Document ingestion reliability fixes and Nova improvements #

During document ingestion, Supermemory can now generate up to three targeted searches to retrieve related existing memories as context.
When Gemini is unavailable in your region, Nova now explains why and offers other models to switch to.
The open-source LLM Bridge library now supports OpenAI Responses, cross-provider streaming, reasoning, and structured output.
Nova chat now shows the active space beside the model selector and in chat history.

Documents no longer remain permanently stuck in processing after a workflow stops; Supermemory retries them once and marks a second failure clearly.
When scheduling a batch document upload fails, only the affected batch is marked failed instead of every queued document.
API and MCP quota errors now name the limit reached and explain how to continue with overage.
Truncated model output during ingestion no longer discards every generated memory when only relation data is incomplete.
Updating a document with the same custom ID no longer creates duplicate memories from facts already extracted.
Supermemory context loads correctly again in OpenCode 1.2.25 and later.
Console onboarding now advances after you choose a plugin and shows its installation steps instead of No integration selected.
Web links that return an authentication, paywall, or rate-limit response during metadata lookup no longer fail the entire import.
Search requests with an empty query or an out-of-range limit now return a clear client error instead of a server error.
Invitation links now explain when you're signed into the wrong account and let you sign out to continue with the invited email.