📅 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.