📅 2025-05-22 — Session: Developed Modular Playbooks from Chat Logs

🕒 00:10–00:40
🏷️ Labels: Playbooks, Knowledge Management, Semantic Clustering, NLP, Automation
📂 Project: Dev
⭐ Priority: MEDIUM

Session Goal

The session aimed to transform chat logs into modular playbooks using semantic clustering and embedding techniques to enhance knowledge management and narrative recovery.

Key Activities

  • Playbook Development: Established a structured approach to convert chat logs into modular playbooks, focusing on narrative recovery and cognitive labor documentation.
  • Log Distribution: Implemented techniques for distributing logs into playbooks using semantic clustering and embedding.
  • Knowledge Graph Development: Planned a system for creating a living knowledge graph to externalize tacit knowledge through playbooks and chat logs.
  • Research Guidance: Clarified questions regarding text clustering for research purposes.
  • Text Clustering Research: Investigated language model-based techniques for clustering developer-focused text snippets.
  • Text Snippet Organization: Planned the organization of developer text snippets into coherent clusters using NLP techniques.

Achievements

  • Developed a framework for transforming chat logs into modular playbooks.
  • Initiated the creation of a living knowledge graph system.
  • Defined strategies for clustering developer text snippets.

Pending Tasks

  • Further refinement of the living knowledge graph system.
  • Implementation of text clustering techniques for developer snippets.