dev-pabcd
Source: skills/dev-pabcd/SKILL.md
PABCD orchestration workflow for interview, phases, attest, and checkpoints.
PABCD는 codexclaw의 핵심 개발 방법론이다. 인터뷰(I)로 요구사항을 정리하고, 계획(P) > 감사(A) > 구현(B) > 점검(C) > 완료(D)의 5단계를 FSM으로 관리한다. 이 스킬이 없으면 에이전트는 요구사항 확인 없이 바로 코딩하거나, 감사 없이 머지하거나, 검증 없이 완료 선언을 한다.
LLM은 '즉시 실행' 편향이 강하다. 사용자가 '뭘 만들지 모르겠어'라고 해도 바로 코드를 생성하려고 한다. Interview(I) 단계가 없으면 이 편향을 제어할 수 없다. 또한 LLM이 자발적으로 제안하는 2-3개 옵션은 통계적으로 같은 어트랙터 패밀리에 속한다 — 학습 데이터에서 가장 흔한 접근 방식들이다. INTERVIEW-DIVERGE-01이 '비전형적(low-probability) 접근을 하나 이상 포함시키라'고 강제하는 이유다. Catalog Discovery의 '디자인 먼저' 원칙도 같은 맥락이다: LLM에게 '사주 앱 만들어'라고 하면 바로 기술 스택(React + PostgreSQL)을 결정하는데, 실제로는 시각적 분위기, 사용자 경험이 먼저 결정되어야 기술 선택이 의미를 가진다.
이 스킬이 해결하는 실제 문제
에이전트가 사용자의 첫 문장만 보고 바로 코딩을 시작하면, 중간에 '이건 원하는 게 아닌데'가 반복된다. Interview(I) 단계는 세 가지를 반드시 정하게 한다: 작업 분류(C0-C5), 루프 아키타입(verifier가 done을 정의하는가), 구현 유닛 소속(devlog/_plan/YYMMDD_slug/).
Interview Diverge(INTERVIEW-DIVERGE-01): 에이전트가 자원하는 2-3개 옵션은 보통 같은 어트랙터 패밀리다. 의도적으로 비전형적(low-probability) 접근을 하나 이상 포함시키고, 불확실하면 'BOTH (parallel spike, select by evidence)'를 제안하게 한다.
사용자가 '사주 앱 만들고 싶어'처럼 모호한 도메인만 말할 때, 에이전트는 바로 기술 스택을 물어본다. CATALOG-DESIGN-FIRST-01은 Stage 1(디자인 6축: 무드, 밝기, 밀도, 형태, 타이포, 모션)을 전부 답한 뒤에야 Stage 2(도메인), Stage 3(기능/보안/비용)으로 넘어가게 한다. 백엔드는 디자인 위에 쌓이는 것이지, 그 반대가 아니다.
Triggers: orchestrate, phase, attest, interview, goal mode, checkpoint, PABCD
Key Concepts
- Interview Trigger (I phase)
- Phase FSM (P-A-B-C-D)
- Attestation JSON
- Loop Archetype
- Unit Residence
- Catalog Discovery Mode
Related Skills
Reference Documents
| Document | Description |
|---|---|
| Debugging Modularization (SoT, agent-neutral) | SoT 기반 디버깅 모듈화, 에이전트 중립적 접근 |
| Loop-Engineering Alignment — Full Rules (dev-pabcd §11) | 루프 엔지니어링 정렬 규칙 (dev-pabcd section 11) |
| Repo-Map Capability (SoT, agent-neutral) | Repo-Map 기능, 에이전트 중립적 SoT 활용 |
Sections Overview
| Section | Summary |
|---|---|
| Interview Trigger | 사용자가 인터뷰를 요청하면 즉시 I 단계로 전환한다. |
| Phase Discipline | P-A-B-C-D 각 단계의 전환 조건과 필수 증거를 정의한다. |
| Attestation | 단계 전환 시 JSON 형식의 증명을 첨부한다. |
| Loop Archetype | spec/repair vs open-ended 루프 유형을 인터뷰 시 결정한다. |
| Catalog Discovery | 디자인/UX 우선 카탈로그 탐색 모드로 요구사항을 유도한다. |
Academic References
| Paper | Year | Relevance |
|---|---|---|
Sakana Fugu: Autonomous AI Training via Learned OrchestrationarXiv:2606.21228 | 2026 | PABCD 오케스트레이션 규칙의 실증 근거. 단계별 게이트의 효과. |
Verified Multi-Agent Orchestration: Plan-Execute-Verify-Replan FrameworkarXiv:2603.11445 | 2026 | 의존성 인식 계획, 병렬 실행, 검증, 적응적 재계획, 구성 가능한 중지 조건 — PABCD의 P-A-B-C-D에 직접 대응. |
Multi-Agent Orchestration with External Knowledge and Hierarchical MemoryarXiv:2606.01385 | 2026 | Analyst/Modeler/Designer/Evaluator 단계로 요구사항을 아키텍처로 변환. PABCD 인터뷰의 학술적 유사체. |
Managing the Development of Large Software Systems (Royce)IEEE WESCON 1970 | 1970 | 원조 폭포수 논문. PABCD의 단계 구조에 피드백 루프를 더한 것. |
Continuous Delivery (Humble & Farley)Book | 2010 | build-verify-deploy 파이프라인과 자동화된 게이트. |
Official Guides
- Codexclaw PABCD FSM Source — PABCD 상태 머신의 구현 소스 코드.
Full Specification
Show full SKILL.md content
Structured 5-phase development. Advance only with user approval.
> Runtime adapter (agent-neutral): orchestrate <phase> below means your runtime's
> FSM transition command (any host that persists PABCD state and gates transitions).
> If your runtime has NO FSM command, keep the state machine in your working notes:
> announce each transition in your reply and append the attestation JSON to the
> worklog/devlog — the discipline is identical, only the persistence differs.
> "Worker dispatch" means spawning a subagent through whatever delegation surface
> your runtime provides.
> C0/C1 work (e.g. small in-place patches): See dev §0.0 Work Classifier and §0.1 Patch
> Fast-Path first — full PABCD is mandatory for C4 and conditional for C3, not the baseline for every task.
> dev is canonical: dev §0.2 Rule Classes, §3 Verification Gate, and §5 Safety Rules apply to all work governed by this skill.
§1. Interview Trigger (MUST)
When the user asks for an interview in any form — "인터뷰하자", "인터뷰 모드", "interview",
"요구사항 정리", "스펙 정리해줘", "뭘 만들어야 하는지 정리", or any variation — you MUST
immediately run:
orchestrate I
Do NOT:
- Ask clarifying questions in IDLE mode instead of entering Interview
- Use the
/interviewslash command instead oforchestrate I - Skip Interview and go straight to P for unclear requests
- Forget to run the command — actually execute it (via the host's orchestrate surface)
The /interview slash command is a user-facing shortcut that triggers the same transition.
As the orchestrating agent, always perform the orchestrate I transition directly.
Interview MUST settle three things before P (DEFAULT, INTERVIEW-CLASSIFY-01):
the work class (dev §0.0), the loop archetype (§11.4) — ask "does a verifier
define *done* for this work, or only *better*?" — and the unit residence
(UNIT-RESIDENCE-01, §3.1): which implementation unit (devlog/_plan/YYMMDD_slug/)
this work belongs to, an existing unit or a new one. This applies in HITL and goal
mode alike. An archetype discovered mid-loop — after candidates have already been
burned — is an Interview failure, not a Build failure.
Interview may widen, not only narrow (DEFAULT, INTERVIEW-DIVERGE-01): sometimes the
truest transfer of intent is "we don't know yet — test both." When a load-bearing
choice is genuinely uncertain and a spike is cheap, present options as
A · B · BOTH (parallel spike, select by evidence) instead of forcing one pick.
