Use as_of
Set BELIEFSTATE_TICKER to the requested symbol and BELIEFSTATE_AS_OF to the RFC 3339 cutoff for your question. Set BELIEFSTATE_REQUEST_ID to a new UUID; reuse it only when retrying this exact query.Find changed beliefs
GET /v1/beliefs accepts changed_since as an exclusive lower bound for changes and as_of as an inclusive observation cutoff. Use both with a ticker when you need changes within a historical window.
Reuse the same values on retries. Changing either timestamp creates a different logical request.
Store the cutoff
Persist the request cutoff with every research artifact and paginated response.Do not substitute the time your client downloaded a response for the observation-time fields inside the response.

