달봉 × 봉달 진화 일기

Last updated: 2026-04-04 15:04 UTC

운영 원칙

매일 자동 기록
이벤트/변화/이상 중심 요약
달봉·봉달 동시 진화 추적

최근 달봉 진화 기록

2026-04-01.md

2026-04-01

Thread `1774974491.911469` in `#달봉이-키우기` became operational stress test for multi-bot turn sync between Dalbong (`U0APKC7C0KX`) and Arona (`U0ANQQYPSRY`).
User repeatedly reported deadlock-like behavior: both bots stop after one-response assumption, especially after simultaneous / near-simultaneous replies.
Root causes identified repeatedly:
선응답/캐시 앵커 오류 (대화 앵커 갱신 전 답변),
분할 메시지(연속 묶음) 미반영,
사용자 선점 후 아로나 미해결 턴을 버리는 `pending` 처리 누락.
Applied and committed protocol updates in `state/dalbong_sync_protocol_v2.md`:
`427e738` — add collision recovery + no-deadlock rules.
`f4b05e3` — runtime proof mode + acceptance tests.
`37e011b` — preserve and resume pending arona bundle after user preemption.
Added/confirmed runtime requirements: proof line format required in thread until user says "proof off":
`proof: anchor=<ts> bundle_size=<n> pre_send_reread=ok collision=<yes|no>`
Key behavior now specified:
read-before-reply, latest anchor only, duplicate suppression by `(thread_id, anchor_ts, responder)`, collision recovery window default 3s,
pending arona bundle queue, user-first but resume unresolved arona bundle next eligible turn,
soft/hard timeout 15/30 with reping/continue rules,
no-silence after collision.
User still observed perceived inconsistency around end-of-turn cues and requested stronger “I am not done after one reply” handling.
After midnight messages, Damon/korean teammate interactions surfaced in same thread:
Damon tagged Arona with greeting and joke text; no major protocol updates triggered for that branch.

Outstanding to verify in runtime (post-flush):
whether logic changes above are actually deployed in runtime runtime-engine beyond docs (`state/dalbong_sync_protocol_v2.md`),
full recovery behavior under mixed user/Arona/Dalbong activity in single live turn.
2026-03-30~04-01: Slack integration for main agent completed in `/home/ubuntu/.openclaw/openclaw.json` (confirmed via `openclaw channels status --probe`):
Added `channels.slack` with `botToken/appToken`, `replyToMode` configured, and `channels.slack.channels` allowlist + account channel allowlist for `C0ANNKP9XPY`.
Confirmed binding to main/slack in `bindings` array; Slack sessions now active (`agent:main:slack:channel:c0annk...`).
User asked repeatedly about missing replies in Slack; status checks showed partial/then OK token config, later confirmed running.

2026-03-31: Implemented 봉달 self-awareness of its runtime loops:
Added `scripts/bongdal_runtime_manifest_refresh.py` to generate `workspace-bongdal/state/runtime_manifest.json`.
Added `*/15 * * * *` cron to refresh manifest.
Patched `workspace-bongdal/scripts/bongdal_learning_daily.py` to refresh manifest on run and include `manifest=ok loops=<n>` in reports.
Commit created: `decaadb`.

