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review-framework

Analyze AutoQEC run artifacts to identify framework weaknesses and propose file-level improvements.

3|Updated Apr 20, 2026
Search Tags:#framework#diagnostics#review#artifact-analysis#code-improvement#autoqec#dsl-gaps
One-click install
npx skills add https://github.com/qualit527/qec-ai-decoder --skill review-framework
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: review-framework
Source: https://github.com/qualit527/qec-ai-decoder/tree/main/.claude/skills/review-framework
Command: npx skills add https://github.com/qualit527/qec-ai-decoder --skill review-framework

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Read artifacts from a completed AutoQEC run to surface actionable improvements to the framework code, addressing DSL gaps, weak baselines, miscalibrated safety thresholds, prompt drift, environment limitations, and orchestration friction.

Core Features & Use Cases

  • Analyze run_dir artifacts such as history.jsonl, pareto.json, logs, orchestrator_trace.md, and per-round artifacts to identify weaknesses in the framework.
  • Propose precise, file-level changes (diffs or YAML snippets) to improve the framework before the next run.
  • Produce a structured framework_review.md documenting findings with evidence and recommended actions.

Quick Start

Run the review workflow on a completed run directory and inspect the generated framework_review.md for actionable recommendations.

Frequently Asked Questions about review-framework

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I identify AutoQEC framework weaknesses from run artifacts?▼

To analyze AutoQEC framework weaknesses, read artifacts like history.jsonl and pareto.json from a completed run to surface DSL gaps, miscalibrated safety thresholds, and orchestration friction. It outputs a framework_review.md with actionable findings.

What is an AutoQEC framework review and how does it work?▼

An AutoQEC framework review is a diagnostic process that reads orchestrator traces and per-round artifacts to identify framework limitations. It generates a structured markdown report proposing precise, file-level diffs to improve framework code.

How do I get concrete code improvements for AutoQEC DSL gaps?▼

To get concrete code improvements for AutoQEC DSL gaps, analyze log files and orchestrator traces from your run directory. The process proposes precise file changes and YAML snippets to address prompt drift and environment limitations.

Can I review AutoQEC orchestration friction and safety thresholds together?▼

Yes, you can review AutoQEC orchestration friction and safety thresholds together by analyzing orchestrator traces and per-round artifacts. The review identifies miscalibrations and outputs a unified framework_review.md with recommended actions.

Does the AutoQEC framework review generate diffs or just findings?▼

The AutoQEC framework review generates precise file-level changes, including diffs or YAML snippets, alongside structured findings. It produces a comprehensive framework_review.md documenting evidence and recommended actions suitable for integration.

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