Record useful findings - Graphify

Work memory records what you learned while using the graph. It is an optional layer over graph exploration, not a replacement for current source evidence.

Save a result

graphify save-result --question "Where is email normalized?" \
  --answer "normalize_email handles normalization before lookup." \
  --nodes normalize_email --outcome useful

Use useful, dead_end, or corrected for the outcome. Replace the example with findings you actually verified in your project.

Reflect on prior results

graphify reflect
graphify reflect --if-stale

The default lessons file is under graphify-out/reflections/LESSONS.md. To relate lessons to the current graph:

graphify reflect --graph graphify-out/graph.json

This can produce a learning overlay that marks nodes as preferred, tentative, or contested. Query and explain output can show lesson hints, including a prompt to re-verify when source has changed.

Keep lessons grounded

A previously useful answer can become stale. Record the nodes involved, keep outcomes specific, and check the current source before using a lesson to justify a change. Share memory files only with people who can access their underlying source context.