AI Agents / Agent memory and context
AI Agents: Memory usefulness measurement
Measure successful reuse, stale retrieval and irrelevant injection on labeled tasks.
Environment and inputs: Agent memory stores and bounded model context; persistence behavior depends on the selected framework.
When to use it
Useful memory has an owner, a purpose and an evidence trail. Decide what belongs in the active task, what may persist across tasks, and which facts need refreshing before injecting them into another model request.
Check the result
Disable a memory source and compare task quality rather than counting stored facts.
Save and compare results
Save the test input, configuration and result. Fix the failing boundary, repeat the same test and compare it with the saved working configuration.
Scope and limits
These exercises have not been tested on your systems. Check feature support and configuration names against the installed release and linked documentation.