Retrieval & knowledge quality
One qualified GitHub discussion points to this friction. Use the plan below to test it with practitioners before building.
Where this need appears
Each item below is a public, qualified GitHub discussion. The Radar groups related friction, while the original Issue remains available for source checking.
- feat(storage): implement versioned checksum-backed offline and online migrationjmagly/aiwg · 5 comments · 0 positive reactions
Turn the signal into one observable action
Test one constrained memory scope with a small real dataset and a written expected-recall benchmark.
The system retrieves the right evidence across repeated sessions without leaking or inventing context.
Ask before you build
- Which information must persist?
- For how long and within what scope?
- Show the last wrong or missing recall.
- What data must never cross boundaries?
- How do you correct memory today?
Professional guardrail: Use a fixed test case and compare completion, regressions and recovery against the unchanged baseline.
Choose a narrow next move
Save this pattern in the free workspace, interview someone who recently hit it, and record one concrete commitment or decision. Do not treat issue counts or compliments as willingness to pay.