reflect

Extract lessons and gaps from a completed session and update project memory files.

1|Updated Mar 23, 2026

Search Tags:#memory #knowledge-management #lessons #capability-gaps #session-analysis #reflect #project-summary

Ready to run

npx skills add https://github.com/LinkDry/Link-Research --skill reflect-linkdry

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: reflect
Source: https://github.com/LinkDry/Link-Research/tree/main/skills/reflect
Command: npx skills add https://github.com/LinkDry/Link-Research --skill reflect-linkdry

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Capture and preserve actionable lessons and gaps from a finished session without mutating judge, archive, or run-controller state.

Core Features & Use Cases

Extract reusable lessons from completed work sessions.
Normalize capability gaps and refresh the compact project summary.
Update memory artifacts while avoiding disruption to ongoing state.

Quick Start

Summarize the completed session, extract reusable lessons and gaps, and update memory/lessons-learned.md while refreshing the compact project summary.

Frequently Asked Questions about reflect

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

FAQPage Schema

How do I extract lessons from a completed project session?▼

To extract lessons from a completed session, apply the Skill to the latest finished run. It identifies actionable lessons and normalizes capability gaps, generating a concise, reusable summary without disrupting judge, archive, or run-controller state.

What is the best way to update memory artifacts without altering run-controller state?▼

Updating memory artifacts without altering run-controller state involves targeting memory/lessons-learned.md and selected fields in projects/<slug>/STATE.md. This refreshes the compact project summary while preserving ongoing operations.

Can I normalize capability gaps and refresh a project snapshot automatically?▼

Yes, you can normalize capability gaps and refresh a project snapshot automatically. The process extracts gaps from a finished session and updates the compact project summary to maintain accurate knowledge management.

Does session analysis affect the judge or archive state?▼

Session analysis does not affect the judge or archive state. The extraction process operates on the latest finished run to capture lessons and gaps while explicitly avoiding mutations to judge, archive, or run-controller state.

When do I need to generate a reusable project summary?▼

You need to generate a reusable project summary after a work session completes. It captures actionable lessons and normalizes capability gaps, ensuring knowledge management artifacts reflect the latest session outcomes.