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clarify · operating skill

Scope & Acceptance Criteria

Make an AI-assisted task reviewable before implementation by separating in-scope behavior, non-goals, evidence, and stop conditions.

beta v0.1.0 either invocation verified 2026-08-08
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When to reach for it

  • A request is broad, ambiguous, or likely to expand during execution.
  • Multiple people or agents need the same definition of done.
  • A release, review, or handoff needs observable evidence.

Do not use when

  • The goal is intentionally exploratory and no commitment is being made yet.
  • The acceptance decision belongs to an authority or policy not available in the current context.

Inputs

  • Desired outcome
  • Known constraints and exclusions
  • Stakeholders or intended users
  • Available evidence and verification surfaces

Outputs

  • In-scope behavior
  • Explicit non-goals
  • Observable acceptance criteria
  • Evidence plan and stop conditions
Compatible agents
ChatGPTClaude CodeCodexHermes Agent

What it does

Scope & Acceptance Criteria turns an intention into a bounded, reviewable work packet. It makes the desired outcome, exclusions, evidence, and stop conditions explicit before implementation begins.

When to reach for it

Use it when a request can be interpreted in several ways, when more than one agent or person will touch the work, or when approval depends on evidence rather than a persuasive summary.

What one run does

  1. Restate the desired outcome in user-observable terms.
  2. Separate committed scope from assumptions and follow-up ideas.
  3. Name explicit non-goals and boundaries.
  4. Write acceptance criteria that can be checked.
  5. Identify evidence, dependencies, and a stop condition.

Common failure modes

  • Writing implementation tasks before agreeing on the outcome.
  • Hiding out-of-scope work in vague acceptance language.
  • Using “looks good” as the only verification criterion.
  • Continuing after a missing dependency or authority should have stopped the work.

It’s working if

A different agent can execute or review the work packet without inventing missing scope, and every acceptance criterion points to an observable result.

Where it fits

This is a Clarify-phase skill. It follows source extraction or a handoff when needed and creates the boundary that Execute and Verify work can rely on.

Verification

  • Another person can tell what is in scope and what is not.
  • Each acceptance criterion has an observable check or explicit limitation.
  • The next action is small enough to execute without reopening the whole request.

Guardrails

  • Do not turn assumptions into acceptance criteria without labeling them.
  • Keep non-goals visible so scope cannot silently expand.
  • Prefer observable evidence over subjective completion language.
  • Stop when required authority or evidence is unavailable.