Cognitive Orchestration

Course lesson · Lesson 5

Knowledge Infrastructure and Graph Retrieval

Design the memory stack — reference, procedural, and graph knowledge — and retrieve it well with RAG and graph methods.

What you'll take away
  • Design a workflow's memory as four distinct layers — reference, procedural, graph, and reflective traces.
  • Choose relationship-aware graph retrieval when the work depends on how entities connect, not just what was said.
  • Match the memory layer to the problem type rather than adding storage or graph complexity by default.
  • Treat memory ingestion, update cadence, and visibility scope as governance decisions, not backend details.

This lesson is part of the full course

Lesson 1 is free to preview. Enroll to unlock all 21 lessons, the workbook, the facilitator guide, and downloadable readings.

Resources
  • Instruction quality readingreading
  • Instruction quality exerciseexercise