Generate the option list against typicality bias: the 2-3 options a model volunteers
are usually one attractor family — deliberately include at least one atypical
(low-probability) approach. A BOTH answer becomes an explore-and-select work-phase
(§11.4) with the comparison verifier declared in the loop-spec. Divergence seeded at
Interview is far cheaper than divergence discovered at a plateau.
Interview sub-modes (DEFAULT, INTERVIEW-CATALOG-01): pick by the user's knowledge level.
*Clarification* (existing) — the user already knows roughly what they want; questions structure
goals, constraints, success criteria. *Catalog Discovery* — the user names a vague domain but no
features ("사주 앱 만들고 싶어", "뭘 만들지 모르겠어"); see below. *Configurator* — compile the
selections into a spec. Heuristic: concrete feature/goal → Clarification; vague domain, no tech
specifics → Catalog Discovery; explicit user request → honor it.
Catalog Discovery — design/UX LEADS (DEFAULT, CATALOG-DESIGN-FIRST-01): the user cannot choose
from options they have never seen (the strong form of INTERVIEW-TEACH-01). Present the option
ontology in references/catalog-discovery.yaml. *Hard barrier:* iterate axis_order by ascending
stage; do NOT present a stage until every required entry of all earlier stages is answered.
Stage 1 is design, so all six design dials (mood, lightness, density, shape, typography, motion),
each required: true, MUST be answered before any Stage 2 (domain) or Stage 3 (feature/data/
security/ops/cost) question appears. This is the load-bearing invariant — backend is asked on top
of design, never before it.
- *Design methodology — Product-Personality Selection first* (
design_methodology.primary, from
dev-uiux-design §1): for each design dial show its question_options (labels + trade-offs)
anchored on familiar products, then ask (present-then-ask, not confirm-what-they-said); refine
via the declared followups — Korean Request Translation (§3), Reference Discovery (§1 Step 6),
Design Read (§2).
- *Deriving backend questions* — two paths populate Stage 3 from earlier answers, never a flat
list: structural — a chosen Stage-2 domain entry's implies[] plus each Stage-3 entry's
derived_from (resolve implies[] transitively); keyword — scan the user's INITIAL
free-text request against Stage-3 auto_activate_rules (e.g. "사주"/"생년월일" pre-activates
security.pii_protection). Confirm high-impact activations.
- The catalog is a DATA STRUCTURE — do not invent entries not in it. The YAML encodes derivation
INPUTS + dependency metadata; this prose is the agent procedure that reads it. Automated runtime
filtering is out of scope (it would escalate to code).
Configurator: once selections are complete, compile them (with resolved implies[] chains)
into a spec — PRD sections, an MVP cut ordered by cost_class, a risk register of every
risk_class: high entry, and a PABCD plan seed carrying the work class + loop archetype from
INTERVIEW-CLASSIFY-01.
§2. How It Works
PABCD is a forward progression with Interview return.
IDLE ──→ P ──→ A ──→ B ──→ C ──→ D ──→ IDLE
│ │ │ │ │
STOP STOP STOP auto auto
wait wait wait
└──────┴──────┴──────┴──────┘
↓
I (Interview)
context preserved
You can return to Interview (I) from any phase to clarify requirements. Context (plan, audit status) is preserved.
To restart from scratch:
orchestrate reset → returns to IDLE (context cleared)
Then re-enter with orchestrate P.
Transition commands:
orchestrate I → enter Interview (from any state, context preserved)
orchestrate P → enter Planning (from IDLE or I)
orchestrate A → enter Plan Audit (from P only)
orchestrate B → enter Build (from A only)
orchestrate C → enter Check (from B only)
orchestrate D → enter Done (from C only, returns to IDLE)
orchestrate reset → return to IDLE (from any state)
§2.1 Evidence gate (forward transitions)
The four forward transitions (P→A, A→B, B→C, C→D) require an evidence attestation — a
real orchestrate command with an --attest JSON, not narration. The host runtime gates the
agent path (attest-required); a human's chat-submitted orchestrate X keeps the free pass.
P, A, and B also require user approval before advancing; C and D proceed automatically once
their work is done. In goal mode, §4 rule 4 replaces user approval with evidence-backed
checkpoints.
orchestrate A --attest '{"from":"P","to":"A","did":"<the concrete plan you wrote: files/surfaces + devlog path>"}'
orchestrate B --attest '{"from":"A","to":"B","did":"<who audited the plan + the verdict>"}'
orchestrate C --attest '{"from":"B","to":"C","did":"<what you built + who verified it>"}'
orchestrate D --attest '{"from":"C","to":"D","did":"<what you checked>","checkOutput":"<paste the real tsc/test tail>","exitCode":0}'
The gate is form-only: it checks that the block is well-formed and that did is a real
narrative (booleans/placeholders are rejected); C→D additionally requires a non-empty
checkOutput and, if present, exitCode:0. It does NOT cross-check the narrative against
runtime state — the goal is to force a deliberate, specific claim, not to defeat a malicious
agent.
Evidence pointers (DEFAULT, ATTEST-EVIDENCE-01): even though the gate checks form
only, write did with artifact pointers — the plan/devlog path, the changed-file list,
the verify command with its exit code — so a later reader (or a stronger future gate)
can re-check the claim against the repo instead of trusting the narrative. Saying "현재는 B입니다" without running the command does nothing: the state machine only
moves on the command.
Threat model = laziness, not malice. Accepted residuals (NOT bugs): a fabricated did, the
hidden --force emergency hatch, a pendingAttestation emitted in a prior turn, and an agent
that deliberately strips its own boss token to pose as a human. Closing the last one would risk
the legitimate human-via-CLI free pass, so it is out of scope unless the threat model expands.
2.2 Orchestration invariants
Four rules govern what a transition means. The gate above enforces none of them —
they are what makes the recorded cycle worth reading.
ORCH-MANDATE-01 (STRICT) — a narrated phase did not happen. A phase claim without
a persisted transition is invalid. Narrating phases — "now I'm in B", "the audit
passed" — without issuing them is the failure this rule exists to stop: nothing gated
anything, the log is empty, and the cycle is one ordinary turn wearing a PABCD
costume. §2.1 already says it for one edge; this generalizes it to entry and re-entry.
- Read the real state before claiming one. Query the current phase, or read the
last recorded transition. Do not resume from memory.
- Arm the mode explicitly — enter at
orchestrate Iororchestrate P. - Advance every forward edge with an evidence-bearing attestation, carrying that
phase's real artifact (ORCH-ARTIFACT-01 below).
- After D closes, read durable state — the plan record and the transition log —
to confirm what remains, then re-enter P for the next work-phase (LOOP-UNIT-CHAIN-01).
Work performed outside the state machine does not count as progress: re-enter and
attest it before building on it. Per the Runtime adapter note at the top of this file,
"persisted" scales with the host — a runtime with an FSM persists the transition
itself; a runtime without one persists it as the announced transition plus the
attestation JSON appended to the worklog. What is never acceptable is a transition
that exists only in the reply text.
ORCH-ARTIFACT-01 (DEFAULT) — advancing a phase is not doing it. Each forward edge
must carry its real artifact, not just an attestation string:
| Edge | Required artifact |
|---|---|
| P→A | the actual diff-level plan document |
| A→B | an audit verdict that names its blockers |
| B→C | the implementation delta |
| C→D | fresh typecheck/test/gate output — non-empty checkOutput, exitCode: 0 |
| D | a cycle summary with evidence and the next-phase decision |
A phase whose artifact is absent is not done, regardless of adjacency. The gate is
form-only and cannot tell a real artifact from a plausible sentence; this rule is the
discipline the gate cannot enforce.
ATTEST-SHAPE-01 (STRICT) — name the edge. Every attestation carries from and
to naming the edge it advances, on every edge including ungated entry edges, and it
matters before did does: an attestation that does not say which transition it
belongs to is not an attestation, it is a sentence. A later reader reconstructing the
cycle from the log has only those two keys to order it by.
