Download Latest Version v0.12.0 -- RR_Skillbook v2 rewrite + SM hardening source code.zip (10.6 MB)
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README.md 2026-04-13 1.1 kB
v0.10.0 source code.tar.gz 2026-04-13 10.3 MB
v0.10.0 source code.zip 2026-04-13 10.5 MB
Totals: 3 Items   20.8 MB 0

Added

  • Usage metering hookRecursiveConfig.usage_callback: (RequestUsage, model_id) -> None fires once per pydantic-ai model request (orchestrator turns, sub-agent runs, tool-call follow-ups). Implemented via ace.rr.MeteredModel, a pydantic_ai.models.wrapper.WrapperModel subclass, so metering lives at the framework's own model boundary — one firing site, no per-call-site plumbing. Callback exceptions are caught and logged so metering never crashes the pipeline.
  • Pre-built model instance supportRRStep, create_rr_agent, create_sub_agent, and RecursiveConfig.subagent_model now accept either a model-id string or a pre-built pydantic_ai.models.Model instance. Enables callers that need a custom provider (e.g. a Bedrock model carrying STS-assumed credentials) to inject a fully-configured model rather than resolving from a string.
  • Sub-agent model_settingscreate_sub_agent now threads an explicit ModelSettings parameter into its PydanticAgent constructor.

Back-compat

Existing RRStep(model="...") callers are unchanged. The widened type signatures are additive.

Source: README.md, updated 2026-04-13