diff --git a/litellm-rust/crates/python-interop/src/callback.rs b/litellm-rust/crates/python-interop/src/callback.rs
new file mode 100644
index 00000000000..951a79b41e0
--- /dev/null
+++ b/litellm-rust/crates/python-interop/src/callback.rs
@@ -0,0 +1,26 @@
+use pyo3::prelude::*;
+use pyo3::types::{PyDict, PyTuple};
+
+pub struct PreparedCall {
+    callable: Py<PyAny>,
+    positional: Py<PyTuple>,
+    keywords: Option<Py<PyDict>>,
+}
+
+impl PreparedCall {
+    pub fn new(callable: Py<PyAny>, positional: Py<PyTuple>, keywords: Option<Py<PyDict>>) -> Self {
+        Self {
+            callable,
+            positional,
+            keywords,
+        }
+    }
+
+    pub fn invoke(&self, py: Python<'_>) -> PyResult<Py<PyAny>> {
+        self.callable.call(
+            py,
+            self.positional.bind(py),
+            self.keywords.as_ref().map(|kwargs| kwargs.bind(py)),
+        )
+    }
+}
diff --git a/litellm-rust/crates/python-interop/src/lib.rs b/litellm-rust/crates/python-interop/src/lib.rs
index 2e562bdae70..a34d30e2a3a 100644
--- a/litellm-rust/crates/python-interop/src/lib.rs
+++ b/litellm-rust/crates/python-interop/src/lib.rs
@@ -1,5 +1,7 @@
+mod callback;
 mod gil;
 mod marshal;
 
+pub use callback::PreparedCall;
 pub use gil::{release_count, release_gil};
 pub use marshal::{Pythonized, from_py, panic_to_pyerr, to_py};
diff --git a/litellm-rust/crates/python-interop/tests/prepared_call.rs b/litellm-rust/crates/python-interop/tests/prepared_call.rs
new file mode 100644
index 00000000000..e3219601285
--- /dev/null
+++ b/litellm-rust/crates/python-interop/tests/prepared_call.rs
@@ -0,0 +1,341 @@
+use std::ffi::CStr;
+
+use litellm_python_interop::PreparedCall;
+use pyo3::prelude::*;
+use pyo3::types::{PyDict, PyTuple};
+
+fn scope<'py>(py: Python<'py>, source: &CStr) -> PyResult<Bound<'py, PyDict>> {
+    let globals = PyDict::new(py);
+    py.run(source, Some(&globals), None)?;
+    Ok(globals)
+}
+
+fn item<'py>(globals: &Bound<'py, PyDict>, name: &str) -> Bound<'py, PyAny> {
+    globals.get_item(name).unwrap().unwrap()
+}
+
+#[test]
+fn retains_aliases_mutations_and_original_result() -> PyResult<()> {
+    Python::initialize();
+    Python::attach(|py| {
+        let globals = scope(
+            py,
+            c"
+shared = {'value': 'before'}
+payload = {'nested': shared}
+saved = []
+def callback(data, *, alias):
+    assert data['nested'] is alias
+    saved.append(data)
+    alias['value'] = 'during'
+    return data
+",
+        )?;
+        let payload = item(&globals, "payload");
+        let keywords = PyDict::new(py);
+        keywords.set_item("alias", item(&globals, "shared"))?;
+        let invocation = PreparedCall::new(
+            item(&globals, "callback").unbind(),
+            PyTuple::new(py, [&payload])?.unbind(),
+            Some(keywords.unbind()),
+        );
+        let result = invocation.invoke(py)?;
+        assert!(result.bind(py).is(&payload));
+        drop(invocation);
+        py.run(
+            c"
+assert saved[0] is payload
+assert shared['value'] == 'during'
+shared['value'] = 'after'
+assert saved[0]['nested']['value'] == 'after'
+",
+            Some(&globals),
+            None,
+        )
+    })
+}
+
+#[test]
+fn preserves_exception_identity_cause_traceback_and_prior_mutation() -> PyResult<()> {
+    Python::initialize();
+    Python::attach(|py| {
+        let globals = scope(
+            py,
+            c"
+payload = {}
+error = KeyboardInterrupt('original')
+cause = ValueError('cause')
+def callback(data):
+    data['changed'] = True
+    raise error from cause
+",
+        )?;
+        let invocation = PreparedCall::new(
+            item(&globals, "callback").unbind(),
+            PyTuple::new(py, [item(&globals, "payload")])?.unbind(),
+            None,
+        );
+        let error = invocation.invoke(py).unwrap_err();
+        assert!(error.value(py).is(item(&globals, "error")));
+        drop(invocation);
+        py.run(
+            c"
