How does this skill help with documentation?

It provides a specific framework for identifying which learnings are worth encoding into CLAUDE.md or reference files based on their complexity and repeatability.

What is a compound improvement cycle?

It is a methodology focused on capturing knowledge and optimizing processes during the execution of a task, rather than just in retrospective, to create compounding efficiency gains.

What is friction logging?

Friction logging is the practice of noting down unexpected difficulties or knowledge gaps immediately as they happen during work to identify candidates for better tooling or documentation.

When should I activate this skill?

Activate it at the start of any significant task, when exploring new territory, or when you want Claude to proactively identify improvements in your workflow.

Compound Improvement Cycle

Name: Compound Improvement Cycle
Author: mberto10

bymberto10

0•

生産性とワークフロー

Implements a continuous learning framework that transforms daily tasks into reusable knowledge and system improvements.

The Compound Improvement Cycle skill equips Claude with an active thinking framework designed to capture learnings while work is in progress. Rather than waiting for a post-task retrospective, this skill encourages proactive friction logging, pattern recognition, and the encoding of best practices directly into the project's environment. It is ideal for developers who want to build a compounding knowledge base, optimize recurring workflows, and ensure that every lesson learned becomes a permanent asset for the codebase and the AI's future performance.

主な機能

01Pattern recognition triggers to identify reusable components and logic.

02Integration with compound-loop infrastructure for seamless knowledge consolidation.

030 GitHub stars

04Standardized encoding filters to categorize learnings into rules, skills, or docs.

05Real-time friction logging to capture workflow bottlenecks as they occur.

06Pre-task and post-task reflection checklists to maximize project leverage.

ユースケース

01Onboarding onto a new codebase and systematically capturing architectural patterns.

02Root-cause analysis during debugging to ensure knowledge is encoded and errors don't recur.

03Refining repetitive development processes into reusable automated commands or rules.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add mberto10/mberto-compound improvement-cycle-setup

For use in Claude.ai and ChatGPT

Download Skill