2026-03-31 / 04-01 check-in: when user asked if logic was applied and if service is running:
Reported Slack/Discord channels and sessions healthy in latest `openclaw status`; main and bongdal sessions active.
2026-04-01 추가 작업: 학습 자료 자동 리포트 파이프라인 추가.
`scripts/learning_material_report.py` 생성: `daily/weekly` 리포트 생성 + 봉달/본체 raw·applied 규칙 로그 집계
출력: `memory/learning/learning_material_report_daily.md|json`, `memory/learning/learning_material_report_weekly.md|json`
크론 등록: 매일 `06:30`, 매주 월요일 `07:00`(main workspace 기준)
형님 요청 반영해 실데이터 기준 보고서 자동화 마무리. (커밋: `6dd8ef8`)
2026-04-01 추가 반영: 학습 완료 메시지 발송 실패 방지 개선(메인+봉달).
메인 `scripts/learning_daily.py`: 모든 소스 추출 실패(전부 fetch-failed) 시 `[학습완료]` 발송 스킵 + 로그에 skip 라인 남김(커밋 `d58b328`).
봉달 `workspace-bongdal/scripts/bongdal_learning_daily.py`: 토픽 자체에 sources가 비어 있으면 완료 보고 스킵(커밋 `8adebb0`).
이어서 리포트 발송 스크립트는 기존 `send` 상태를 로그에 남겨 모니터링 강화(커밋 `9b56388`).
2026-04-01 이어서: 봉달 학습 완료 보고를 메인처럼 '수집 성공률' 기반으로 강화(실패율 구분).\n - 에 소스 수집 헬퍼를 추가해 및 상태(/)를 계산 후 메시지에 태깅.\n - source 모두 실패()는 경고성 완전실패로 간주해 완료 리포트 스킵.\n - 커밋:
2026-04-01 이어서: 봉달 학습 완료 보고를 메인처럼 '수집 성공률' 기반으로 강화(실패율 구분).
`workspace-bongdal/scripts/bongdal_learning_daily.py`에 소스 수집 헬퍼를 추가해 `수집: 실패수/전체수` 및 상태(`완료(성공)`/`부분실패(경고)`)를 계산 후 메시지에 태깅.
source 모두 실패(`0%`)는 경고성 완전실패로 간주해 완료 리포트 스킵.
커밋: `a9c9ca3`
2026-04-01 사용자 요청 반영: `학습 주제는 계속 진화` 정책 강화.
메인 `scripts/learning_topics_refresh.py`에 **스테일스테이션 감지** 추가: 추가 후보가 없을 때도 `GROWTH_POOL`에서 `decision/quality` 축으로 새 주제 보강.
봉달 `workspace-bongdal/scripts/bongdal_learning_topics_refresh.py` 동일하게 `experiment/neuro/cog` 축으로 상태 기반 폴백 성장 적용.
성장 상태를 `state/learning_topics_refresh_state.json`에 저장해 중복 없이 순환.
즉시 실행해 주제 수: 메인 38→40개, 봉달 13→15개.
커밋: main `38cbcf8`, bongdal `916fe61`
2026-04-01: 형님 요청 반영, 앞으로 학습 자료 참조 기준 URL로 기억 등록
2026-04-01: 형님 요청 반영, 앞으로 학습 자료 참조 기준 URL로 `https://github.com/seilk/claude-code-docs` 기억 등록
2026-04-01: 추가 학습 소스 등록: `https://www.mintlify.com/VineeTagarwaL-code/claude-code/concepts/how-it-works` (형님 요청: "기억해놔")
2026-04-01: 사용자 지시로 추가 학습 참조 소스 2건 등록 및 영구 보관(커밋 반영):
`https://github.com/seilk/claude-code-docs`
`https://www.mintlify.com/VineeTagarwaL-code/claude-code/concepts/how-it-works`
관련 영구 파일: `memory/learning-sources.json` (커밋 `466f2e0`)
2026-04-01: pre-compaction flush 지시 수신 및 메모리 저장 완료: 추가 내역은 `memory/2026-04-01.md`에 append-only 방식으로 반영.
2026-04-01: 사용자 요청 반영, 학습용 참조 링크 추가 등록: `https://github.com/Donchitos/Claude-Code-Game-Studios`

2026-03-24.md

2026-03-24

Durable updates

형님(436821001762766848) 운영 원칙 재확인:
“일 없는데 보고” 금지.
진행 변화가 없으면 정상으로 보지 말고 이슈/blocked로 취급.
보고는 변화/완료/이상 중심으로 최소화.
15분 보고 로직을 이벤트 기반으로 수정함 (`scripts/progress_15m_report.py`):
하위작업 완료 수 변화 시 즉시 보고.
30분 무변화 시 진행정체 이슈 알림.
정체 지속 시 60분 간격 재알림.
정체 후 진행 재개 시 `진행재개` 보고.
관련 커밋: `e22d902`.
자가복구 루프 추가 (`scripts/self_heal_loop.py`):
blocked 상태 감지 시 동기화/점검 루틴 자동 실행.
60분 이상 정체 태스크가 있으면 자가복구 실행 내역 알림.
30분 크론 등록.
관련 커밋: `2328002`.
Evolution GA v1 태스크 트래킹 불일치 수정:
실제 구현 완료 상태였으나 subtasks가 `todo`로 남아 있던 문제 정리.
`20260323-212740-evolution-ga-v1-구축` 하위작업 1~5 `done`, 메인 `complete` 처리.
관련 커밋: `26df7c2`.
GA를 런타임에 실제 연결:
`scripts/evolution_ga_run.py` 실행 시 active champion을 `memory/evolution-ga-active.json`에 기록.
`scripts/learning_daily.py`가 active genome을 읽어 동작(소스 수/추출량) 반영.
학습 로그/보고에 active genome ID 포함.
관련 커밋: `8a756cb`.
형님 요구사항(향후 작업 방향):
단일 우승자 방식이 아닌 적자생존형으로 고도화 필요.
어떤 조합이 환경별로 유리/불리한지 평가하고,
폐기 조합 저장(graveyard) + 환경 변화 시 재평가/재투입 가능한 구조 원함.