P→A additionally carries a plan-unit pointer — a real devlog/_plan/YYMMDD_slug/
holding numbered docs (UNIT-RESIDENCE-01). Where the runtime persists a work-phase
map, every gated edge also names the active work-phase.
Enforcement is runtime-dependent; the discipline is not. A host that parses the
attestation can refuse a malformed one, and a host keeping the state machine in
worklog notes can refuse nothing. Write the shape correctly either way — it is what
makes the log re-readable, not what makes a gate pass.
SESSION-IDENTITY-01 (STRICT) — use your own binding. When the runtime keys PABCD
state by a session or conversation id, use only the id your current session was bound
to at start. Never one read out of transcript history, never one inherited from a
parent, never one copied from a document.
A forked or resumed session replaying its parent's id does not share that state, it
corrupts it: two live cycles write the same record, and the parent's phase moves
without the parent doing anything. That is unrecoverable from inside either session,
which is why this is STRICT and not hygiene. The same binding governs every
state-writing surface — plan records, work-phase maps, evidence paths. If you cannot
determine your own binding, stop and ask.
§3. Phases
P — Plan
If the request has unclear scope or unspecified technology, return to Interview (orchestrate I). Within Interview:
- Present 2–3 options as
<Name> — <plain explanation>, including one atypical
option; offer BOTH (parallel spike) when the choice is uncertain and a spike is
cheap (INTERVIEW-DIVERGE-01, §1)
- Teach the decision space, don't only narrow it (DEFAULT, INTERVIEW-TEACH-01):
intent transfer is bidirectional — a user cannot choose among options they have
never seen. Questions that merely confirm details the user already stated are the
weak form; the strong form maps the option landscape (research it first when
needed) with a trade-off explanation per option, at every load-bearing altitude:
stack, architecture, algorithm/strategy, data structure, evaluation method.
- Recommend one with project-specific reasoning
- Confirm once, then proceed
For broad changes or unfamiliar repositories, P phase MUST include:
- Compact tree of the current repository shape
- Detected repo conventions: docs, plans, architecture notes, source-of-truth logs, naming, tests
- Whether existing
structure/,devlog/,docs/,plans/, or equivalent logs were read and will be reused - Whether
structure/ordevlog/is proposed - The SoT sync target (SOT-SYNC-01): which general source-of-truth doc
(structure/, architecture/INDEX docs) this unit will patch in C — or, if the
repo has none, the plan recommends creating one (dev-scaffolding §2.1)
Do not create new project-level source-of-truth folders during B unless approved in P or explicitly requested by the user.
For every planned conditional path (error handler, fallback, retry, cache, guard,
feature-gated branch, threshold behavior), the plan's accept criteria name its
activation scenario: how C will trigger the condition and what observable effect
proves the path ran (C-ACTIVATION-GROUNDING-01, §3 C).
Design phases before mapping them to PABCD. **Slice and order phases by
dependency/architecture structure (STRICT, PHASE-SPLIT-01)** — the orthodox
unlimited-time build order: foundations (schema, contracts, core data flow) → core
capabilities → integration → hardening/polish — so each phase consumes the verified
output of the previous one. DB/API/UI/test work inside a phase are subtasks, not
top-level phases by default, and every phase must still close with something
independently verifiable (build, tests, or a demonstrable surface). Effort-based
bucketing is FORBIDDEN: never split or order phases by estimated effort or payoff
speed — no "quick win vs heavy" buckets, no impact/effort matrices, no time-boxed
slices. Phase boundaries encode the system's build order, not the schedule. A simple
task can finish in one PABCD with several small phases; larger work splits into
multiple PABCD passes — one full P→A→B→C→D per work-phase, closed by D and
re-entered at P for the next work-phase (see Terminology / Rule 4).
Read project docs and dev skills first. Write the complete plan internally, then report it simply — like a developer reporting to the CEO.
Write a plan with two parts:
- Part 1: Easy explanation — what will be built, in non-developer terms.
- Part 2: Diff-level precision — exact file paths (NEW/MODIFY/DELETE), before/after diffs for MODIFY, complete content for NEW.
Loop-spec header (DEFAULT, C2+): open the plan with a compact loop-spec —
Loop archetype (§11.4, carried from Interview) · Trigger · Goal (user-visible
outcome) · Non-goals · Verifier (the command/gate that proves it, and **what it
measures**, not only pass/fail) · Stop condition · Memory artifact (devlog/worklog
path) · Expected terminal states (§11.2) · Escalation condition. Goal mode additionally
states the §11.5 resource scope. This makes the loop contract first-class instead of
scattered across the plan.
When the archetype is open-ended optimization, the loop-spec MUST additionally
include a divergence plan (descriptor axes · cell/archetype assignments · candidate
count · deterministic selection rule · telemetry schema), and **instrumentation
precedes candidates**: if the verifier only reports win/lose, B's first work item is
the telemetry, not a candidate. A scalar-only verifier plus discarded candidates is
the §10 plateau signature reproduced by design.
If anything is unclear, return to Interview (orchestrate I) — do NOT ask questions in P.
§3.1 Implementation-Unit Documents
Full documentation routine (P concretizes the docs, A audits them as a hard gate, D
archives to _fin/, plus the mainstream design-doc/RFC translation table):
dev-scaffolding/references/implementation-log.md.
Difflevel roadmap plan (STRICT, DIFFLEVEL-ROADMAP-01): for any multi-phase unit
(2+ work-phases), the FIRST P — or the dedicated design-only Phase-0 pass (§5) —
must deliver the entire roadmap concretized: 000_plan.md (objective, constraints,
dependency-ordered work-phase map) PLUS every phase's decade doc written to full
diff-level precision (exact paths, NEW/MODIFY/DELETE, before/after diffs) — each one
a copy-paste-executable PRD, not an outline. Scaffolding empty decade files to "fill
per cycle" does NOT satisfy this rule. Each later cycle's P starts from its
pre-written doc: re-verify it against the current codebase (stale check — earlier
phases may have moved lines, signatures, or files), amend the doc, then execute.
LOOP-CONTINUITY-01 (§10) applies on top.
Lexicographic separation (STRICT, LEXICO-SPLIT-01): every document in a unit
carries a numeric lexicographic prefix — bare semantic filenames (PLAN.md,
DIFF_PLAN.md, PHASES.md, RCA.md, an unnumbered mvpplan/-style folder) are an
A-phase FAIL, not a style nit. Research/spec material (00-range) and implementation
phase designs (decade ranges) are SEPARATE documents: no diffs inside a research
doc, no survey prose padding a phase doc — a document that mixes both fails the
audit.
Unit residence (STRICT, UNIT-RESIDENCE-01): every piece of development work
belongs to an implementation unit (devlog/_plan/YYMMDD_slug/). Ceremony scales
with class (§9); residence does not. C0-C1 fast-path work skips the PABCD ceremony
but MUST leave a numbered record doc in its owning unit — next free index in the
matching decade, e.g. 040_hotfix_dropdown_crash.md — stating what changed, why the
fast path applied (class call), and the verification evidence. No owning unit →
create a minimal unit folder holding only that record. Interview settles residence
before P (§1).
Devlog plan artifacts use decade-range numbering to separate concerns. **Prefixes are
three digits** (000_, 010_, 020_); do not mix two-digit and three-digit prefixes
inside one repository.
| Range | Purpose | Examples |
|---|---|---|
| 000–009 | Research, specs, MOC | 000_plan.md, 001_api-survey.md, 002_competitor-analysis.md |
| 010–019 | Phase 1 | 010_phase1-auth-module.md, 011_phase1-db-schema.md |
| 020–029 | Phase 2 | 020_phase2-frontend.md |
| 030–039 | Phase 3 | ... |
Rules:
- 000-range durable research is mandatory for C4, and for C3 only when state must persist
across turns/agents, public contract or architecture decisions need durable audit, or the
user/repo already uses devlog planning for that task; optional for C0-C2 and
low-persistence C3 (a response-level plan is enough — but the work still leaves its
numbered record in a unit, UNIT-RESIDENCE-01).
