Execute multi-iteration Reflex Loops with PLAN, PRODUCE, EVALUATE, CRITIQUE, and REFINE phases.
npx skills add https://github.com/batFormat/sancrm-docs --skill aif-loop-batformat
Please help me install this Agent Skill. Skill: aif-loop Source: https://github.com/batFormat/sancrm-docs/tree/main/.claude/skills/aif-loop Command: npx skills add https://github.com/batFormat/sancrm-docs --skill aif-loop-batformat
This Skill automates complex iterative refinement processes, ensuring artifacts meet strict quality standards through multiple cycles of generation, evaluation, and improvement.
Start a new iterative refinement loop for generating an OpenAPI 3.1 spec with DDD notes and JSON examples.
High-intent search queries and answers about installing and using this skill.
Iterative refinement of an artifact is achieved by executing a strict multi-iteration Reflex Loop with PLAN, PRODUCE, EVALUATE, CRITIQUE, and REFINE phases to automatically check quality gates. This process repeats until your defined quality criteria are met or iteration limits are reached.
Iterative refinement works for generating OpenAPI specifications by producing an initial spec, evaluating it against correctness and completeness rules, critiquing failures, and refining the artifact. This quality-gated generation cycle ensures the final specification meets your defined quality threshold.
State persistence across multiple refinement sessions is managed using specific file contracts within the Reflex Loop. This mechanism ensures artifact state, evaluation criteria, and critique history are retained between iterations, allowing you to resume generate-critique-refine workflows seamlessly.
You can apply quality gates to automatically critique and improve any artifact including code, documentation, and specifications. The structured loop evaluates the generated output against your defined criteria, automatically critiquing failures and refining the artifact until the quality gates are satisfied.
When an artifact fails evaluation during the generate critique refine workflow, the process enters the CRITIQUE phase to identify failures, followed by the REFINE phase to improve the output. This cycle repeats automatically until the artifact passes the defined quality gates or reaches the maximum iteration limit.
Ard2pOrchestrate iterative artifact refinement through PLAN, PRODUCE, PREPARE, EVALUATE, CRITIQUE, and REFINE phases.
compnew2006Generate implementation plans with data models, contracts, and quickstart guides from feature specifications.
mind-systemsExecute a six-phase reflex-loop workflow to iteratively refine artifacts.
afterworkRun multi-iteration reflex loops with PLAN, PRODUCE, EVALUATE, CRITIQUE, and REFINE phases.
