The task you give your agent
What worked
What the result does not prove
The next agent can keep the context.
A separate local run on the FastAPI snapshot tested durable knowledge and file freshness.
Inspect the persistence and freshness evidence
Why use this alongside search?
The useful addition is a shared interface for structure, bounded context, and durable project knowledge. This demo does not measure whether an agent completes a coding task faster or more accurately. That requires a separate task benchmark.