When should I use the Session Intelligence Harvester?

You should invoke this skill after any session involving corrections, discovered patterns, or whenever you want to 'harvest' intelligence to prevent a specific error from recurring.

How does this help prevent format drift?

It identifies where a format was violated, encodes the correct pattern into the relevant agent or command file, and adds a validation check to catch future violations during the planning phase.

What is a PHR in this workflow?

A PHR (Project History Record) is a document generated by the skill that records what was learned, where it was encoded, and why it improves future work, providing a clear audit trail of project intelligence.

What is a Reusable Intelligence Infrastructure (RII) component?

RII components are the core project files—such as CLAUDE.md, agent definitions, and skills—that define the rules, patterns, and behaviors of AI agents within a repository.

Does this skill only suggest changes or does it implement them?

By default, this skill takes direct action. It reads the target files, performs precise edits using the Edit tool, and commits the changes to ensure the intelligence is encoded immediately.

Session Intelligence Harvester

The Session Intelligence Harvester is a specialized utility designed to capture and institutionalize the insights gained during productive AI-native development sessions. Instead of letting corrections, pattern discoveries, or format fixes remain one-time events, this skill systematically analyzes the session, classifies the learnings, and routes them to appropriate Reusable Intelligence Infrastructure (RII) components like CLAUDE.md and agent definition files. By encoding failure modes and convergence patterns directly into the project's orchestration layer, it ensures that developers and AI agents alike benefit from previous mistakes and successes, effectively building a self-improving development environment.

主要功能

01Automated session analysis for identifying corrections and new patterns

02Direct implementation of updates across multiple project files with precision

03Standardized classification for context gaps, failure modes, and convergence patterns

04Intelligent routing of learnings to appropriate RII components (CLAUDE.md, Agent files)

0568 GitHub stars

06Automated Project History Record (PHR) generation and structured commits

使用场景

01Encoding 'lessons learned' after resolving complex format drift or architectural errors

02Updating agent protocols after identifying recurring failure modes in a workflow

03Institutionalizing new organizational patterns or validation checks for future sessions

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add panaversity/ai-native-software-development session-intelligence-harvester

For use in Claude.ai and ChatGPT

Download Skill

主要功能

01Automated session analysis for identifying corrections and new patterns

02Direct implementation of updates across multiple project files with precision

03Standardized classification for context gaps, failure modes, and convergence patterns

04Intelligent routing of learnings to appropriate RII components (CLAUDE.md, Agent files)

0568 GitHub stars

06Automated Project History Record (PHR) generation and structured commits

使用场景

01Encoding 'lessons learned' after resolving complex format drift or architectural errors

02Updating agent protocols after identifying recurring failure modes in a workflow

03Institutionalizing new organizational patterns or validation checks for future sessions

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add panaversity/ai-native-software-development session-intelligence-harvester

For use in Claude.ai and ChatGPT

Download Skill