SKILL

intent-driven-development

Turn ambiguous or high-impact product and engineering changes into scoped, verifiable acceptance criteria before or alongside implementation. Use when a user asks to clarify a feature, define acceptance criteria, de-risk a security/data/migration/integration change, prepare implementation requirements for another agent, or make a complex request testable. Do not trigger for trivial edits, straightforward fixes, active debugging, code review, or implementation requests whose acceptance conditions are already clear unless the user explicitly invokes this skill.

Target: Cloud, operations & security. Automatically collected · unverified.

Excerpt from the author’s documentation

Extracted from a fixed version of SKILL.md in its original language. This is the author’s documentation; installation, compatibility and runtime results have not been verified by this site.

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Topics in the source

  • Intent-Driven Development
  • When to Activate
  • How It Works
  • Examples
  • Operating Rules
  • Choose The Depth
  • Quick Capture
  • Full Acceptance Brief

Produce useful acceptance criteria without turning specification into ceremony. Inspect available context first, expose genuine ambiguity, and choose verification methods that fit the work and its risk. User asks to clarify a feature, define acceptance criteria, or de-risk a change before implementation Request touches security, authentication, persistent data, migrations, external APIs, or compliance User wants to prepare a handoff artifact for another agent or team Request is ambiguous enough that the expected outcome is not yet observable or testable User explicitly invokes this skill with /intent-driven-development Do not activate for trivial edits, straightforward one-line fixes, active debugging sessions, code review requests, or implementation requests whose acceptance conditions are already clear. 1. Inspect context first — reads the repository, docs, schemas, and test infrastructure for technical facts before asking any question, while treating product/business constraints as something only the user or a product artifact can supply 2. Choose depth — selects Quick Capture (3-7 criteria, low/moderate risk) or Full Acceptance Brief (security, data, migration, cross-system cha

This is an excerpt. Refer to the complete source and its current requirements.

Source repository
affaan-m/ECC
Source file
pi/core/skills/intent-driven-development/SKILL.md
Fixed revision
d2ef2680594f9a17526a6e1a2e18b3d242c5d17b
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Author: affaan-m/ECC · original repository metadata. Documentation review: Not reviewed. Last source check: 2026-11-09T15:01:43.048Z.

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