Auto spec

<EXTREMELY-IMPORTANT> A spec is a contract; a vague or invented one poisons everything downstream. Non-negotiable: 1. GROUND EVERY REQUIREMENT. Each requirement is tied to the actual repo/domain or explicitly marked an ASSUMPTION. Never invent requirements, file paths, endpoints, or constraints to fill a gap — a phantom in the spec becomes a phantom in the plan and the code. 2. EVERY ACCEPTANCE CRITERION MUST BE TESTABLE. If you can't state how it would be verified (a test, a measurable threshold, an observable behavior), it isn't an acceptance criterion — sharpen it or cut it. 3. SCOPE HAS EXPLICIT NON-GOALS. A spec that only says what's in-scope invites scope creep. State what is deliberately OUT. 4. SURFACE, DON'T GUESS. Genuine ambiguity that changes what gets built is a STOP-and-ask (bounded questions), not a silent assumption dressed as a requirement. 5. FAIL CLOSED ON COMPLETENESS. The critic loop exits only when no material gap/ambiguity/untestable criterion remains OR it stalls — and a stalled critic reports the open gaps, never a "looks complete" it didn't earn. 6. SELECTED SCOPE OUTRANKS THE DRAFT. Preserve every intake `selectedScope[]` id in scope. Never move one to non-goals or deferred work; reducing selected scope is a per-id user decision, not a spec decision. </EXTREMELY-IMPORTANT>

Auto Spec

Overview

Produce the spec a strong engineer would write before touching code: grounded in what actually exists, precise about behavior, testable in its criteria, honest about scope and risk — arrived at autonomously through recon + draft + an adversarial completeness loop. The output is a spec downstream phases can plan and test against without re-interviewing the user.

Phase 0: Intake — capture the request, detect blocking ambiguity

• Capture $request verbatim as the source of scope. The request IS the scope; don't silently narrow or widen it.
• In a pipeline run, require and read the pre-plan intake snapshot; copy its selectedScope[] ids/titles/sources verbatim into a Binding selected scope checklist and record the snapshot path/hash. Do not accept the plan/spec's own copy as its authority. In a standalone run, if the caller supplies selectedScope[], preserve it verbatim; if the user selected a named bundle, itemize it first. The checklist is authoritative over the draft and must not be regenerated from what the spec includes.
• Judge whether it's answerable from the repo + reasonable inference, or whether a genuine product decision blocks it (a fork where building the wrong branch is expensive). Only for the latter, ask a FEW targeted questions (AskUserQuestion) — never a long interview, never scope questions you could answer by reading the repo.
• Open a checkpoint-resume run.

Success criteria: the request is captured; at most a few genuinely-blocking questions asked; recon can proceed.

Phase 1: Recon — ground the spec in reality

Before drafting, learn what exists (fan out with fan-out-work for a large repo):

• the relevant existing code, modules, data models, and interfaces the change touches;
• prior art / patterns in the repo to stay consistent with;
• constraints that are real: the stack, existing contracts, invariants in CLAUDE.md/docs, data shapes, auth/security boundaries;
• the domain facts the request assumes;
• prior-run lessons already in your loaded context — auto-learn routes them into CLAUDE.md, .claude/rules, and auto memory (which Claude Code loads automatically), so constraints and failure patterns already paid for are in front of you: fold them into the spec's constraints/risks, don't rediscover them.

Record what's grounded vs. what's an assumption — the draft will mark assumptions explicitly.

Success criteria: a grounded picture of the current state and constraints the spec must respect.

Phase 2: Draft the spec

Write .ulpi/spec/<name>.md covering (omit a section only when truly N/A, and say so):

• Objective — the problem and the outcome, in one or two sentences.
• Users & context — who this is for and when it's used.
• Behavior / user stories — what the system does, from the user's view; the happy path AND the error and edge paths.
• Acceptance criteria — a checklist, each item TESTABLE (a condition you could assert). These become the plan's per-task criteria and the tests' targets.
• Binding selected scope — every intake id, unchanged, with the behavior/criteria that implement it.
• Scope & non-goals — explicitly in and explicitly OUT. Non-goals may contain only things the intake selection never included. Never put a selected id here.
• Constraints & interfaces — stack, contracts, data shapes, public interfaces affected, backward-compat.
• Assumptions & open questions — everything not grounded, named as such.
• Risks — security, data, irreversibility, performance — with the mitigation direction.

