fix(langgraph): type undeclared v3 stream projections

`stream_events(version="v3")` returns `GraphRunStream`, which declares only the four always-registered native projections. Native projections are attached from a registry, so any other one — opt-in built-ins, and projections from transformers in other packages like `tool_calls` (langgraph-prebuilt) or `subagents` (langchain) — was invisible to type checkers, raising `attr-defined`. These returned `Any` before 1.2.10, so the errors are new. - Declare the opt-in native projections this package ships (`updates`, `custom`, `checkpoints`, `debug`, `tasks`). - Add `__getattr__ -> StreamChannel[Any]` to both run streams for projections declared outside this package. The body only raises `AttributeError`, now listing the registered projections; it reads the mux from `__dict__` so a miss before `__init__` can't recurse. Projections owned by other distributions are deliberately not annotated here — that would bind this package's typing surface to another's private module. Precise types for those need a downstream subclass, which composes with this since declared attributes take precedence over `__getattr__`. Tradeoff: a misspelled projection name now type-checks and fails at runtime instead.
release(langgraph): 1.2.11 (#8595 )
2026-08-30 03:39:38 +02:00 · 2026-08-11 11:59:18 -04:00 · 2026-08-11 09:55:59 -04:00 · 2026-08-11 09:19:43 -04:00 · 2026-08-08 12:02:52 -07:00 · 2026-08-08 12:01:48 -07:00
29 changed files with 1212 additions and 789 deletions
@@ -6,9 +6,12 @@ import traceback
 from collections.abc import Callable
 from uuid import uuid4

-from langgraph.checkpoint.base import BaseCheckpointSaver
+from langgraph.checkpoint.base import BaseCheckpointSaver, Checkpoint
+from langgraph.checkpoint.base.id import uuid6
+from langgraph.checkpoint.serde.types import _DeltaSnapshot

 from langgraph.checkpoint.conformance.spec._delta_fixtures import build_delta_chain
+from langgraph.checkpoint.conformance.test_utils import generate_metadata


 async def test_history_returns_writes_oldest_first(
@@ -48,8 +51,6 @@ async def test_history_seed_is_nearest_snapshot(
    result = await saver.aget_delta_channel_history(config=head, channels=["ch"])
    assert "seed" in result["ch"], "Expected seed from snapshot at step 3"
    seed = result["ch"]["seed"]
-    from langgraph.checkpoint.serde.types import _DeltaSnapshot
-
    actual_value = seed.value if isinstance(seed, _DeltaSnapshot) else seed
    assert actual_value == 3, f"Expected seed value 3 (step 3), got {actual_value}"
    writes = result["ch"]["writes"]
@@ -81,11 +82,6 @@ async def test_history_multi_channel(
    tid = str(uuid4())
    configs: list = []
    parent_cfg = None
-    from langgraph.checkpoint.base import Checkpoint
-    from langgraph.checkpoint.base.id import uuid6
-    from langgraph.checkpoint.serde.types import _DeltaSnapshot
-
-    from langgraph.checkpoint.conformance.test_utils import generate_metadata

    for step in range(5):
        config = {"configurable": {"thread_id": tid, "checkpoint_ns": ""}}
@@ -161,11 +157,6 @@ async def test_history_migration_plain_value_as_seed(
    channel_values[ch] (not a _DeltaSnapshot). The walk should treat it as the
    seed and terminate there.
    """
-    from langgraph.checkpoint.base import Checkpoint
-    from langgraph.checkpoint.base.id import uuid6
-
-    from langgraph.checkpoint.conformance.test_utils import generate_metadata
-
    tid = str(uuid4())
    configs: list = []
    parent_cfg = None
@@ -208,6 +199,74 @@ async def test_history_migration_plain_value_as_seed(
    assert values == [2], f"Expected [2], got {values}"


