honcho/docs/v3/documentation/features
Rajat Ahuja 6aa6033a16
feat: defer embedding messages (#704)
* feat: defer embedding messages

* fix: rm gauges

* feat: embed messages immediately on create with reconciler fallback (#766)

Adds embed_messages_now background task so newly created messages are
searchable within seconds instead of waiting up to the reconciler
interval. Three-phase claim/lease → embed → persist never holds a DB
session across the embedding call; the reconciler remains the fallback
for failures and stragglers.

* fix: harden immediate-embed fast path and cover its error branches

Wrap embed_messages_now in a top-level try/except so a failure in the
claim or persist phase degrades to "reconciler will retry" instead of
escaping into the background-task runner; the rows stay pending+leased
and the reconciler heals them.

Add tests for the previously-uncovered branches: external-store-unavailable
persist path, the file-upload endpoint's embed scheduling, and direct unit
tests for the shared compute_chunk_positions / build_message_vector_record
helpers.

Document the semantic-search eventual-consistency window in search.mdx
(keyword matches are immediate; vector matches lag creation by seconds).

* fix: don't hold DB session across vector-store upserts

* fix: align semantic-search function to filter null rows

---------

Co-authored-by: Vineeth Voruganti <13438633+VVoruganti@users.noreply.github.com>
2026-06-11 10:31:04 -04:00
..
advanced feat: defer embedding messages (#704) 2026-06-11 10:31:04 -04:00
chat.mdx feat: document reasoning_level parameter (#366) 2026-02-03 13:42:18 -05:00
get-context.mdx ts SDK fix: adding strict checking (#421) 2026-03-30 10:57:12 -04:00
storing-data.mdx Abigail/dev 1406 (#416) 2026-03-06 23:21:28 -05:00