Success criteria: a complete first draft; every acceptance criterion is phrased testably; assumptions are marked, not hidden as facts.

Phase 3: The completeness-critic loop (converge until stable)

Run converge-loop in until-dry mode with an adversarial critic as the finder — this is what makes the spec strong:

• each round, adversarial-verify-style critics attack the draft: missing behavior/edge/error case? an acceptance criterion that isn't testable? an ungrounded requirement? contradictory or ambiguous wording? a non-goal that should be stated? an unstated assumption? any selected-scope id missing, weakened, deferred, or placed in non-goals?
• apply the smallest fix per finding (tighten a criterion, add the missing case, mark the assumption, cut the invented requirement);
• re-critique; exit when a round finds no material gap (dry) OR it stalls. A stalled loop reports the remaining open gaps — it does not claim completeness.

Use AskUserQuestion only if a surfaced gap is a real product decision; otherwise the critic resolves it against the repo.

Success criteria: no material gap/ambiguity/untestable criterion remains, or the open ones are explicitly listed as open questions.

Phase 4: Finalize

Write the stabilized spec to .ulpi/spec/<name>.md, close the checkpoint, and report where it lives + the open questions (if any). This spec is the input to auto-plan.

Success criteria: the spec file is written and self-consistent; open questions (if any) are flagged for the user.

Common Rationalizations

Rationalization	Reality
"The request is clear enough, skip the spec."	Clear-to-you scatters into ten interpretations at build time. The spec is the shared contract that prevents that.
"I'll just assume the obvious behavior."	An unmarked assumption is an invented requirement. Mark it as an assumption or ask — don't smuggle it in as fact.
"'Works well' is a fine acceptance criterion."	Untestable criteria can't gate anything. If you can't write a test for it, it's a wish, not a criterion.
"I don't need non-goals, the scope is obvious."	Unstated non-goals are the entry point for scope creep. Name what's out.
"The critic found nothing new, one round is enough."	One round rarely exhausts the gaps. Loop until a round is genuinely dry, then stop.
"I'll reference a config/endpoint that probably exists."	A phantom path in the spec becomes a phantom in the code. Ground it or mark it unknown.
"This selected feature cannot fit this pass, so I will call it a non-goal."	That silently reduces the user's scope. Keep it selected and attempt it; unfinished work is BLOCKED. Only the user may drop its id.

Red Flags

• Requirements, paths, or endpoints in the spec that don't exist in the repo and aren't marked assumptions.
• Acceptance criteria you couldn't write a test for.
• A spec with in-scope items but no non-goals.
• The critic loop ran exactly once.
• Long clarification interviews for things readable in the repo.
• A "complete" verdict with unresolved contradictions still in the text.
• A selected-scope id missing from the spec, weakened into a non-goal, or pre-emptively deferred.

Guardrails

• Never invent requirements/paths/constraints; ground them or mark them assumptions.
• Never emit an untestable acceptance criterion.
• Never omit explicit non-goals.
• Never put a selected-scope id in non-goals or deferred work. If it cannot be completed, keep it selected and surface it as BLOCKED; record a drop only after an explicit user decision naming that id.
• Never resolve a real product decision silently — ask (briefly) or flag it open.
• Never report the spec complete while the critic still finds material gaps.

When To Load References

• fan-out-work (skill) — parallel recon across a large codebase in Phase 1.
• adversarial-verify (skill) — the completeness critics in Phase 3.
• converge-loop (skill) — the until-stable critic loop (termination + anti-thrash).
• checkpoint-resume (skill) — durable spec-run state.

Output Contract

Report:

1. the spec file path (.ulpi/spec/<name>.md), independent intake snapshot path/hash, and objective
2. selected-scope coverage (N of M) against that snapshot with every selected id, then the acceptance-criteria count and explicit non-goals
3. any per-id user-approved drops, assumptions made, and open questions surfaced for the user
4. critic-loop outcome (rounds to stable, or the honest remaining gaps)