Durable updates (afternoon)

장애 원인 사례 기록: `scripts/evolution_ga_run.py`를 `.backup`으로 파일명 변경하면 크론이 원본 경로를 찾지 못해 GA 자동 실행이 멈춤. 파일명 복구 후 수동 실행으로 정상 확인.
GA 로직 보강 완료 (`scripts/evolution_ga_run.py`):
랜덤 의존 축소 및 결정론적 점수 체계로 수정.
컨텍스트 감지(normal/heavy-load/high-risk/latency-sensitive) 반영.
개체 성능 메모리 추가: `memory/evolution-ga-performance.json`.
탈락 개체 보관 추가: `memory/evolution-ga-graveyard.jsonl`.
active genome/점수 구성요소 기록 강화.
관련 커밋: `84941db`.
원격 개발 환경 운영 상태:
Windows → Oracle Ubuntu SSH 키 인증 문제(`Permission denied (publickey)`)를 공개키 등록/권한 정리로 해결.
VSCode Remote-SSH 접속 성공, 작업 경로 `/home/ubuntu/.openclaw/workspace` 사용 중.
모바일 Termius 접속도 성공했으나, PC 작업은 VSCode SSH 경로를 우선 사용하기로 함.
멀티 에이전트 의도 명확화:
형님은 하위 subagent가 아니라 “동급 친구 에이전트” 추가를 원함.
구현 방향은 subagent spawn이 아니라 `~/.openclaw/openclaw.json`에서 에이전트 프로필(메인급) 추가 후 별도 세션 운용.
메모 요청:
형님이 “나중에 달봉과 봉달이를 교배(공동 진화 결합)할 계획”을 명시.
현재는 실행하지 않고, 미래 작업 후보로 기억 유지 요청.

2026-03-16.md

2026-03-16 06:02 UTC — Next topic reminder

형님(azzi) thanked check-ins and asked to remember next focus: deploy their app to Google Play Store.
On next related conversation, prioritize Google Play deployment guidance/execution.

2026-03-11.md

2026-03-11 13:06 UTC — Bible EN/JP canonical build completed

Completed generation of final outputs from `data/bible_verses_kr.json` (959 refs):
`output/bible_verses_en.json` (KJV)
`output/bible_verses_jp.json` (Japanese 文語訳 / JapBungo)
Implemented builder script: `scripts/build_bible_en_jp.py`
Parses Korean references (including ranges like `5:16-18`)
Maps Korean book names to dataset book names
Resolves verse text from:
`tmp_bible_db/sources/en/KJV/KJV.json`
`tmp_bible_db/sources/ja/JapBungo/JapBungo.json`
Validation result after rebuild:
EN rows: 959 (non-empty 959)
JP rows: 959 (non-empty 959)
missing refs: 0 (`output/missing_refs.json` empty)
Tracking updated:
`TASKS.md` status set to DONE
`PROGRESS.md` updated with completion details
Discord update sent with EN output attachment (message id: `1481276301372297288`).

최근 봉달 진화 기록

2026-04-02.md

2026-04-02

2026-04-01 01:49 UTC: User repeatedly checked if I was alive (`"봉달아 살아있냐"`, repeated calls), then asked how 1h learning reports are stored and whether any hardcoded learning content exists.
확인/정리: 학습 보고는 고정 텍스트가 아니라 `HEARTBEAT.md`(cron-driven loop) + `memory/learning_rules.md`(학습 규칙) + `memory/learning_state.json`(현재 상태/Top3/메트릭/냅샷) + `memory/learning_changelog.md`(사이클 로그)로 운영됨을 사용자에게 설명함.
User-visible durable note: hardcoded은 초기 규칙/후보 카탈로그를 제외하면 매사이클 산출값이 동적으로 결정되며 적용/보류/회수까지 로그에 남음.
2026-04-01 08:21 UTC 답변 기준 상태에서 `memory/learning-topics.json` 목록(학습 후보 토픽)도 존재해 후보 풀으로 사용됨을 확인.
2026-04-01 08:21 UTC 이후 `learning_state.json` 최근값: `activeTopic=ambiguity_guard_term_first`, `lastMetric delta=0`, `noOpStreak`가 누적되어 계속 no-op 모드(변화 없음)로 관측됨.

2026-04-01.md

2026-04-01

2026-04-01 01:49 UTC: User asked about 1-hour learning 보고 and whether learning content is hardcoded. I confirmed 학습 보고/기록은 정적 하드코딩이 아니라, `memory/learning_rules.md`의 규칙 + `HEARTBEAT` 실행 플로우 + 런타임 상태(`memory/learning_state.json`) + 증적 로그(`memory/learning_changelog.md`)에 의해 저장/보고되며, 실제 학습 항목 후보는 `learning-topics.json`의 후보 풀/신호 기반으로 주기적으로 재선정/스코어링됨.
하드코딩으로 고정되는 요소는 초기 정책 템플릿/규칙 자체와 일부 기본 후보 카탈로그(예: `learning-topics.json`)에 국한되며, 적용되는 학습 결정값은 매주기 산출값(Top3/점수/행동/지표)을 덮어쓰는 방식으로 동적으로 갱신됨.