- Default: sequential within decade (
000,001,002...). - Overflow (>10 docs in a range): use sub-index (
000_0_name.md,000_1_name.md). - NEVER use bare filenames like
PLAN.md,DIFF_PLAN.md,PHASES.md,RCA.md.
Three digits rather than two because the range is what carries meaning, and two
digits make the tens column do double duty: 10 reads as both "decade 1" and "tenth
document". With three, 010 is unambiguously phase 1's first doc and 001 is
research's first. Units already written with two-digit prefixes stay as they are —
renaming historical documents breaks every inbound reference for no gain. The rule
governs new units.
§3.2 Plan-quality rules
Three authoring rules for P. Each is also an A blocker (§3 A, "Plan-rule checks"),
so failing one at P costs an audit round.
PLAN-VERIFIER-REAL-01 (DEFAULT). Before writing a verifier command into the
plan, run it. A command that does not exist — missing script, missing config —
or that does not read the change target is not a verifier. Record one line next to
each: its exit code, and whether it actually reads this unit's change target.
Prove the "reads the target" half with one of:
- the target path appears as a direct argument;
- a script or glob definition that includes it — quote the glob;
- a config
include/filesentry — quote it; - a call chain into a sub-script that reads it — cite
file:line.
If none holds, write "this command does not observe this change" and classify that
acceptance row as human review. Do not claim a gate protects it. Two traps
recur: a command that silently checks nothing when its config file is absent, and
naming a gate as the verifier for prose it never reads.
PLAN-FIELD-CHAIN-01 (DEFAULT). A plan that adds a field to a type, or a value to
an enum, must enumerate that value's whole chain in the file-change map:
creation (input type, builder, CLI arg) → serialization → deserialization (reviver,
unknown-value handling) → every consumer
When adding an enum value, search three things rather than one: the type name, the
field name, and every existing enum value. Then check non-comparison
consumption — destructuring and aliases, default branches, generic predicates, and
every function taking that type.
Give each of the four stages a path or an explicit N/A + reason; a blank is
indistinguishable from "did not check". The two failure shapes differ and both are
silent: a missed consumer makes the new value a ghost state that nothing counts,
while a missed creation path means the value can never be produced at all — so
any condition depending on it never arms. That second one is
C-ACTIVATION-GROUNDING-01's failure reached through the type system instead of
through control flow.
PLAN-BYPASS-NAMED-01 (DEFAULT). A plan that adds enforcement must also record
how to bypass it, in five fields:
- Enforcement strength — on whatever tier vocabulary the repository uses. With
none, name the mechanism kind plainly: runtime gate, CI check, pre-commit hook, or
agent-followed prose.
- Executing surface — which script, job, hook, or human actually runs it.
- Known bypass path — the concrete way around it.
- Residual risk — what stays reachable once the layer is in place.
- Wording downgrade — whether the claim had to be weakened once (3) was known.
A bypassable layer is called an early warning, never enforcement.
final layer: none is an allowed answer: the point is to stop claiming enforcement
that does not exist, not to manufacture an unbypassable layer. If you claim no
bypass exists, give the evidence — that claim is usually wrong.
PLAN-TRACK-01 (DEFAULT). When the runtime offers a live plan or todo surface,
mirror the plan's work items into it at P and keep the statuses current through B.
That surface is the visibility channel, and often the only view the user gets
between turns. It is not the plan: the diff-level document stays the single source of
truth, and ticking an item is never a substitute for the phase's artifact
(ORCH-ARTIFACT-01). A runtime with no such surface loses nothing here.
Present to the user:
- Part 1 summary (≤5 sentences) + diagram + devlog file path
- "Is there any business logic I must not decide alone?" and "Is this direction correct?"
⛔ Present the plan. Revise on feedback.
When user approves, advance with the canonical P→A attestation form in §2.1.
A — Plan Audit
Spawn a worker to audit the plan (not code). The worker verifies:
- All file paths and imports in the plan actually exist
- Function signatures match real code
- No integration risks
- Existing source-of-truth docs/logs were read when present
- No new
structure/,devlog/, docs, or AGENTS files are introduced without user approval - New JS/TS files follow TypeScript preference rules unless the plan states why JS is required
- New TypeScript is strict-compatible or limitations are stated
- New devlog phase documents use the numbered lexicographic filename convention;
bare-named or research/implementation-mixed docs are a FAIL (LEXICO-SPLIT-01).
- Multi-phase units satisfy DIFFLEVEL-ROADMAP-01: every roadmap phase has a
diff-level decade doc (no outline-only or missing phases), and the phase map is
dependency-ordered, not effort-bucketed (PHASE-SPLIT-01).
- For each conditional path the plan adds: the trigger is reachable at all from
states the system actually visits (callers exist, preconditions can co-occur,
upstream code does not consume the trigger first), and the plan names its
activation scenario (C-ACTIVATION-GROUNDING-01). An unreachable-by-construction
branch is a plan blocker, not a C-phase discovery.
Plan-rule checks. The reviewer additionally verifies each of these, and any one
failing is a blocker: (a) every verifier command the plan names actually exists AND
reads the change target — the reviewer RUNS it rather than trusting the plan
(PLAN-VERIFIER-REAL-01); (b) each new field or enum value has its full
creation → serialization → deserialization → consumer chain enumerated, with
N/A + reason where a stage does not apply (PLAN-FIELD-CHAIN-01); (c) when several
documents reference a shared type, the field NAMES match, not just the concept;
(d) each document's header dependency declaration matches the types its body
actually uses; (e) any plan adding enforcement records the five bypass fields and
either names the final enforcement layer or states none
(PLAN-BYPASS-NAMED-01). All three plan rules are defined in §3.2.
Instruct the reviewer to end with a normalized final line —
VERDICT: PASS | GO-WITH-FIXES (blockers=N) | FAIL — followed by numbered
blockers. No code changes.
Audit loop (STRICT, AUDIT-LOOP-01). A is a loop — audit → synthesize →
amend plan → re-audit — not a single round. Exit A→B only when the main agent
judges the round:
- pass — the reviewer approved; or
- near-pass — every High/Critical blocker was folded into the plan as a
concrete amendment or explicitly rebutted with recorded rationale, and only
non-blocking residuals remain. GO-WITH-FIXES; 2 blockers folded back qualifies.
A FAIL round never exits. Apply REVIEW-SYNTHESIS-01 (§11.3), amend the plan,
and re-audit with the same reviewer so it keeps the context it already built
(DISPATCH-ACTOR-01, §7.2). LOOP-REPAIR-01 bounds the loop: after 3 failed rounds
return to P with a changed plan, or to Interview when human clarification is what
is actually missing.
Three details in that rule are load-bearing and easy to lose:
- The main agent is the judge, not a string parser.
near-passis a judgment
about whether the blockers were really addressed. A reviewer's closing line is
evidence for that judgment, not a substitute for it — and a pasted verdict whose
final line says FAIL does not become a pass because the summary claims one.
- Same reviewer on re-audit, fresh reviewer for the final adversarial pass. Reuse
preserves context across rounds; independence matters when the reviewer has
already shaped the fix. Those pull in opposite directions, which is why the rule
names both rather than one.
- The loop is bounded because an unbounded audit loop is a stall, not rigor.
Three failed rounds means the plan is wrong in a way re-auditing cannot find.
Verification is not pinned to A (LEAN-REVIEW-01, DEFAULT). Dispatch review lanes
wherever they help — plan audit at A, implementation review at B, check
verification at C — instead of treating A as the one phase that owns review. A
review lane costs one dispatch and returns evidence you can paste into the next
attestation.