+import traceback
+assert payload['changed'] is True
+assert error.__cause__ is cause
+assert traceback.extract_tb(error.__traceback__)[-1].name == 'callback'
+",
+            Some(&globals),
+            None,
+        )
+    })
+}
+
+#[test]
+fn returns_coroutine_without_executing_it() -> PyResult<()> {
+    Python::initialize();
+    Python::attach(|py| {
+        let globals = scope(
+            py,
+            c"
+import inspect
+started = []
+async def work():
+    started.append(True)
+coroutine = work()
+def callback():
+    return coroutine
+",
+        )?;
+        let invocation = PreparedCall::new(
+            item(&globals, "callback").unbind(),
+            PyTuple::empty(py).unbind(),
+            None,
+        );
+        let result = invocation.invoke(py)?;
+        assert!(result.bind(py).is(item(&globals, "coroutine")));
+        py.run(
+            c"
+assert started == []
+assert inspect.getcoroutinestate(coroutine) == inspect.CORO_CREATED
+coroutine.close()
+",
+            Some(&globals),
+            None,
+        )
+    })
+}
+
+#[pyfunction]
+fn reenter(py: Python<'_>, callback: Py<PyAny>, payload: Py<PyAny>) -> PyResult<Py<PyAny>> {
+    PreparedCall::new(callback, PyTuple::new(py, [payload])?.unbind(), None).invoke(py)
+}
+
+#[test]
+fn preserves_current_context_thread_and_reentry() -> PyResult<()> {
+    Python::initialize();
+    Python::attach(|py| {
+        let globals = scope(
+            py,
+            c"
+import contextvars
+import threading
+context = contextvars.ContextVar('prepared_call_context')
+token = context.set('caller')
+thread = threading.get_ident()
+payload = {}
+def inner(data):
+    assert context.get() == 'outer'
+    assert threading.get_ident() == thread
+    data['inner'] = True
+    context.set('inner')
+    return data
+def outer():
+    assert context.get() == 'caller'
+    assert threading.get_ident() == thread
+    context.set('outer')
+    return reenter(inner, payload)
+",
+        )?;
+        globals.set_item("reenter", wrap_pyfunction!(reenter, py)?)?;
+        let invocation = PreparedCall::new(
+            item(&globals, "outer").unbind(),
+            PyTuple::empty(py).unbind(),
+            None,
+        );
+        let result = invocation.invoke(py)?;
+        assert!(result.bind(py).is(item(&globals, "payload")));
+        py.run(
+            c"
+try:
+    assert payload['inner'] is True
+    assert context.get() == 'inner'
+finally:
+    context.reset(token)
+",
+            Some(&globals),
+            None,
+        )
+    })
+}
+
+#[test]
+fn owns_arguments_until_release_and_preserves_callback_retention() -> PyResult<()> {
+    Python::initialize();
+    let (invocation, globals) = Python::attach(|py| {
+        let globals = scope(
+            py,
+            c"
+import gc
+import weakref
+saved = []
+class Value:
+    pass
+class Callback:
+    def __call__(self, value, *, other):
+        saved.append(value)
+        assert other is other_ref()
+value = Value()
+other = Value()
+callback = Callback()
+value_ref = weakref.ref(value)
+other_ref = weakref.ref(other)
+callback_ref = weakref.ref(callback)
+",
+        )?;
+        let keywords = PyDict::new(py);
+        keywords.set_item("other", item(&globals, "other"))?;
+        let invocation = PreparedCall::new(
+            item(&globals, "callback").unbind(),
+            PyTuple::new(py, [item(&globals, "value")])?.unbind(),
+            Some(keywords.unbind()),
+        );
+        py.run(c"del value, other, callback", Some(&globals), None)?;
+        Ok::<_, PyErr>((invocation, globals.unbind()))
+    })?;
+    Python::attach(|py| {
+        let globals = globals.bind(py);
+        py.run(
+            c"assert all(ref() is not None for ref in (value_ref, other_ref, callback_ref))",
+            Some(globals),
+            None,
+        )?;
+        assert!(invocation.invoke(py)?.is_none(py));
+        drop(invocation);
+        py.run(
+            c"
+gc.collect()
+assert callback_ref() is None
