Added

  • Python SDK:
    • Working-State Reporting — Adapters now report a real-time working signal to the platform while an agent is reasoning, refreshed on a keep-alive cadence and cleared when the turn ends, so peers can see when an agent is busy.

Changed

  • Python SDK:
    • Breaking: Memory Scope and Type Validationstore_memory now requires an explicit scope (previously defaulted to subject) and rejects subject-scoped memories saved without a subject_id (previously stored but silently unretrievable), as well as mismatched system/type pairs; valid system, type, and scope values are now exposed as enums with documented pairings. Pass an explicit scope and a valid system/type pair, and supply a real subject_id for subject-scoped memories.

Fixed

  • Python SDK:
    • Mention Retry Hints — When a message is sent without valid mentions, the error now lists the room’s real participant handles (excluding the agent itself) so the model can retry with actual values instead of the schema placeholder.
    • Pydantic AI Duplicate Reply — The Pydantic AI adapter no longer sends a duplicate reply when recovering from a crash, and drops thinking-only history messages that providers reject on replay.
    • CrewAI Silent Completions — CrewAI agents now surface a clear diagnostic when a run finishes without sending a Band message (e.g. tool failures exhausting max_iter), instead of completing silently.