Where a runtime records reviewer verdicts, a recorded verdict is binding: it
cannot be contradicted by your own attestation, spent across a re-plan, or spent on
a plan whose files changed after approval. Where the runtime records nothing, the
same discipline is yours to keep.
What must not be built is a review gate whose failure mode traps the cycle. Recorded
2026-08-18 in the codexclaw lineage: A→B once required a verdict only an automatic
observer could write, so every reason that observer failed to fire — a matcher that
missed the runtime's role vocabulary, a reviewer whose closing lines did not parse,
a reinstall that moved the plugin root under a live session — left the cycle in a
phase it could never leave, and the only escape was hand-feeding the gate its own
payload. A gate whose normal recovery is forging its own input is not a gate.
Apply that when designing any gate here: if the recovery path is "fabricate the
evidence the gate wanted", the gate is worse than none.
Output worker JSON for the audit. Review results when they come back.
- If FAIL → synthesize (§11.3) → amend the plan → re-audit with the same reviewer
- If PASS or near-pass → report results, with the residual disposition, to the user
⛔ Wait for user approval. When approved, advance with the canonical A→B attestation form in §2.1.
B — Build
Implement the plan. You write code by default and own every verdict; a worker may
write when its slice passes DISPATCH-ECONOMY-01 (§7.1) and the dispatch is
explicitly write-capable with a bounded scope (see Pitfalls). Workers without that
grant are read-only verifiers.
Do not create structure/ or devlog/ unless approved in P or explicitly requested by the user.
After implementing, output worker JSON for verification. The worker checks your code exists and integrates cleanly.
- If NEEDS_FIX → you fix the issues → re-verify (repair discipline and failure
thresholds: §11.3)
- If DONE → report results to the user
⛔ Wait for user approval. When approved, advance with the canonical B→C attestation form in §2.1.
C — Check
Final sanity check:
- Verify all files saved and consistent
- Run
npx tsc --noEmit(if TypeScript project) - SoT sync (DEFAULT, SOT-SYNC-01): locate the repo's general source-of-truth
docs (structure/, architecture/INDEX docs) — found in P, patched HERE so SoT
and code never diverge silently; if the repo has none, recommend creating one
(dev-scaffolding §2.1) in the D summary
- Report completion summary
DEFAULT (C-RENDER-GROUNDING-01): when the work-phase produces an artifact whose
correctness only shows when run or rendered (HTML page, SVG, game, UI, chart,
animation, script with observable visual/interactive output), C MUST include a
render-grounding loop before C→D: (1) RUN it in its natural execution
environment — headless-browser screenshot for web, SVG→PNG render, execute scripts,
drive games/wizards until the first interactive state change; (2) OBSERVE the
output — actually read the screenshot/console back; a produced-but-unread screenshot
is not observation; (3) FIX what the observation reveals, then re-run and
re-observe. Trigger on artifact type + change ("could this look or behave wrong in a
way that only shows when it runs?"), never on task depth alone. Stop after ONE clean
observation; re-render only after a change. Well-formed (tsc/lint/parse passing) is
not correct — static gates do not satisfy this rule. Defaults (HEURISTIC — deviate
with a stated reason): 1280x720 viewport; stateful artifacts driven until the first
interactive state change. Evidence scales with class: C2-C3 record the observation
in the attestation narrative; C4 (STRICT) additionally persists the screenshot to
the devlog. The render observation is valid checkOutput evidence for C→D and the
did must reference it. Excluded: pure logic/config/prose covered by its own test
suite. (Adopted 2026-07-05 from fablize verification-grounding; devlog
260705_pabcd_render_grounding.)
DEFAULT (C-ACTIVATION-GROUNDING-01): the conditional-path sibling of render
grounding. When the work-phase adds or changes a code path that only runs under a
trigger condition absent from the default/happy path — error handlers, fallbacks,
retries, caches, guards, feature-gated branches, mode switches, migration handlers,
threshold behaviors — C MUST include activation evidence before C→D: (1) TRIGGER
the condition for real (a test or scenario that drives it, a fixture crossing the
threshold, fault injection); (2) OBSERVE the new path execute with its intended
effect (hit assertion, log/debug line, counter, or trace — read back, not just
produced); (3) FIX and re-trigger if the observation contradicts intent. "All
tests green" does not satisfy this rule when no test drives the trigger; a branch
nobody can show firing is unverified regardless of suite status. Two loud signals
mandate this check retroactively: a change whose observable output is byte-identical
to baseline everywhere (presume the path is dead; instrument before concluding "no
effect"), and a close-out claim of "handled/defended/falls back" with no fired-path
artifact behind it. The activation observation is valid checkOutput evidence for
C→D and the did must reference it. Excluded: unconditional straight-line changes
fully exercised by existing coverage. P names the activation scenario for each such
path in the accept criteria; the A reviewer checks trigger reachability (callers
exist, preconditions can co-occur, upstream code does not consume the trigger
first) — an unreachable-by-construction branch is a plan blocker, not a C-phase
discovery. For score-optimization loops, LOOP-MECHANISM-PROOF-01 /
LOOP-RESIDUAL-TRACE-01 (§10) apply on top. (Adopted 2026-07-06 from a contest-bot
incident: an endgame branch shipped inside a passing combo while structurally
unreachable — its solo ablation was baseline-exact and no gate asked "did it
fire?"; codexclaw devlog 260706_loop_mechanism_research.)
Long external gates (CI runs, deploys): do not block the turn polling — register a
runtime-owned background task/watcher and end the turn (the runtime re-invokes you on
completion and PABCD state persists across turns); if your runtime has no background
tasks, poll at a sensible interval. Local tsc/tests stay blocking.
When done, advance with the canonical C→D attestation form in §2.1; C→D uniquely requires a pasted check tail.
D — Done
Summarize the entire flow:
- What was planned (P), audited (A), built (B), checked (C)
- List of files changed
- Any follow-up items
Pessimistic close-out (DEFAULT, LOOP-PESSIMIST-01): for loop/multi-pass work, D
also records the negative delta: what did NOT improve, which hypothesis died this
cycle, and one sentence answering "what evidence would show the current direction is
wrong?" — the next P quotes this (§10 LOOP-CONTINUITY-01). Treat D→IDLE→P as a
context boundary / bias flush: the next cycle resumes from disk artifacts
(worklog, devlog, archive, death log), not from the transcript's accumulated
assumptions.
State returns to IDLE automatically.
Project root configuration is persistent. D completion resets the PABCD state, but it
does not clear the configured project root; unset it only when the
user explicitly asks to unset the project root.
§4. Rules
- One phase per response (the gate-and-wait turn boundary; canonical approval rule in §2.1).
Goal-mode exception: when a goal is active this does not permit ending a turn before D
when more PABCD-phases remain in the current cycle — keep going P→A→B→C→D, then close D
and re-enter P for the next work-phase.
- Sequence: P → A → B → C → D. Use
orchestrate resetto restart. - Workers verify (read-only) by default; write-capable dispatch follows §7.1
DISPATCH-ECONOMY-01. Verdicts stay with you in B.
- Goal-mode precedence: when a jaw goal is active (dev §0.4), use §2.1 with
evidence-backed checkpoints (your runtime's goal-checkpoint command, or a worklog checkpoint entry) instead of user approval. Phase order,
audit conditions, and verification intensity are unchanged.
Gate quick-reference (strict vs goal mode):
| Gate | Strict PABCD | Goal mode |
|---|---|---|
| P→A, A→B, B→C | user approval + --attest | evidence-backed checkpoint + --attest |
| C→D | auto + --attest w/ checkOutput/exitCode | same |
| Turn boundary | one phase per response | continue P→D within the cycle |
§5. Terminology: work-phase vs PABCD-phase
- work-phase: one outcome slice of a larger goal (e.g. "Phase 3: Management API"). A
multi-phase goal has several work-phases done in sequence.