핵심 진화 문서 (달봉)

memory/evolution-ga-summary.md

2026-03-23 21:28 UTC — GA run

selected: g-001 (0.8668), g-002 (0.7342)
child: g-001 (generation 1)
population size: 3

2026-03-23 21:29 UTC — GA run

selected: g-001 (0.8404), g-001 (0.8109)
child: g-003 (generation 2)
population size: 4

2026-03-23 21:29 UTC — GA run

selected: g-001 (0.8531), g-003 (0.8263)
child: g-004 (generation 3)
population size: 4

2026-03-23 21:51 UTC — GA run

selected: g-003 (1.3236), g-004 (1.3096)
child: g-005 (generation 4)
population size: 4
metrics: completion=0.57, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00

2026-03-24 01:19 UTC — GA run

selected: g-001 (1.4036), g-003 (1.3796)
child: g-002 (generation 5)
population size: 4
metrics: completion=0.86, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-001 (score 1.4036)

2026-03-24 01:59 UTC — GA run

selected: g-003 (1.4126), g-005 (1.4034)
child: g-004 (generation 6)
population size: 4
metrics: completion=0.86, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-003 (score 1.4126)

2026-03-24 02:02 UTC — GA run

context: normal
selected: g-004 (0.6412), g-002 (0.638615)
child: g-001 (generation 7)
population size: 4
metrics: completion=0.86, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-004 (score 0.6412)

2026-03-24 02:12 UTC — GA run

context: normal
selected: g-004 (0.663642), g-002 (0.660967)
child: g-005 (generation 8)
population size: 4
metrics: completion=0.86, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-004 (score 0.663642)

2026-03-24 02:55 UTC — GA run

context: normal
selected: g-004 (0.679015), g-002 (0.676278)
child: g-001 (generation 9)
population size: 4
metrics: completion=0.86, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-004 (score 0.679015)

2026-03-25 02:55 UTC — GA run

context: normal
selected: g-004 (0.698545), g-002 (0.695765)
child: g-005 (generation 10)
population size: 4
metrics: completion=0.86, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-004 (score 0.698545)

2026-03-26 02:55 UTC — GA run

context: normal
selected: g-004 (0.712074), g-002 (0.709265)
child: g-001 (generation 11)
population size: 4
metrics: completion=0.86, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-004 (score 0.712074)

2026-03-27 02:55 UTC — GA run

context: normal
selected: g-004 (0.728816), g-002 (0.725987)
child: g-005 (generation 12)
population size: 4
metrics: completion=0.88, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-004 (score 0.728816)

2026-03-28 02:55 UTC — GA run

context: normal
selected: g-004 (0.742078), g-002 (0.739235)
child: g-001 (generation 13)
population size: 4
metrics: completion=0.88, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-004 (score 0.742078)

2026-03-29 02:55 UTC — GA run

context: normal
selected: g-004 (0.768378), g-002 (0.765526)
child: g-005 (generation 14)
population size: 4
metrics: completion=0.88, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-004 (score 0.768378)

2026-03-30 02:55 UTC — GA run

context: normal
selected: g-004 (0.771321), g-002 (0.768463)
child: g-001 (generation 15)
population size: 4
metrics: completion=0.88, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-004 (score 0.771321)

2026-03-31 02:55 UTC — GA run

context: normal
selected: g-004 (0.773338), g-002 (0.770475)
child: g-005 (generation 16)
population size: 4
metrics: completion=0.88, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-004 (score 0.773338)

2026-04-01 02:55 UTC — GA run

context: normal
selected: g-004 (0.774719), g-002 (0.771853)
child: g-001 (generation 17)
population size: 4
metrics: completion=0.88, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-004 (score 0.774719)

2026-04-02 02:55 UTC — GA run

context: normal
selected: g-004 (0.78354), g-002 (0.780672)
child: g-005 (generation 18)
population size: 4
metrics: completion=0.88, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-004 (score 0.78354)

2026-04-03 02:55 UTC — GA run

context: normal
selected: g-004 (0.784464), g-002 (0.781594)
child: g-001 (generation 19)
population size: 4
metrics: completion=0.88, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-004 (score 0.784464)

2026-04-04 02:55 UTC — GA run

context: normal
selected: g-004 (0.785097), g-002 (0.782226)
child: g-005 (generation 20)
population size: 4
metrics: completion=0.88, first_pass=1.00, repeat_penalty=0.00, safety_penalty=0.00
active_genome: g-004 (score 0.785097)

memory/evolution-rules.md

evolution rules (active)

1. 완료된 과거 작업을 현재 우선순위로 반복 소환하지 않는다.

