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synthesis

Scan PAI History directories to extract themes and generate periodic reports.

1|Updated Dec 18, 2025
Search Tags:#insights#memory#reporting#history#synthesis#delta#summaries
One-click install
npx skills add https://github.com/matt-fell-ai/PAI --skill synthesis
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: synthesis
Source: https://github.com/matt-fell-ai/PAI/tree/main/skills/Synthesis
Command: npx skills add https://github.com/matt-fell-ai/PAI --skill synthesis

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Synthesis analyzes the PAI History and Memory to generate periodic reports and insights, transforming noise into actionable intelligence.

Core Features & Use Cases

  • Daily Briefing: A concise overview of recent work and focus for the next period.
  • Weekly Summary: A high-level delta of progress and lessons learned.
  • Project Delta: Highlight changes and next steps for a specific project.

Quick Start

  • pai run Synthesis daily
  • pai run Synthesis delta "project-alpha"

Frequently Asked Questions about synthesis

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

FAQPage Schema
How do I turn PAI History and Memory into actionable insights?▼

Synthesis transforms PAI History and Memory into actionable insights by scanning sessions and learnings to extract themes, then applies summarization patterns to generate focused reports. Run daily briefings, weekly summaries, or project deltas to convert noise into concise, themed intelligence.

What's the best way to generate a daily briefing from my work history?▼

Daily briefings extract recent work themes and focus areas by filtering History/Sessions within a timeframe. Synthesis scans and applies fabric summarization patterns to produce a concise overview of completed work and next priorities.

Can I use Synthesis to track project progress and changes over time?▼

Project deltas highlight changes and next steps for a specific project by analyzing History filtered to that project scope. Synthesis extracts theme deltas and applies fabric patterns to surface progress, lessons learned, and actionable next steps.

How does Synthesis extract themes from History and Learnings?▼

Synthesis traverses History directories, filters by timeframe, and applies fabric extract_wisdom and summarize patterns to identify recurring themes. This transforms scattered session notes and learnings into cohesive, themed reports.

What input data does Synthesis need to generate reports?▼

Synthesis requires PAI History/Sessions and History/Learnings directories populated with session notes and learning records. It filters by timeframe and applies pattern extraction to produce periodic briefings and summaries.

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