Exact-identifier recall

Without Klio

Meaning-based search is weakest exactly where agents search most: rare literals. The one memory naming your error string loses to five memories that are merely about the same topic.

With Klio in the loop

1. 1

   Recall runs two searches at once — one over meaning, one over the exact wording.

2. 2

   A rare literal matches the memory that contains it, adjacent and in order.

3. 3

   A paraphrased question still works the way it always did.

The call an agent makes

recall(
  {
    "query": "unsupported startup parameter"
  }
)

Real tool, illustrative payload. The full contract for every tool is in the docs.

What changes

Your memory becomes greppable. Identifiers, hashes and error strings are first-class queries.