- PABCD-phase: one of the letters P/A/B/C/D inside a single orchestration cycle.
Work-phases need not be slices of one feature: successive cycles in the SAME session
may target completely different features or plans under the same goal
(LOOP-UNIT-CHAIN-01). "This needs its own PABCD" is a plan statement — append the unit
to the slice map/goalplan (P-phase amendment) and run it as the next cycle, never a
reason to end the goal or defer to a new session.
Invariant: one work-phase = one full PABCD cycle. Run P→A→B→C→D for a work-phase, close
D (state → IDLE), then run orchestrate P to start the next work-phase. Do NOT run
B for several work-phases back-to-back, and do NOT commit a work-phase out of B without
passing C and D. Depth scales per work-phase class (see "PABCD Depth by Work Class"), but
the P→D sequence is never skipped for a work-phase.
Loop / multi-pass tasks: a "loop"/"루프" request (or work too large for one cycle) runs
as MULTIPLE PABCD passes — one per work-phase. Pre-plan the full slice map and WRITE
all per-phase decade docs (10_phase1, 20_phase2, ...) to diff-level up front
(DIFFLEVEL-ROADMAP-01, §3.1) — scaffolding empty files is not pre-planning. Each
later cycle's P re-verifies its pre-written doc against the current codebase and
amends it before building.
Docs-first multi-cycle entry (LOOP-DOCS-FIRST-01, DEFAULT). The first pass is a
design-only PABCD pass (Phase 0) — a code-free whole-system design and documentation
cycle that produces exactly this diff-level roadmap before the first implementation
work-phase. This used to read "MAY"; it is the default for any loop of 2+ work-phases,
and mandatory when the loop runs unattended.
A loop is a chain of PABCD cycles, and a chain is only as disciplined as the documents
each cycle re-reads at P. Memory lives on disk, not in the transcript — so a loop
spanning 2+ work-phases buys its memory first.
- Register and document in one motion. Arm the work-phase map (a skeleton is
fine) AND run the first work-phase as a docs-only cycle. Its deliverable is the
devlog unit: 000-009 research plus EVERY implementation phase's decade doc
(010, 020, 030, … with sub-docs like 021 where a phase needs finer grain)
at full diff-level precision (DIFFLEVEL-ROADMAP-01).
- The roadmap cycle's D is the roadmap lock. Closing it finalizes the map: phases
are refined to map 1:1 onto the decade docs. The initial registration is a
skeleton; the lock is the docs-only D, and the map stays APPEND-friendly afterwards.
- Implementation starts at the NEXT cycle. Each later work-phase consumes exactly
one decade doc as one full cycle: its P re-verifies the pre-written doc against the
current tree, amends it, then executes. Never implement two decade docs in one B.
- Docs-only means docs-only. Allowed: research notes, inventories, design docs,
repro and state snapshots, the decade docs themselves. Not allowed: production code
patches, deploy actions, or completion claims for implementation criteria.
Exemptions: a loop that genuinely fits one work-phase skips the docs-only cycle, and
C0/C1 fast-path work is untouched. If multi-cycle scope is discovered mid-loop the
docs-first debt comes due — the next P is the roadmap amendment that writes the missing
decade docs before any further implementation cycle.
The slice map is APPEND-friendly (LOOP-UNIT-CHAIN-01): an independent unit discovered
mid-loop — including a feature unrelated to the current slice — becomes a NEW
work-phase appended to the map via a P-phase amendment, then runs as the next cycle in
the same session.
Faithful execution (anti-skip): do the real work of each PABCD-phase — P writes the
real diff-level plan, A really dispatches the audit, B really implements AND verifies, C
really runs tsc/tests/scrutiny, D really summarizes with evidence. Advancing the state is
NOT the same as doing the phase; never rubber-stamp a phase to move on.
§6. Repository Root Contract
Before writing a PABCD plan or dispatching a subagent, determine the actual
working repository root with pwd -P from the target repo.
If the host runtime injects the project root (e.g. Codex cwd, or a Project root
header), use that value directly. Otherwise resolve via pwd -P from the target repo.
Setting the project root prevents confusion between the agent's state directory and the
actual codebase.
Every A/B phase worker-dispatch task body MUST begin with:
Project root: /absolute/path/to/current/repo
Rules:
Project rootmust be the current working repository, not the agent home directory.- Never let workers infer the repo root from the agent home directory,
process.cwd(), or a worker temp directory. - Resolve all relative repo paths (
src/...,tests/...,structure/...,skills_ref/...) againstProject root. - If
Project rootis unknown, STOP and ask before dispatching.
§6.1 Structure map before deep search (repo-map capability)
When entering unfamiliar C2+ territory, prefer a ranked structure map over blind
grep-walking: run the runtime's map command (cxc map / cli-jaw map / jwc map,
or the runtime's equivalent) on the target dir to see which files own which symbols,
then narrow with grep/ast-grep. On-demand only — never a whole-repo preload. Full
contract + per-harness port sites: references/repo-map-capability.md.
§7. Shared Plan (auto-injected)
When P completes, the plan is saved to the worklog ## Plan section (single source of truth) and kept in ctx.plan. No project-root file is created.
- In A and B, inject the full plan body at the top of every worker-dispatch task under
## Approved Plan(FSM runtimes may auto-inject). - Workers never read a plan file. Your task body should contain only the actual audit/verify instruction — the plan is prepended for you.
- Example dispatch task: "Project root: /absolute/path/to/current/repo
Audit: verify the imports in ..."` — no "read the plan" line needed.
§7.1 Parallel dispatch: isolation, specialists, decorrelated review
- DEFAULT (DISPATCH-ISOLATION-01): Parallel workers in the same work-phase are
context-isolated by default: each dispatch names an explicit access list — which
prior outputs (paths or pasted excerpts) this worker may read — and nothing else
from peer lanes is visible. Never expose one lane's in-progress trajectory or
draft output to another outside the access list: the first finished trajectory
otherwise steers every later lane into redundant agreement (orchestration
collapse) and the parallelism buys nothing. Durable cross-cycle artifacts
(worklog plan, devlog, D summaries) stay shared. Widening an access list is a
stated decision in the dispatch task, not a default.
- HEURISTIC (SPECIALIST-CRUX-01): When P or A identifies a narrow crux outside
the main line's domain — a derivation, a protocol subtlety, a domain constant, a
security property — dispatch a specialist lane to re-derive that crux from first
principles before merging the work that depends on it. The specialist's return
names its assumptions, the derivation or trace, and the exact decision its
verdict changes.
- HEURISTIC (REVIEW-DECORRELATE-01): When the runtime offers more than one
model family, run the A reviewer — and any §11.3 clean-slate re-examination after
repeated failed repairs — on a different model family than the one that produced
the plan or build. Same-family reviewers share blind spots; decorrelating the
reviewer is the cheapest independence upgrade available.
- DEFAULT (DISPATCH-ECONOMY-01): Decide delegation on three axes —
specifiability (can the task packet state its inputs, outputs, and decision
boundary completely?), verifiability (can the return be checked mechanically:
anchors, figures, reproduction commands?), and judgment ownership
(collapse/crux VERDICTS stay with the orchestrating session; re-derivation,
standardized implementation, research, and audits are dispatchable). A slice
that fails any axis stays with the orchestrator. Complexity or importance is
NOT an axis: a hard derivation that passes all three axes is dispatchable
(SPECIALIST-CRUX-01 above), and a trivial slice whose packet cannot state its
decision boundary is not. Output side: every return receives an
accept/reject/merge disposition with a one-line rationale BEFORE the next
wave is dispatched (wave-granular allowed). Returns must carry verbatim
anchors — file:line quotes, exact figures, URLs — a paraphrase-only summary
creates correlated blind spots between orchestrator and reviewer. Prefer
batch-waves with a single synthesis over drip-feed spawning. Speculative
dispatch of a later phase's work is default-OFF; the one exception is
phase-invariant EXTERNAL research (reads no repo state), quarantined as
candidate — unverified and discarded by default on plan amendment.
