Does it integrate with my existing tasks?

Yes, the skill automatically identifies actionable items during the extraction process and uses a task integration to create and verify reminders for the user.

What is the difference between Memory and Wisdom modes?

Memory mode is designed for extracting insights from collaborative conversations and meetings, while Wisdom mode is optimized for learning from static content like articles, videos, and research papers.

How does the durability test work?

Every potential insight is evaluated against four criteria: lookup value, signal strength, durability, and behavior change. If a piece of information fails any criterion, it is discarded to keep your memory high-signal.

How does the skill handle ambiguous names?

It uses a mandatory name resolution protocol that checks a canonical replacement file and existing memory indexes. If a name remains ambiguous, it will ask the user for clarification before saving.

TARS Learn: Memory & Wisdom Extraction

Name: TARS Learn: Memory & Wisdom Extraction
Author: ajayjohn

byajayjohn

•

Productivity & Workflow

Extracts durable insights from conversations and educational content to build a persistent, high-signal knowledge base for Claude.

The Learn skill transforms Claude into a sophisticated knowledge manager by filtering fleeting chat data into long-term organizational memory. It employs a rigorous durability test to ensure only high-signal insights—such as strategic decisions, stakeholder preferences, and core concepts—are preserved while discarding tactical noise. Whether processing a meeting transcript or a technical whitepaper, the skill automatically resolves entities, updates knowledge indices, and generates actionable tasks, ensuring your AI assistant grows smarter and more context-aware with every interaction.

Key Features

01Automated Entity Resolution: Normalizes names and roles using a canonical replacement system to prevent duplicates.

021 GitHub stars

03Strict Durability Testing: Filters out tactical noise to preserve only long-term, high-signal insights.

04Dual Extraction Modes: Specialized protocols for capturing conversational memory versus educational wisdom.

05Task Integration: Identifies and creates verified actionable reminders from processed insights and learning content.

06Knowledge Indexing: Automatically updates project indices and cross-references entries via wikilink syntax.

Use Cases

01Extracting a client's specific communication preferences and strategic constraints from a project kickoff meeting.

02Building a structured directory of competitor intelligence and vendor details across multiple team conversations.

03Summarizing a complex research paper into core mental models and findings for a persistent knowledge repository.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add ajayjohn/tars-work-assistant learn

For use in Claude.ai and ChatGPT

Download Skill