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Get Started Free →Extract durable memories from recent conversation turns into user, feedback, project, and reference categories while avoiding stale code-state facts.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 144% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 206% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 224% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 110% | 0% |
| case-15 | ✗→✓ | ▲ Improved | -52% | 0% |
Use this skill when you want to persist durable collaboration context from the latest conversation turns.
Build a manifest of existing memories:
bashpython3 {baseDir}/scripts/memory_manifest.py --memory-root /path/to/memory
Then use the portable prompt in references/prompt-template.md.
userfeedbackprojectreferencepython3 {baseDir}/scripts/memory_manifest.py ...Other measured skills in the registry, with their headline benchmark lift.