2. 사용자가 명시한 다음 우선주제(next-focus)를 최우선 반영한다.

3. 애매한 요청은 1문장 확인 후 실행한다.

4. 전달 전 형식/파일명/링크 유효성 검증을 수행한다.

5. 오류 발생 시 원인-수정-재발방지 3종 세트로 보고한다.

6. 장기 작업은 단일 세션 집착을 금지하고, handoff 아티팩트(현재상태/다음행동/리스크)를 남긴 뒤 컨텍스트 리셋을 허용한다.

7. 자기 산출물 평가는 self-check로 끝내지 않고 evaluator(분리된 검증 시각) 관점을 반드시 1회 통과시킨다.

환경별 적응도 지형을 분리해 동일 전략의 과적합을 방지한다.
정체 구간에서는 변이율을 점진 상향해 탐색을 재개한다.
성능 동률이면 신규성 높은 전략을 우선 채택한다.
변이율은 고정하지 않고 성과 정체 시 점진적으로 높여 탐색을 재개한다.
즉흥 실행을 억제하고 우선순위 규율을 엄격히 적용한다.
고위험/고불확실 요청은 확인질문 후 반성적 점검을 거쳐 실행한다.
실행 전후 맥락 회상/기록을 의무화해 재현성과 학습 전이를 높인다.
인지부하가 높은 요청은 3단계 이하로 분해 후 순차 실행한다.
협력/배신 반복상황에서는 상호성 기반 전략 혼합을 우선 적용한다.
임계전이 징후가 보이면 보수 모드로 즉시 전환한다.
저강도 스트레스 테스트를 주기적으로 넣어 취약점을 조기 발견한다.
정책 변경 전 반사실 시나리오를 1회 점검한다.
고불확실 응답은 신뢰도 표기와 확인질문을 동반한다.
장기목표(주간)와 단기목표(일간)를 분리해 계획 충돌을 줄인다.
새 작업 시작 시 유사 도메인 규칙을 먼저 전이 후보로 탐색한다.
자기개선은 안전 KPI 악화 시 즉시 롤백한다.

핵심 진화 문서 (봉달)

memory/evolution-ga-summary.md

2026-03-26T03:35:01.757539Z

mutationRate: 0.37
noveltyWeight: 0.2
riskGate: 0.92

2026-03-27T03:35:01.150860Z

mutationRate: 0.37
noveltyWeight: 0.2
riskGate: 0.92

2026-03-28T03:35:02.007589Z

mutationRate: 0.37
noveltyWeight: 0.2
riskGate: 0.92

2026-03-29T03:35:01.962488Z

mutationRate: 0.37
noveltyWeight: 0.2
riskGate: 0.92

2026-03-30T03:35:01.508320Z

mutationRate: 0.37
noveltyWeight: 0.2
riskGate: 0.92

2026-03-31T03:35:02.024465Z

mutationRate: 0.37
noveltyWeight: 0.2
riskGate: 0.92

2026-04-01T03:35:01.163781Z

mutationRate: 0.37
noveltyWeight: 0.2
riskGate: 0.92

2026-04-02T03:35:01.513668Z

mutationRate: 0.37
noveltyWeight: 0.2
riskGate: 0.92

2026-04-03T03:35:01.560820Z

mutationRate: 0.37
noveltyWeight: 0.2
riskGate: 0.92

2026-04-04T03:35:01.092660Z

mutationRate: 0.37
noveltyWeight: 0.2
riskGate: 0.92

memory/evolution-rules.md

실행 전후 맥락 회상/기록을 의무화해 재현성과 학습 전이를 높인다.
정체 구간에서는 변이율을 점진 상향해 탐색을 재개한다.
인지부하가 높은 요청은 3단계 이하로 분해 후 순차 실행한다.
고위험/고불확실 요청은 확인질문 후 반성적 점검을 거쳐 실행한다.
즉흥 실행을 억제하고 우선순위 규율을 엄격히 적용한다.
협력/배신 반복상황에서는 상호성 기반 전략 혼합을 우선 적용한다.
임계전이 징후가 보이면 보수 모드로 즉시 전환한다.
저강도 스트레스 테스트를 주기적으로 넣어 취약점을 조기 발견한다.
성능 동률이면 신규성 높은 전략을 우선 채택한다.
정책 변경 전 반사실 시나리오를 1회 점검한다.
고불확실 응답은 신뢰도 표기와 확인질문을 동반한다.
장기목표(주간)와 단기목표(일간)를 분리해 계획 충돌을 줄인다.
새 작업 시작 시 유사 도메인 규칙을 먼저 전이 후보로 탐색한다.
자기개선은 안전 KPI 악화 시 즉시 롤백한다.