(Adopted 2026-07-07 from the Sakana Fugu learned-orchestrator report,
arXiv:2606.21228 — its trained orchestrators converged on intra-workflow isolation
with explicit access lists, crux-matched aggregation, cross-model builder/verifier
alternation, and specialist first-principles re-derivation; devlog
260707_fugu_orchestration_adoption. DISPATCH-ECONOMY-01 adopted 2026-07-11 from
an adversarial fork-debate + Tier-2 arXiv claim ledger — 10 papers, evidence
grades recorded; codexclaw devlog 260711_dispatch_economy_docs_site. jawcode /
cli-jaw ports pending.)
§7.2 Dispatch packet, lane, and lifecycle
§7.1 decides whether to dispatch. These decide how, and each one names a
failure that looks like something else when you hit it.
DISPATCH-TASK-01 (DEFAULT) — the packet. Every dispatch carries a structured
packet with these sections, in this order:
TASK · SCOPE · MUST DO · MUST NOT · PROOF · RETURN FORMAT · decision boundary
- Write scopes must be disjoint across concurrent lanes, with explicit read
bounds. Two lanes that can touch one file are one lane.
- The plan travels with the dispatch. Pass the concrete plan and scope; never
let a worker reconstruct the plan from a thin task description (§8 Context Drift).
- Name every required skill explicitly — nothing infers an omitted one.
- **Workers return evidence and unresolved judgments; the dispatching session
decides and integrates.** Judgment ownership never delegates
(DISPATCH-ECONOMY-01).
DISPATCH-AGENT-TYPE-01 (DEFAULT) — the lane. The read-only/write-capable split
is a dispatch-time classification, not a description of what the worker happens
to do:
- read-only lane — plan audit, research, review, verification. The default, and
what the A gate, the B review lane, and the C verification lane all use.
- write-capable lane — a deliberate implementation slice only, with a bounded
write scope named in the packet (§8).
Mismatching the lane to the packet is a real failure with a misleading symptom. A
read-only packet sent down a write-capable lane produces a worker held to
obligations it has no permission to satisfy, and what you observe is a worker
repeating the same answer against the same directive. When you see that, check the
lane before rewriting the prompt — it is almost always the lane.
LEAF-TOPOLOGY-01 (DEFAULT) — the topology. A dispatched worker is a leaf: it
does its scoped task and returns, without standing up its own orchestration layer.
Recursion is a deliberate per-dispatch grant, never a default. A runtime whose
workers may fan out internally should say so explicitly rather than leaving it
ambiguous, because an unplanned second layer makes write scopes unprovable.
DISPATCH-ACTOR-01 (DEFAULT) — reuse across rounds. Follow-up rounds in the same
role and work context reuse the existing worker rather than spawning fresh. The
point is context preservation: the reviewer or builder keeps what it already read,
so round two argues about the change instead of re-deriving the baseline.
If the runtime distinguishes "send more work" from "deliver context only", know
which is which — using the context-only channel to request work produces a worker
that never runs and a caller that waits forever.
Do not justify reuse with "same provider, so the prompt cache is warm". That
was tested and rejected in the lineage this rule comes from. Reuse is about
context, not cost.
Carve-out. The final adversarial pass at C — and any reviewer that has already
shaped the fix through synthesis rounds — gets a fresh reviewer, or a direct
independent file:line audit. Anchoring must never grade its own influence. Same
independence argument as REVIEW-DECORRELATE-01 (§7.1), applied across rounds instead
of across model families.
DISPATCH-RETIRE-01 (DEFAULT) — the exception to reuse. A worker that failed —
error, timeout, unresponsive, nonsense output — is retired, not nursed.
- At most ONE retry against the same worker, then abandon it and spawn fresh
with the failure folded into the new packet.
- A worker that has produced nothing after roughly three wait cycles is a failed
dispatch, and that retirement consumes the one retry. Silence does not earn a
second chance on top of the silence.
- Packet-failure reclaim. When a second, distinct worker also fails the SAME
packet, stop blaming workers: two independent failures on one packet are evidence
the packet failed DISPATCH-ECONOMY-01's specifiability bar. The dispatching
session reclaims that slice and does the work directly rather than dispatching a
third copy.
Both lifecycle rules are agent-followed doctrine, not runtime gates — nothing
watches worker lifecycles for you.
§8. Pitfalls
Delegation Trap
- B phase: Boss writes by default. Workers are READ-ONLY verifiers unless granted otherwise.
- 💡 To let a worker write, the slice must pass DISPATCH-ECONOMY-01 (§7.1: specifiable, verifiable, no verdict ownership) AND the dispatch must be explicitly write-capable with a bounded scope (e.g. a
--mutable-style flag or write-capable subagent type). - ⛔ Without
--mutable:"implement the feature","write the code","create the file"are forbidden. - ✅ Always allowed:
"verify src/x.ts compiles","check integration of Y","report DONE or NEEDS_FIX".
Context Drift
- If a worker says *"I'll proceed based on my assumption of the plan"* → STOP. Verify the dispatch went through the orchestration path that injects the plan (or re-send with the plan prepended).
- Never let workers reconstruct the plan from a short task description.
Phase Skip
- A (audit) is mandatory for C4, and for C3 when public contract, architecture,
persistence, cross-agent, or cross-session risk exists; use a micro-audit for C2 and
optional audit for C0-C1 (see dev §0.0 for classes).
- B verification is never "skippable". Untested code is not "done" — but verification
intensity scales with the work class (PABCD-AUTO-01).
- The orchestrator does not enforce these gates today — YOU do.
§9. PABCD Depth by Work Class
| Class | Plan (P) | Audit (A) | Build (B) | Check (C) | Record (D) |
|---|---|---|---|---|---|
| C0-C1 | None/inline | Optional | Direct fix | Smallest proof | One-line summary as a numbered record doc in the owning unit (UNIT-RESIDENCE-01) |
| C2 | Compact plan | Micro-audit | Boss-led build, focused tests | Targeted gate | Summary |
| C3 | Compact or full PABCD plan depending on persistence/risk | Required when public contract, architecture, persistence, cross-agent, or cross-session risk exists; otherwise focused audit | Boss-led build (economy-eligible slices dispatchable, §7.1), employees verify only when useful | Affected suite + docs consistency when docs/contracts changed | Summary + evidence; durable record only when state must persist |
| C4 | Full PABCD plan (mandatory) | Required, independent | Boss-led build, employee verifies | Full relevant gates | Durable risk/approval/evidence record |
| C5 | Interview/research first | — | — | — | Reclassify, then follow the new class |
Render-artifact work-phases add C-RENDER-GROUNDING-01 (§3 C) to the Check column at
C2+; C4 escalates its evidence to STRICT (persisted screenshot).
§10. Optimization-Loop Meta-Rules (plateau discipline)
These rules apply to score/objective-maximization loops and repeated PABCD passes where
candidates are being discarded by evidence gates. Gate validity itself is owned by
dev-testing §9.5 Limited-Oracle / Score-Objective Evaluation.
- DEFAULT (LOOP-PHASE-DEATH-01): Track each discarded candidate's killing PABCD-phase
(P/A/B/C/D) and change class: parameter-tweak, branch-toggle, state-space redesign, or
evaluator change. After N consecutive same-phase, same-class deaths (starting value
N=3 — HEURISTIC, tune per domain), the next work-phase MUST target the killing
mechanism itself, usually the evaluation gate, not another candidate of that class.
Repeated D-evidence collapses mean the gate, not the candidates, is probably the
bottleneck.
- STRICT (LOOP-CONTINUITY-01): P must begin by quoting the previous cycle's D
conclusions and next-direction. A new candidate that contradicts the recorded
next-direction requires an explicit stated reason.