+async def test_history_seed_ancestor_own_writes_are_replayed(
+    saver: BaseCheckpointSaver,
+) -> None:
+    """Writes stored AT the seed ancestor must be included in `writes`.
+
+    A stored value is the state ENTERING its checkpoint; the writes stored
+    under that same checkpoint are what produced its child and are therefore
+    NOT subsumed by it. Only writes at ancestors OLDER than the seed are
+    subsumed, and the walk terminates before reaching them.
+
+    This holds for plain-value seeds (migration from a pre-delta channel type)
+    exactly as it does for `_DeltaSnapshot` seeds. Skipping the seed
+    ancestor's own writes silently drops the first post-migration write.
+    """
+    tid = str(uuid4())
+    configs: list = []
+    parent_cfg = None
+
+    # Each step's write is labelled by the role it plays, so the assertion
+    # below reads directly rather than by step index.
+    writes_by_step = {
+        0: "older-than-seed",  # subsumed by the value stored at step 1
+        1: "at-seed",  # the seed's own write, produced step 2
+        2: "after-seed",  # delta-era write on the path to the head
+        3: "pending-at-head",  # pending for the next step, never replayed
+    }
+    # Steps 0 and 1 store a plain value; 1 is the nearest, so it is the seed.
+    values_by_step = {0: [10], 1: [10, 20]}
+
+    for step in range(4):
+        config = {"configurable": {"thread_id": tid, "checkpoint_ns": ""}}
+        if parent_cfg:
+            config["configurable"]["checkpoint_id"] = parent_cfg["configurable"][
+                "checkpoint_id"
+            ]
+        cv: dict = {}
+        cvs: dict = {}
+        if step in values_by_step:
+            cv["ch"] = values_by_step[step]
+            cvs["ch"] = step + 1
+        cp = Checkpoint(
+            v=1,
+            id=str(uuid6(clock_seq=-1)),
+            ts="",
+            channel_values=cv,
+            channel_versions=cvs,
+            versions_seen={},
+            updated_channels=None,
+        )
+        parent_cfg = await saver.aput(config, cp, generate_metadata(step=step), cvs)
+        configs.append(parent_cfg)
+        await saver.aput_writes(
+            parent_cfg, [("ch", writes_by_step[step])], str(uuid4())
+        )
+
+    head = configs[-1]
+    result = await saver.aget_delta_channel_history(config=head, channels=["ch"])
+
+    assert "seed" in result["ch"], "Expected seed from plain value at step 1"
+    assert result["ch"]["seed"] == [10, 20], (
+        f"Expected nearest plain value [10, 20], got {result['ch']['seed']}"
+    )
+    values = [w[2] for w in result["ch"]["writes"]]
+    assert values == ["at-seed", "after-seed"], (
+        f'Expected ["at-seed", "after-seed"], got {values}'
+    )
+
+
 ALL_DELTA_CHANNEL_HISTORY_TESTS = [
    test_history_returns_writes_oldest_first,
    test_history_seed_is_nearest_snapshot,
@@ -216,6 +275,7 @@ ALL_DELTA_CHANNEL_HISTORY_TESTS = [
    test_history_empty_channels_returns_empty,
    test_history_walk_to_root_no_seed,
    test_history_migration_plain_value_as_seed,
+    test_history_seed_ancestor_own_writes_are_replayed,
 ]


@@ -279,7 +279,7 @@ wheels = [

 [[package]]
 name = "langgraph-checkpoint"
-version = "4.1.1"
+version = "4.2.0"
 source = { editable = "../checkpoint" }
 dependencies = [
    { name = "langchain-core" },
@@ -435,26 +435,15 @@ class BasePostgresSaver(BaseCheckpointSaver[str]):
          (c) the next ancestor cid isn't in `parent_of` yet (waiting for
              a later page; the cursor stays put).