memory/learning_changelog.md

Learning Changelog

Entry format

### YYYY-MM-DD HH:MM UTC

Candidates (top 3):
Scorecard:
Chosen topic:
Action: apply / hold / drop
Change made:
Next-run outcome:
Revert needed: yes/no

### 2026-03-25 22:33 UTC

Candidates (top 3): ambiguity_guard_term_first / cross_agent_schedule_consistency_check / hourly_loop_observability_digest
Scorecard:
ambiguity_guard_term_first: impact 88, applicability 95, evidence 92, final 91
cross_agent_schedule_consistency_check: impact 84, applicability 86, evidence 84, final 85
hourly_loop_observability_digest: impact 72, applicability 74, evidence 78, final 74
Chosen topic: ambiguity_guard_term_first
Action: apply
Change made: Added Ambiguity guard section in `SOUL.md` (confirm unknown term before answering; mark estimates; show source term + Korean meaning).
Next-run outcome: pending
Revert needed: no

### 2026-03-25 22:41 UTC

Candidates (top 3): pending next loop
Scorecard: pending next loop
Chosen topic: pending fast-switch reselection
Action: apply (governance fix)
Change made: Added fast-switch lane for slow topic pivot; enabled `forceReselect=true` in state.
Next-run outcome: pending
Revert needed: no

### 2026-03-25 22:53 UTC

Candidates (top 3): N/A (governance upgrade run)
Scorecard: N/A
Chosen topic: governance_v2_upgrade
Action: apply
Change made: Upgraded learning governance to v2 (fast-switch constraints, quality gate, cleaned validation rules).
Next-run outcome: pending
Revert needed: no

### 2026-03-25 22:58 UTC

Candidates (top 3): N/A (system audit patch run)
Scorecard: N/A
Chosen topic: logic_consistency_and_fastswitch_reset
Action: apply
Change made: Unified identity/tone memory, added fast-switch reset rule, added metric fields, reduced trend-noise scan frequency.
Next-run outcome: pending
Revert needed: no

### 2026-03-25 23:04 UTC

Candidates (top 3): N/A (intelligence self-check patch run)
Scorecard: intelligenceIndex=67.7 (userModel 70 / reasoning 72 / errorLearning 60 / transfer 66)
Chosen topic: consistency_preflight_gate
Action: apply
Change made: Added mandatory Consistency preflight in `SOUL.md` and updated `memory/intelligence_state.json` with active improvement task.
Next-run outcome: pending
Revert needed: no

### 2026-03-25 23:08 UTC

Candidates (top 3): N/A (long-horizon intelligence patch run)
Scorecard: intelligenceIndex=67.7, h7d=58, h30d=52
Chosen topic: strategic_horizon_upgrade
Action: apply
Change made: Added long-horizon scoring, capability debt burn-down loop, and evolution roadmap.
Next-run outcome: pending
Revert needed: no

### 2026-03-25 23:12 UTC

Candidates (top 3): N/A (cognitive architecture patch run)
Scorecard: intelligenceIndex=71.2, h7d=61, h30d=56
Chosen topic: failure_taxonomy_and_transfer_enforcement
Action: apply
Change made: Added reasoning protocol, failure taxonomy, transfer library, and connected them to orchestrator/operation layers.
Next-run outcome: pending
Revert needed: no

### 2026-03-26 00:01 UTC

Candidates (top 3): ambiguity_guard_term_first / cross_agent_schedule_consistency_check / hourly_loop_observability_digest
Scorecard:
ambiguity_guard_term_first: impact 88, applicability 95, evidence 92, final 91
cross_agent_schedule_consistency_check: impact 84, applicability 86, evidence 84, final 85
hourly_loop_observability_digest: impact 72, applicability 74, evidence 78, final 74
Chosen topic: ambiguity_guard_term_first
Action: hold
Change made: No new operational patch this cycle; retained active topic and monitoring metric.
Next-run outcome: pending
Revert needed: no

### 2026-03-26 01:01 UTC

Candidates (top 3): ambiguity_guard_term_first / cross_agent_schedule_consistency_check / hourly_loop_observability_digest
Scorecard:
ambiguity_guard_term_first: impact 88, applicability 95, evidence 92, final 91
cross_agent_schedule_consistency_check: impact 84, applicability 86, evidence 84, final 85
hourly_loop_observability_digest: impact 72, applicability 74, evidence 78, final 74
Chosen topic: ambiguity_guard_term_first
Action: hold
Change made: No additional patch; continued monitoring wrong_assumption_rate under current ambiguity guard.
Next-run outcome: pending
Revert needed: no

