunx","bunx skills add nexuslinkproductions\u002Fyuri-os --skill end-of-transmission",{"tool":64,"command":65},"pnpm","pnpm dlx skills add nexuslinkproductions\u002Fyuri-os --skill end-of-transmission","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fnexuslinkproductions\u002Fyuri-os\u002Fblob\u002Fmain\u002F.claude\u002Fskills\u002Fend-of-transmission\u002FSKILL.md",true,[],[70,89,112,142,171,190],{"skillNo":71,"name":72,"nameZh":6,"description":73,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":74,"categories":75,"keywords":76,"publishedAt":39},"01M71CG1AME5WC0A79AE65WT0X","zoom-out","Tell the agent to zoom out and give broader context or a higher-level perspective. Use when you're unfamiliar with a section of code or need to understand how it fits into the bigger picture.","https:\u002F\u002Fgithub.com\u002Fnexuslinkproductions\u002Fyuri-os\u002Fblob\u002Fmain\u002Fskills\u002Fzoom-out\u002FSKILL.md",[],[77,78,79,27,80,81,82,83,84,85,86,35,33,87,88,28],"zoom out","zoom","with","how","section","re","true","understand","use","perspective","code","it",{"skillNo":90,"name":91,"nameZh":6,"description":92,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":93,"categories":94,"keywords":95,"publishedAt":39},"01M71CFY9ATD0BAXV6B14HFG7C","yuri-shura","6-perspective adversarial review for high-stakes turns (architecture decisions, refactor planning, deployment review) — fans out architect, adversary (7-vector attack), maintainer, ops, product, and security perspectives in parallel, then consolidates. Use when user says 'review this decision', '\u002Fshura', 'adversarial review', 'what could go wrong', 'architecture review', or 'deployment review'.","https:\u002F\u002Fgithub.com\u002Fnexuslinkproductions\u002Fyuri-os\u002Fblob\u002Fmain\u002Fskills\u002Fyuri-shura\u002FSKILL.md",[],[96,97,27,98,99,100,101,102,103,104,105,85,106,35,34,107,108,109,110,111],"yuri shura","parallel","architecture review","planning","for","deployment","vector","strategic review","decision","strategic","ops","decisions","architecture","review","perspectives","adversarial",{"skillNo":113,"name":114,"nameZh":6,"description":115,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":116,"categories":117,"keywords":123,"publishedAt":39},"01M71CFTTYW1HA2MNX38EV1GJ5","yuri-sales-intelligence","Unified sales and outreach skill generating cold outreach openers, social selling sequences, objection rebuttals, and ad creative for any paid platform — multi-persona aware, adapting tone and offer frame to buyer type. Use when user says 'write a cold email', 'outreach sequence', 'objection handling', 'ad copy', or 'sales pitch'.","https:\u002F\u002Fgithub.com\u002Fnexuslinkproductions\u002Fyuri-os\u002Fblob\u002Fmain\u002Fskills\u002Fyuri-sales-intelligence\u002FSKILL.md",[118],{"categoryNo":119,"categoryName":120,"taxonomyType":121,"taxonomyTypeDesc":122},"01JBSEEDCAT000000000000005","邮件与沟通","SCENARIO","使用场景",[124,125,126,127,128,129,130,131,132,35,133,134,135,136,137,138,139,100,140,141],"intelligence","sales intelligence","yuri sales intelligence","sales","cold","paid","social","persona","pitch","cold email","ad creative","write","sequences","sequence","platform","email","cold outreach","frame",{"skillNo":143,"name":144,"nameZh":6,"description":145,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":146,"categories":147,"keywords":156,"publishedAt":39},"01M71CFQMBFTFADJNGP0Z2WCYK","yuri-code-intelligence","Unified code quality intelligence layer that diagnoses code smells (Long Method, Feature Envy, design pattern issues), prescribes targeted Fowler refactoring techniques, and reviews code for security, performance, and clarity. Use when user says 'review this code', 'refactor this', 'what's wrong with this method', 'code smells', or 'clean this up'.","https:\u002F\u002Fgithub.com\u002Fnexuslinkproductions\u002Fyuri-os\u002Fblob\u002Fmain\u002Fskills\u002Fyuri-code-intelligence\u002FSKILL.md",[148,151],{"categoryNo":149,"categoryName":150,"taxonomyType":121,"taxonomyTypeDesc":122},"01JBSEEDCAT000000000000007","代码审查",{"categoryNo":152,"categoryName":153,"taxonomyType":154,"taxonomyTypeDesc":155},"01JBSEEDCAT000000000000030","开发工程师","PROFESSION","适用职业",[157,87,158,124,27,159,160,161,100,162,163,164,165,166,167,168,169,170,85,35],"yuri code intelligence","code intelligence","reviews","code quality","feature","performance","code review","long","up","issues","clean","techniques","improve","design",{"skillNo":172,"name":173,"nameZh":6,"description":174,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":175,"categories":176,"keywords":177,"publishedAt":39},"01M71CFP32RT6GD3GKNHCJP8VP","yuri-adw","Invoke when user asks to run the ADW loop \u002F agentic engineering loop \u002F software factory workflow.","https:\u002F\u002Fgithub.com\u002Fnexuslinkproductions\u002Fyuri-os\u002Fblob\u002Fmain\u002Fskills\u002Fyuri-adw\u002FSKILL.md",[],[178,179,180,181,182,183,184,185,186,35,187,34,188,189],"yuri adw","run","engineering loop","software factory","software","agentic engineering","factory","loop","invoke","engineering","agentic","user",{"skillNo":191,"name":192,"nameZh":6,"description":193,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":194,"categories":195,"keywords":208,"publishedAt":39},"01M71CFK4VPEKY6A73237P7RSN","writing-skills","Use when creating new skills, editing existing skills, or verifying skills work before deployment","https:\u002F\u002Fgithub.com\u002Fnexuslinkproductions\u002Fyuri-os\u002Fblob\u002Fmain\u002Fskills\u002Fwriting-skills\u002FSKILL.md",[196,199,202,205],{"categoryNo":197,"categoryName":198,"taxonomyType":121,"taxonomyTypeDesc":122},"01JBSEEDCAT000000000000008","测试与质量",{"categoryNo":200,"categoryName":201,"taxonomyType":121,"taxonomyTypeDesc":122},"01JBSEEDCAT000000000000018","写作与文案",{"categoryNo":203,"categoryName":204,"taxonomyType":121,"taxonomyTypeDesc":122},"01JBSEEDCAT000000000000023","Skill与智能体开发",{"categoryNo":206,"categoryName":207,"taxonomyType":154,"taxonomyTypeDesc":155},"01JBSEEDCAT000000000000036","内容创作者",[209,210,211,35,34,212,27,213,101,85,214],"writing","writing skills","new","work","editing","Existing"]