distillation

Extract high-signal patterns from unstructured notes into structured documentation.

Updated Feb 3, 2026
One-click install
npx skills add https://github.com/jimCresswell/jimcresswell.net --skill distillation-jimcresswell
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: distillation
Source: https://github.com/jimCresswell/jimcresswell.net/tree/main/.cursor/skills/distillation
Command: npx skills add https://github.com/jimCresswell/jimcresswell.net --skill distillation-jimcresswell

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill streamlines the process of transforming raw, informal notes and agent outputs into structured, permanent documentation, preventing knowledge loss and improving organization.

Core Features & Use Cases

  • Pattern Distillation: Identifies and extracts high-signal patterns from unstructured text.
  • Archival and Deduplication: Manages the lifecycle of information, moving settled entries to permanent storage and avoiding redundant entries.
  • Use Case: After a series of brainstorming sessions documented in napkin.md and agent logs in AGENTS.md, use this Skill to consolidate key decisions and action items into a clear, concise distilled.md file.

Quick Start

Use the distillation skill to process the latest notes from napkin.md and update distilled.md.

Frequently Asked Questions about distillation

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

FAQPage Schema
How do I extract key decisions from unstructured notes and agent logs?

To extract key decisions from unstructured notes, this Skill distills high-signal patterns from raw text and agent logs into structured documentation, consolidating scattered information into a clear, permanent record.

What is information distillation for knowledge management?

Information distillation for knowledge management is the process of identifying and extracting high-signal patterns from unstructured text to prevent knowledge loss and improve organization across informal notes and agent outputs.

How do I consolidate brainstorming notes into structured documentation?

You consolidate brainstorming notes by processing unstructured text files and applying defined distillation logic to transform raw, informal notes into structured, permanent documentation like a distilled markdown file.

Can I deduplicate and archive settled notes automatically?

Yes, you can deduplicate and archive settled notes automatically. The Skill manages the information lifecycle by moving settled entries to permanent storage and avoiding redundant entries.

Does knowledge distillation work with markdown text files?

Yes, knowledge distillation works with markdown text files. The Skill requires processing unstructured text files, such as standard markdown notes and agent logs, to apply its distillation logic.

When should I use automated note distillation instead of manual organization?

You should use automated note distillation when you need to streamline the transformation of raw, informal notes and agent outputs into structured documentation, preventing knowledge loss across multiple sessions.