autoloop

Automate recursive gap analysis, refinement, evaluation, and convergence checks on a target.

8|Updated Mar 17, 2026

Search Tags:#automation #evaluation #gap-analysis #recursive-improvement #autoloop #quality-convergence

Ready to run

npx skills add https://github.com/ShaheerKhawaja/ProductionOS --skill autoloop-shaheerkhawaja

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: autoloop
Source: https://github.com/ShaheerKhawaja/ProductionOS/tree/main/skills/autoloop
Command: npx skills add https://github.com/ShaheerKhawaja/ProductionOS --skill autoloop-shaheerkhawaja

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Autonomous recursive improvement loop for a single target. Runs gap analysis, recursive refinement, evaluation, and convergence checks until the target reaches quality threshold or converges.

Core Features & Use Cases

Automates gap analysis between current state and target quality.
Performs iterative refinement and evaluation in a controlled loop until convergence.
Applies to code, design artifacts, or documentation requiring end-to-end quality uplift.

Quick Start

Provide a target (file, directory, or description) and an optional goal, and let autoloop begin recursive refinement until convergence.

Frequently Asked Questions about autoloop

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

FAQPage Schema

How do I automate recursive improvement for code or documents?▼

Automate recursive improvement by running gap analysis, refinement, and evaluation loops until the target converges. This process applies to code, design artifacts, or documentation, autonomously elevating quality until a defined threshold is met.

What is gap analysis in iterative code refinement?▼

Gap analysis in iterative refinement identifies the difference between the current artifact state and the target quality threshold. It drives the recursive loop by pinpointing specific areas in code or documents requiring further refinement and evaluation.

How do I set up convergence checks for automated quality refinement?▼

Set up convergence checks by configuring the recursive loop to evaluate the target artifact against a quality threshold. The process stops when the evaluation confirms no further refinement is needed, ensuring the final output meets convergence guards.

Can I use recursive refinement on design artifacts in isolation?▼

Yes, recursive refinement applies to design artifacts, code, or documentation in isolation or within a project. The automated loop performs gap analysis and evaluation on the single target until quality convergence is achieved.

What is the best way to run end-to-end quality enhancement on a target?▼

The best way to run end-to-end quality enhancement is providing the target file or description to an automated recursive loop. It handles gap analysis, refinement, evaluation, and final output selection until the artifact reaches peak quality.