Python logs the requested optional params, taken before the provider transform, as model_parameters. The native handler logged the transformed body, so a reasoning_effort request was logged as thinking and output_config. The request context now carries the requested params
Python updates model_call_details with the transformed request body before pre_call, so the logged messages are what was sent. The native adapter kept the caller's messages and compared params as JSON values, so an int 0 logged as 0.0
Python only records custom_llm_provider in model_call_details. The native adapter also wrote it into litellm_params, and the proxy reuses one logger across router hops, so a fallback hop's pre_call log showed the provider where Python shows null
Python only stamps cache_hit when a result came from the cache. The native adapter wrote False on every provider result
Python calls pre_call with the request body as a json user message, and a stream's spend-log cache_key is computed over that input. The native adapter logged the string Messages, so a streamed call's cache_key differed
* fix(messages): log native messages success once, after the proxy releases it
The proxy defers non-stream success logging past post-call guardrails, but the native host parked its log in its own slot and the release only ran for OCR, so a unary /v1/messages call served by Rust logged no success event, no SpendLogs row and no key, team, user or end-user spend. A deferred native success now parks in enqueue_deferred_logging with deferred_success_result, the same slots Python uses, so the proxy releases it like any other call and its guardrail step pruning and cost preparation see it too
Python runs sync success callbacks inside the deferred logging closure, so a post-call hook that blocks the response drops them. A parked native success now carries its sync callbacks and runs them on release
A refused first attempt and its fallback share one logger. Python logs the async success once, for the first attempt, so the native adapter now claims the async success log once across fallback attempts. Like Python, an attempt that loses the claim runs its sync callbacks only when logging is not deferred, and an internal call logs nothing
* test(messages): cover the deferred native success park and release
* refactor(rust_bridge): group the Python modules Rust imports by name under rust_bridge/host
Rust reads Python-owned state (legacy callback registries, model capabilities) through
modules it imports by path. Put them in one folder with an AGENTS.md that states the
contract, and update the module path constants on the Rust side.
Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
* refactor(rust_bridge): route Python state reads through host accessors
* docs(rust_bridge): point test_support at the moved host contract test
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* refactor(rust_bridge): move secret manager, transport and timeout accessors under host
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* chore(greptile): register rust_bridge/host AGENTS.md in files.json
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
The legacy callback crate carried two rewrites that have nothing to do with the
Logging contract: litellm_credential_name inheritance and the max_budget and
num_retries_per_request checks. Any later callback host would need them
unchanged, which is the smell the crate's AGENTS.md now names. They are now a
Preflight the driver in litellm-host-python runs on the keyword view begin
returned, before the host projects from it, supplied by python-bridge and passed
through run_legacy_call. The call order is unchanged (setup, deployment hook,
credentials, limits) and a rejection still fails the call as a host failure, so
the failure callbacks run as before. The preflight rewrites the adapter's own
copy in place, so no extra dict copy and no new lifecycle method
Co-authored-by: Yujong Lee <yujong@berri.ai>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