+assert other_ref() is None
+assert value_ref() is saved[0]
+saved[0].still_usable = True
+saved.clear()
+gc.collect()
+assert value_ref() is None
+",
+            Some(globals),
+            None,
+        )
+    })
+}
+
+fn prepare_pre_call(
+    py: Python<'_>,
+    logger: &Bound<'_, PyAny>,
+    view: &Bound<'_, PyDict>,
+) -> PyResult<PreparedCall> {
+    let keywords = PyDict::new(py);
+    keywords.set_item("input", "OCR document processing")?;
+    keywords.set_item("api_key", py.None())?;
+    keywords.set_item("additional_args", view)?;
+    Ok(PreparedCall::new(
+        logger.getattr("pre_call")?.unbind(),
+        PyTuple::empty(py).unbind(),
+        Some(keywords.unbind()),
+    ))
+}
+
+#[test]
+#[ignore = "requires the repository Python environment and LiteLLM on PYTHONPATH"]
+fn real_ocr_logging_preserves_execution_roots_and_continues_after_error() -> PyResult<()> {
+    Python::initialize();
+    Python::attach(|py| {
+        let globals = scope(
+            py,
+            c"
+from datetime import datetime
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.litellm_core_utils.litellm_logging import Logging
+
+class Retain(CustomLogger):
+    def log_pre_api_call(self, model, messages, kwargs):
+        self.view = kwargs['additional_args']
+        self.headers = self.view['headers']
+        self.body = self.view['complete_input_dict']
+
+class MutateThenFail(CustomLogger):
+    def log_pre_api_call(self, model, messages, kwargs):
+        view = kwargs['additional_args']
+        view['headers']['X-Trace'] = 'mutated'
+        view['complete_input_dict']['document']['value'] = 'mutated'
+        view['headers'] = {'X-Trace': 'replacement'}
+        view['complete_input_dict'] = {'replacement': True}
+        raise RuntimeError('expected callback failure')
+
+class Observe(CustomLogger):
+    def log_pre_api_call(self, model, messages, kwargs):
+        self.view = kwargs['additional_args']
+
+first = Retain()
+last = Observe()
+document = {'value': 'original'}
+headers = {'X-Trace': 'original'}
+body = {'document': document, 'alias': document}
+view = {'headers': headers, 'complete_input_dict': body, 'api_base': 'https://example.invalid/ocr'}
+logger = Logging(
+    model='test', messages=[], stream=False, call_type='ocr',
+    start_time=datetime.now(), litellm_call_id='retained-test', function_id='retained-test',
+    dynamic_input_callbacks=[first, MutateThenFail(), last],
+)
+",
+        )?;
+        let headers = item(&globals, "headers").unbind();
+        let body = item(&globals, "body").unbind();
+        let view = item(&globals, "view").cast_into::<PyDict>()?.unbind();
+        let invocation = prepare_pre_call(py, &item(&globals, "logger"), view.bind(py))?;
+        assert!(invocation.invoke(py)?.is_none(py));
+        drop(invocation);
+        py.run(c"del headers, body, view", Some(&globals), None)?;
+        assert!(
+            headers
+                .bind(py)
+                .is(item(&globals, "first").getattr("headers")?)
+        );
+        assert!(body.bind(py).is(item(&globals, "first").getattr("body")?));
+        assert!(view.bind(py).is(item(&globals, "last").getattr("view")?));
+        assert_eq!(
+            headers.bind(py).get_item("X-Trace")?.extract::<String>()?,
+            "mutated"
+        );
+        py.run(
+            c"
+assert first.view is last.view
+assert first.body['document'] is document
+assert first.body['alias'] is document
+assert document['value'] == 'mutated'
+assert last.view['headers']['X-Trace'] == 'replacement'
+assert last.view['complete_input_dict'] == {'replacement': True}
+document['value'] = 'after invocation'
+assert first.body['document']['value'] == 'after invocation'
+",
+            Some(&globals),
+            None,
+        )?;
+        drop((headers, body, view));
+        py.run(
+            c"assert first.headers['X-Trace'] == 'mutated'",
+            Some(&globals),
+            None,
+        )
+    })
+}