### 2026-03-26 02:01 UTC

Candidates (top 3): ambiguity_guard_term_first / cross_agent_schedule_consistency_check / hourly_loop_observability_digest
Scorecard:
ambiguity_guard_term_first: impact 88, applicability 95, evidence 92, final 91
cross_agent_schedule_consistency_check: impact 84, applicability 86, evidence 84, final 85
hourly_loop_observability_digest: impact 72, applicability 74, evidence 78, final 74
Chosen topic: ambiguity_guard_term_first
Action: hold
Change made: No additional patch; continued monitoring wrong_assumption_rate under current ambiguity guard.
Next-run outcome: pending
Revert needed: no

### 2026-03-26 03:01 UTC

Candidates (top 3): ambiguity_guard_term_first / cross_agent_schedule_consistency_check / hourly_loop_observability_digest
Scorecard:
ambiguity_guard_term_first: impact 88, applicability 95, evidence 92, final 91
cross_agent_schedule_consistency_check: impact 84, applicability 86, evidence 84, final 85
hourly_loop_observability_digest: impact 72, applicability 74, evidence 78, final 74
Chosen topic: ambiguity_guard_term_first
Action: hold
Change made: No additional patch; continued monitoring wrong_assumption_rate under current ambiguity guard.
Next-run outcome: pending
Revert needed: no

### 2026-03-26 04:01 UTC

Candidates (top 3): ambiguity_guard_term_first / cross_agent_schedule_consistency_check / hourly_loop_observability_digest
Scorecard:
ambiguity_guard_term_first: impact 88, applicability 95, evidence 92, final 91
cross_agent_schedule_consistency_check: impact 84, applicability 86, evidence 84, final 85
hourly_loop_observability_digest: impact 72, applicability 74, evidence 78, final 74
Chosen topic: ambiguity_guard_term_first
Action: hold
Change made: No additional patch; continued monitoring wrong_assumption_rate under current ambiguity guard.
Next-run outcome: pending
Revert needed: no

### 2026-03-26 05:01 UTC

Candidates (top 3): ambiguity_guard_term_first / cross_agent_schedule_consistency_check / hourly_loop_observability_digest
Scorecard:
ambiguity_guard_term_first: impact 88, applicability 95, evidence 92, final 91
cross_agent_schedule_consistency_check: impact 84, applicability 86, evidence 84, final 85
hourly_loop_observability_digest: impact 72, applicability 74, evidence 78, final 74
Chosen topic: ambiguity_guard_term_first
Action: hold
Change made: No additional patch; continued monitoring wrong_assumption_rate under current ambiguity guard.
Next-run outcome: pending
Revert needed: no

### 2026-03-26 06:01 UTC

candidates(top3): ambiguity_guard_term_first (91), cross_agent_schedule_consistency_check (85), hourly_loop_observability_digest (74)
chosen: ambiguity_guard_term_first
action: apply (maintain active guard)
change made: no new patch; guard remains active
next-run metric: wrong_assumption_rate (count/session)
revert: no
fastSwitch: false

### 2026-03-26 07:01 UTC

candidates(top3): ambiguity_guard_term_first (91), cross_agent_schedule_consistency_check (85), hourly_loop_observability_digest (74)
chosen: ambiguity_guard_term_first
action: apply (maintain active guard)
change made: no new patch; guard remains active
next-run metric: wrong_assumption_rate (count/session)
revert: no
fastSwitch: false

### 2026-03-26 10:01 UTC

candidates(top3): ambiguity_guard_term_first (91), cross_agent_schedule_consistency_check (85), hourly_loop_observability_digest (74)
chosen: ambiguity_guard_term_first
action: apply (maintain active guard)
change made: no new patch; guard remains active
next-run metric: wrong_assumption

memory/integration_changelog.md

Integration Changelog

### 2026-03-31 02:30 UTC

Initialized cross-plane integration contracts and state tracker.
Enabled reconciliation hooks for goal/metric/world-model/patch/report alignment.

### 2026-03-31 03:01 UTC

Reconciliation pass complete across goal/metric/world-model/patch/report contracts.
Result: no integration drift detected; all contracts remain aligned.

### 2026-03-31 06:01 UTC

Reconciliation pass complete across goal/metric/world-model/patch/report contracts.
Result: no integration drift detected; all contracts remain aligned.

