Context Engineering Loop

Maintained product memory, not just a bigger prompt or a pile of documents.

Context layers

  • product behavior
  • workflows
  • business rules
  • code contracts
  • tickets and incidents
  • logs and traces
  • team constraints

Ingest

raw evidence

Structure

product shape

Retrieve

task-specific slice

Use

cite assumptions

Update

write back lessons

Prune

compress noise