aif-loop

You can automate iterative artifact refinement by executing a strict multi-iteration Reflex Loop with phases like PLAN, PRODUCE, EVALUATE, and REFINE. This enforces quality standards through strict quality gates that halt the loop when outputs are good enough or iteration limits are reached.

A Reflex Loop is a task automation process that refines artifacts iteratively across predefined phases: PLAN, PRODUCE, PREPARE, EVALUATE, CRITIQUE, and REFINE. It cycles through these phases to improve outputs until strict quality gates determine the artifact meets required standards.

Yes, Python is required to execute and configure the Reflex Loop for artifact generation. The Skill relies on Python scripts to drive the multi-iteration phases, manage quality gates, and handle the iterative refinement process.

The best way to enforce quality standards during code generation is using a strict multi-iteration Reflex Loop with quality gates. By passing artifacts through PLAN, PRODUCE, EVALUATE, and REFINE phases, the loop evaluates output quality and stops only when standards are met or iteration limits are reached.

To start a new task for iterative technical documentation refinement, run the command `aif-loop new <task>`. This initiates a strict multi-iteration Reflex Loop that applies planned phases and quality gates to refine your documentation artifact until it meets required standards.

You should avoid using an iterative refinement loop for artifact generation when your task requires only a single pass or lacks clear quality standards to evaluate. The Reflex Loop is designed for scenarios needing multi-iteration evaluation and strict quality gates to progressively improve outputs.