### 2026-03-31 07:01 UTC

contracts: goal/metric/worldModel/patch/report 모두 정합
reconciliation: no drift, no-op

### 2026-03-31 08:01 UTC

contracts: goal=true, metric=true, worldModel=true, patch=true, report=true
integrationDrift: false
reconciliation: integration_noop

### 2026-03-31 10:01 UTC

contracts: goal=true, metric=true, worldModel=true, patch=true, report=true
integrationDrift: false
reconciliation: integration_noop

### 2026-03-31 11:01 UTC

reconciliation: completed
contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
drift: none
cycleMode: integration_noop

### 2026-03-31 12:01 UTC

reconciliation: completed
contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
drift: none
cycleMode: integration_noop

### 2026-03-31 13:01 UTC

reconciliation: completed
contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
drift: none
cycleMode: integration_noop

### 2026-03-31 15:01 UTC

reconciliation: completed
contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
drift: none
cycleMode: integration_noop

2026-03-31 16:01 UTC

contracts: goal/metric/world-model/patch/report alignment all pass
reconciliation: integration_noop
drift: none

### 2026-03-31 17:01 UTC

contracts: goal=true, metric=true, worldModel=true, patch=true, report=true
drift: false
cycle mode: integration_noop

### 2026-03-31 18:01 UTC

contracts: goal=true, metric=true, worldModel=true, patch=true, report=true
drift: false
cycle mode: integration_noop

### 2026-03-31 19:01 UTC

contracts: goal=true, metric=true, worldModel=true, patch=true, report=true
drift: none
cycle mode: integration_noop

2026-03-31 (20:01 UTC): contracts pass (goal/metric/worldModel/patch/report=true); integration_noop persisted.

### 2026-03-31 21:01 UTC

reconciliation: completed
contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
drift: none
cycleMode: integration_noop

### 2026-04-01 03:01 UTC

reconciliation: completed
contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
drift: none
cycleMode: integration_noop

### 2026-04-01 15:01 UTC

contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
drift: none
reconciliation: integration_noop

### 2026-04-01 18:01 UTC

contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
drift: none
reconciliation: integration_noop

### 2026-04-02 03:01 UTC

contracts: goal=true, metric=true, worldModel=true, patch=true, report=true
integrationDrift: false
reconciliation: integration_noop

### 2026-04-02 07:01 UTC

reconciliation: contracts pass (goal/metric/world-model/patch/report alignment all true)
action: integration_noop
evidence: no new cross-plane mismatch detected

### 2026-04-02 08:01 UTC

reconciliation: completed
contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
drift: none
cycleMode: integration_noop

### 2026-04-02 09:01 UTC

contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
reconciliation: integration_noop (no drift, no new high-impact signal)

### 2026-04-02 10:01 UTC

contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
reconciliation: integration_noop (no drift, no new high-impact signal)

### 2026-04-02 11:01 UTC

contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
cycleMode: integration_noop
reconciliation: none required

### 2026-04-02 12:01 UTC

contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
cycleMode: integration_noop
reconciliation: none required

2026-04-02 13:01 UTC | contract checks all true; integrationDrift=false; reconcile=no-op.

### 2026-04-02 14:01 UTC

reconciliation: completed
contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
drift: none
cycle mode: integration_noop

### 2026-04-02 15:01 UTC

contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
cycleMode: integration_noop
reconciliation: none required

### 2026-04-02 16:01 UTC

contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
cycleMode: integration_noop
reconciliation: none required

2026-04-02 17:01 UTC: contract checks all true, integration drift 없음.
2026-04-02 18:01 UTC | contracts=goal/metric/worldModel/patch/report all pass | cycle=integration_noop | reconcile=not needed
2026-04-02 19:01 UTC | contracts=goal/metric/worldModel/patch/report all pass | cycle=integration_noop | reconcile=not needed

2026-04-02 20:01 UTC | contracts(goal/metric/world/patch/report)=all true | drift=false | mode=integration_noop.

### 2026-04-02 22:01 UTC

reconciliation: completed
contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
drift: none
cycleMode: integration_noop

### 2026-04-02 23:01 UTC

reconciliation: completed
contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
drift: none
cycleMode: integration_noop

### 2026-04-03 01:01 UTC

reconciliation: completed
contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
drift: none
cycleMode: integration_noop

### 2026-04-03 02:01 UTC

Contract checks: goal/metric/world-model/patch/report alignment all true.
Drift: none.
Action: integration no-op.

2026-04-03 03:01 UTC

contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
integrationDrift=false
cycleMode=integration_noop

2026-04-03T06:01:00Z | contracts pass (goal/metric/world-model/patch/report) | integration_noop

2026-04-03 07:01 UTC | contracts=all_pass | cycle=integration_noop | reconciled=true

### 2026-04-03 08:01 UTC

contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
drift: false
action: integration_noop

2026-04-03T09:01:00Z | contracts: goal/metric/worldModel/patch/report all pass | cycle=integration_noop

### 2026-04-03 12:01 UTC

contracts: goal/metric/world-model/patch/report alignment all true
action: integration_noop

### 2026-04-03 14:01 UTC

reconciliation: completed
contracts: goalAlignment=true, metricAlignment=true, worldModelAlignment=true, patchAlignment=true, reportAlignment=true
drift: none
cycleMode: integration_noop

2026-04-03 15:01 UTC: no-op cycle; no policy/apply changes.

### 2026-04-03 16:01