- Target invariants, not completion claims; these supersede older conflicting bridge guidance - Keep this crate the product-specific PyO3 consumer of `litellm-host-python` - Own registration, input projection, the route host and the caller callables it answers operations with (file readers, token providers), public response/error construction and the per-call composition of machine, route host and callback contract - Legacy callback sharing (the caller's args, kwargs and request object, body/header roots, `passthrough_fields` re-aliasing) lives in `litellm-callbacks-legacy` behind `PublicCall` and `run_legacy_call`; the bridge hands the public call over and keeps no copy - Value-oriented execution, sync waiting, nested-runtime checks, signal polling and panic containment live in `litellm-host-python`; native async work uses `pyo3-async-runtimes`, Serde output uses `Pythonized` - Core owns typed native state, the route machine, provider preparation/I/O and normalization; the host driver owns terminal events; the legacy adapter in `litellm-callbacks-legacy` owns `Logging` dispatch policy - Python, Rust SDK and gateway use one lifecycle-bearing core route entrypoint; provider helpers stay private, never bridge-accessible transport drivers - Built-in provider/config/secret/auth/document preparation stays in Rust; caller-authored callbacks and focused Python-file reads run only at core-selected points - Target GIL-enabled CPython explicitly with `#[pymodule(gil_used = true)]`; detach Rust-only work - Free-threading requires separate runtime/concurrency validation; omitting the attribute does not opt out on PyO3 0.28+ - Preserve public argument binding and Python object provenance - Project only consumed fields at reference read points; no eager whole-graph serialization or equality-based alias reconstruction - Preserve provider-specific upload/submission/poll observation and encoding boundaries; signed/build-captured bytes must not be silently reserialized - Conversion errors and every failure after the call starts are terminal - Disabled/unavailable native execution may select legacy once; callback exceptions never authorize fallback or replay - Use one ordinary inline `async def` driver in `litellm/rust_bridge/lifecycle.py`, with the native handle and call driver in `litellm-host-python` - Contract: `start`, `resume_value`, `resume_error`, idempotent `close`; explicitly tagged `Await`/`Complete` preserve awaitable final values - Validate Created/Running/Suspended/Closed protocol states; the machine yields ops, the driver emits one terminal event, the adapter chooses dispatch policy - Defer effectful setup/context reads/timestamps until start; unstarted-handle destruction releases inputs independently of Python `finally` - Catch only the selected await's errors; start/resume errors propagate, `GeneratorExit` closes without further awaits - Inline hooks preserve caller task/thread/loop and context writes; `into_future` creates a separate task and cannot satisfy this contract - Finalize fallible public response/error construction, replacements and metadata before terminal dispatch - Make ownership safe across suspension, re-entry, cancellation and GC - Keep native provider state typed in core; do not shuttle it through opaque Python transport/response classes - Prefer one retained `Py` via `PyErr::into_value(py)`; reconstruct transient `PyErr`s, preserving identity, traceback, cause and context - Traverse every owned Python edge, including duplicate references; traversal cannot call Python - Take state out and mark Running under a short borrow, release borrows/locks before Python invocation, publish terminal state before finalizer-capable drops - Close/GC/deferred release are idempotent and re-entry-safe, including during Rust unwinding; release only owned references, never clear caller containers or mask the selected error - The machine owns its in-flight provider future; `interrupt` drops it synchronously, so provider captures are released before the driver returns and no task outlives the call - Verify behavior through a fresh, provenance-checked installed extension and positive native execution evidence before replacing the custom coroutine - Cover admitted provider workflows, binding/read-point/identity behavior, failure continuation, finalization, no replay, deferred gates, re-entry, GC and cancellation termination - Measure real conversion/copy costs before optimizing; preserve input contracts and capture lifetimes with `PyBackedBytes`, and lookup timing when interning names - Ship accurate `_native.pyi` declarations and typing markers; distinguish Future-returning bindings from coroutine-returning bindings - References: [ownership](https://pyo3.rs/v0.29.2/types.html), [GC](https://pyo3.rs/v0.29.2/class/protocols.html#garbage-collector-integration), [exception transfer](https://docs.rs/pyo3/0.29.2/pyo3/struct.PyErr.html#method.into_value), [re-entry](https://pyo3.rs/v0.29.2/class/call.html) - [GIL policy](https://pyo3.rs/v0.29.2/free-threading.html), [experimental async limits](https://pyo3.rs/v0.29.2/async-await.html), [task conversion](https://docs.rs/pyo3-async-runtimes/0.29.0/pyo3_async_runtimes/fn.into_future_with_locals.html), [native cancellation/delivery](https://docs.rs/pyo3-async-runtimes/0.29.0/pyo3_async_runtimes/tokio/fn.future_into_py.html) - [performance](https://pyo3.rs/v0.29.2/performance.html), [PyBackedBytes](https://docs.rs/pyo3/0.29.2/pyo3/pybacked/struct.PyBackedBytes.html), [typing](https://pyo3.rs/v0.29.2/python-typing-hints.html)