📅 2025-05-22 — Session: Developed Modular Playbooks and Knowledge Graph System
🕒 00:10–00:40
🏷️ Labels: Playbooks, Knowledge Graph, Automation, Clustering, NLP
📂 Project: Dev
⭐ Priority: MEDIUM
Session Goal
The session aimed to develop a structured approach for transforming chat logs into modular playbooks and creating a living knowledge graph system to enhance knowledge management.
Key Activities
- Outlined a framework to convert chat logs into modular playbooks, focusing on narrative recovery and cognitive labor documentation.
- Discussed techniques for distributing logs into playbooks using semantic clustering and embedding techniques.
- Planned a comprehensive system for creating a living knowledge graph to externalize tacit knowledge through playbooks and chat logs.
- Sought clarification on text clustering for research guidance, focusing on the types of texts, definitions, and automation preferences.
- Investigated language model-based techniques for organizing developer-focused text snippets into meaningful clusters.
- Outlined an approach to organize developer text snippets into coherent clusters using NLP techniques, including unsupervised embedding clustering and topic modeling.
Achievements
- Established a structured framework for playbook development and knowledge graph planning.
- Identified tools and methods for effective clustering and content organization.
Pending Tasks
- Further research on clustering techniques and automation tools for playbook distribution.
- Implementation of the living knowledge graph system.