- DEFAULT (LOOP-CANDIDATE-ANCHOR-01): For score/objective-maximization work, source
divergence candidates from domain-state evidence such as logs, trajectories, and
opponent/instance analysis, not only from existing code parameters. If every candidate
is a threshold, guard, or suppression tweak on existing levers, treat that as
parameter-space anchoring and regenerate from the state space.
- HEURISTIC (LOOP-INSTANCE-CHECK-01): Check whether evaluation instances are fixed and
enumerable: fixed opponents, fixed test maps, fixed graders. If yes, per-instance
specialization such as fingerprint plus playbook is a legitimate, evaluable widening
move; consider it before generic-strategy tweaks.
- DEFAULT (LOOP-MECHANISM-PROOF-01): A candidate whose value is a new
branch/mechanism must carry activation evidence from the instances it targets — a
counter, debug line, or trace showing the branch actually FIRED — before adoption.
Aggregate score movement is not activation proof: in a multi-feature combo, a dead
mechanism hides behind the other features' gains. The loud special case is a
zero-delta ablation: if the single-feature candidate scores exactly baseline on the
instances it was built to flip, presume the mechanism never ran and instrument
before combining or discarding.
- DEFAULT (LOOP-RESIDUAL-TRACE-01): A residual failure carried through D needs a
mechanism-level explanation (which branches fired, which did not, and why the
outcome followed) or the explicit label unexplained. A plausible story about the
opponent/environment is not an explanation unless the trace confirms our own
relevant mechanism armed and acted. The pessimistic D record quotes this trace,
not the story.
- HEURISTIC (LOOP-PEER-CONTRAST-01): When an external artifact — a peer's bot, a
reference solution, a competitor run — achieves the objective on the same fixed
instance we fail, the next generation's first analysis deliverable is a behavioral
diff of the two traces (what they did that we did not), before any new candidate.
This is the cheapest capability-gap detector available and outranks another round
of parameter candidates (LOOP-CANDIDATE-ANCHOR-01).
- HEURISTIC (LOOP-FANOUT-TIMING-01): Spend parallel fan-out late, not early.
While coarse levers still move the metric, stay single-track (N=1); once coarse
levers stabilize or plateau and the search shifts to fine-grained candidates,
parallel candidate lanes and specialist re-derivation start paying for their
cost. Fan-out also buys outcome consistency (cross-run variance reduction), not
only peak score — weigh both when deciding. (Adopted 2026-07-07 from Sakana
Fugu, arXiv:2606.21228: orchestration gains on a 123-experiment autonomous
training loop concentrated after mid-run, once coarse configuration search gave
way to fine optimizer/schedule tuning.)
Grounding: observed in a 14-discard optimization plateau where a prefix-only replay gate
and a hard draw-protection invariant locked a 3.5/8 score; the mechanism-proof trio was
grounded 2026-07-06 by a second incident in the same domain (a dead endgame branch
adopted inside a passing combo; codexclaw devlog 260706_loop_mechanism_research).
Two-incident induction now — keep the per-domain death log and revise when a new
domain's evidence contradicts these rules.
§11. Loop-Engineering Alignment
PABCD is the macro loop; loop engineering supplies the micro-loop rules inside each
phase. Full rule text: references/loop-engineering.md — read it before running
any loop/multi-pass or optimization work-phase. Summary index (IDs are canonical):
- §11.1 Loop values (DEFAULT) — feedback must change the next action; the verifier
outranks the prompt; memory lives on disk; budget exhaustion ≠ done; context pressure
≠ budget exhaustion (checkpoint durable state and continue — never close a goal over
"context is getting large"); Interview yields a testable loop-spec, not solved intent.
- §11.2 Terminal states (DEFAULT) — D names the real report state:
DONE·NOOP·
BLOCKED · UNSAFE · NEEDS_HUMAN · BUDGET_EXHAUSTED (adopt best-so-far and say
so). Report states, not FSM states.
- §11.3 Repair-loop discipline (LOOP-REPAIR-01 / LOOP-DOOM-01) — repair only the
failing delta; 2 same-failure repairs → root-cause mode; 3 → replan or Interview;
3 same-phase attestation failures → forced Interview return.
- §11.4 Loop archetype (LOOP-ARCHETYPE-01) — spec-satisfaction → repair loop;
open-ended optimization → explore-and-select (diverse candidates, same-instance
evaluation, best-so-far ledger, plateau/budget stop → BUDGET_EXHAUSTED). Workflow
proposal: backlog/260702_explore_select_research.md (LOOP-EXPLORE-SELECT-01).
- §11.4a Analysis before regeneration (LOOP-REANALYZE-01) — every generation opens
with an analysis deliverable: updated opponent/problem model + capability-gap
hypotheses (a gap may expand the allowed surface via P amendment). Regenerating
straight from scores is a repair loop in an explore costume.
- §11.5 Unattended-loop resource policy (DEFAULT) — goal-mode loop-specs state
tool/credential scope, token/cost budget, and a wall-clock bound; unstated scope on
C4 surfaces is an ESCALATE-class omission.
- §11.6 Continuation doctrine (DEFAULT, LOOP-CONTINUE-01): the loop keeps the
turn alive; the agent decides what "remaining work" means. Rules: (a) do not
redefine the objective downward — success criteria from P/goalplan are the bar;
(b) audit completion against current repo state, not memory — a remembered "it
passed" is not evidence; (c) read durable state first (worklog, goalplan,
ledger.jsonl) before planning the next pass; (d) IDLE is not the end while work
remains — if unmet criteria remain under an active goal, start the next work-phase
at P; (e) work-phases chain HETEROGENEOUS units in one session
(LOOP-UNIT-CHAIN-01) — an independent feature discovered mid-loop is appended to
the plan and started at P, not deferred to a new session or used to justify
closing the goal.
- §11.7 Divergence/collapse (DEFAULT): PABCD is convergence-first by default.
Divergence is a mode for the open-ended-optimization archetype, not a standing
habit. Entry: deliberate in HITL (I/P when intent is open, approach uncertain, or
user asks to compare), or automatically prompted in goal mode when a maximize
objective records non-improving metrics (plateau detection). When ON: record at
least two candidates with search provenance; collapse early at P for spec work
(pass/fail), late at D for metric work (local metric can deceive). After the
plateau breaks or a candidate is kept/discarded, turn it off and return to N=1.
Divergence never bypasses human confirmation in HITL; in goal mode the hook can
only keep the turn alive and tell the agent to re-plan.
- §11.8 Divergence cost tiers (DEFAULT, DIVERGE-TIER-01): divergence defaults to
conceptual candidates. Tier 0 inline brainstorm (no dispatch); Tier 1 conceptual
candidate docs — 2-3 parallel candidate lanes, one-page docs each (research
read-only, doc write scoped to the plan archive), mandatory front-matter
(assumptions/risks/kill-criteria/evidence-needed) plus per-candidate provenance
(§11.7 search provenance, or a repo-evidence path for codebase-grounded
candidates — an explicit §11.8 amendment); the collapse owner critiques directly,
cross-critique is not a gate; Tier 2 implementation spike only when the choice is
load-bearing AND candidates genuinely conflict AND judgment needs running code
(0-1 per unit, recorded P-level decision). Tier inflation and tier deflation are
both violations.
- §11.9 Crux-matched collapse (DEFAULT, COLLAPSE-AGGREGATOR-01): collapse and
synthesis ownership follows the disputed crux. When parallel candidates disagree,
the synthesis verdict comes from whoever is strongest on the domain of the
disagreement — dispatch a crux-matched aggregator lane when the collapse owner is
not. A fixed aggregator caps the exercise at that aggregator's own ceiling for
the domain. The collapse record names each candidate's partial correctness, each
candidate's failure mode, and why the winner's evidence resolves the crux.
Full rules: references/loop-engineering.md.