-        A walk that hasn't started yet is a fourth state, distinct from all
-        three: pages arrive newest-first from the head of the thread, so a
-        target deeper than one page isn't in `parent_of` on the early pages
-        and the walk can only begin once its own row lands.
-
        Mutates `chain_by_ch`, `seed_ver_by_ch`, `seed_inline_by_ch`,
        `walk_cursor_by_ch`, and `seeded` in place.
        """
        for i, ch in enumerate(channels):
            if ch in seeded:
                continue
-            # First-time entry: cursor starts at the target's parent, but
-            # only once the target's own row has loaded. Reading it earlier
-            # would record `None` for "target not seen yet" the same way it
-            # records `None` for "target is a root", and this guard fires
-            # only once, so the walk would stay stranded for good.
+            # First-time entry: cursor starts at the target's parent.
            if ch not in walk_cursor_by_ch:
-                if target_id not in parent_of:
-                    continue
-                walk_cursor_by_ch[ch] = parent_of[target_id]
+                walk_cursor_by_ch[ch] = parent_of.get(target_id)
            cur_cid = walk_cursor_by_ch[ch]
            ch_chain = chain_by_ch[ch]
            hb_i = hb_by_i_by_cid[i]
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "langgraph-checkpoint-postgres"
-version = "3.1.1"
+version = "3.1.2"
 description = "Library with a Postgres implementation of LangGraph checkpoint saver."
 authors = []
 requires-python = ">=3.10"
@@ -1,172 +0,0 @@
-"""Stage-1 pagination for `DeltaChannel` histories on Postgres.
-
-`get_delta_channel_history` pages the `checkpoints` table newest-first in
-chunks of `_DELTA_PAGE_SIZE`, starting from the head of the thread rather than
-from the target checkpoint. The target's own row therefore only lands once
-paging has reached back to it, which for a long thread can be several pages in.
-
-Until then `parent_of` has no entry for it, and reading the walk cursor out of
-that map records `None`, the same value that means "the target is a root". The
-cursor is derived once, so a target older than the first page kept that `None`
-forever: no seed, no writes, and the channel hydrated empty with no error.
-See #8448.
-
-These tests shrink the page size instead of writing 1024+ real checkpoints per
-case. The behaviour under test is "the target is not on the first page", and
-the page the target lands on is the only thing that decides it.
-"""
-
-from __future__ import annotations
-
-from typing import Any
-from uuid import uuid4
-
-import pytest
-from langgraph.checkpoint.base import (
-    Checkpoint,
-    DeltaChannelHistory,
-    empty_checkpoint,
-)
-from langgraph.checkpoint.base.id import uuid6
-from langgraph.checkpoint.serde.types import _DeltaSnapshot
-
-from langgraph.checkpoint.postgres import PostgresSaver
-from langgraph.checkpoint.postgres.aio import AsyncPostgresSaver
-from langgraph.checkpoint.postgres.base import _DELTA_PAGE_SIZE
-from tests.conftest import DEFAULT_URI
-
-CHANNEL = "items"
-STEPS = 8
-SEED_STEP = 1
-SEED_VALUE = [10, 20]
-# Deep enough that the smaller page sizes below have to page past it.
-TARGET_STEP = 4
-
-# The real page size holds this whole thread on one page, so it is the control.
-# The rest each leave the target off the first page: there are three
-# checkpoints newer than `TARGET_STEP`, so any page size at or below 3 does it.
-PAGE_SIZES = [_DELTA_PAGE_SIZE, 3, 2, 1]
-
-
-def _step_args(
-    thread_id: str, step: int, parent: dict | None
-) -> tuple[dict, Checkpoint, dict[str, Any]]:
-    """Return the `(config, checkpoint, new_versions)` triple for one step.
-
-    Step `SEED_STEP` stores a snapshot for `CHANNEL`; the rest only bump the
-    channel version, which is what a delta channel does between snapshots.
-    """
-    config: dict = {"configurable": {"thread_id": thread_id, "checkpoint_ns": ""}}
-    if parent is not None:
-        config["configurable"]["checkpoint_id"] = parent["configurable"][
-            "checkpoint_id"
-        ]
-    checkpoint: Checkpoint = empty_checkpoint()
-    checkpoint["id"] = str(uuid6(clock_seq=step))
-    checkpoint["channel_versions"][CHANNEL] = f"v{step}"
-    if step == SEED_STEP:
-        checkpoint["channel_values"][CHANNEL] = _DeltaSnapshot(list(SEED_VALUE))
-        return config, checkpoint, {CHANNEL: f"v{step}"}
-    return config, checkpoint, {}
-
-
-async def _abuild_chain(saver: AsyncPostgresSaver) -> list[dict]:
-    """Write `STEPS` linked checkpoints, one write each; return their configs."""
-    thread_id = str(uuid4())
-    parent: dict | None = None
-    configs: list[dict] = []
-    for step in range(STEPS):
-        config, checkpoint, new_versions = _step_args(thread_id, step, parent)
-        parent = await saver.aput(
-            config,
-            checkpoint,
-            {"source": "loop", "step": step, "parents": {}},
-            new_versions,
-        )
-        await saver.aput_writes(parent, [(CHANNEL, f"w{step}")], str(uuid4()))
-        configs.append(parent)
-    return configs
-
-
-def _build_chain(saver: PostgresSaver) -> list[dict]:
-    """Sync twin of `_abuild_chain`."""
-    thread_id = str(uuid4())
-    parent: dict | None = None
-    configs: list[dict] = []
-    for step in range(STEPS):
-        config, checkpoint, new_versions = _step_args(thread_id, step, parent)
-        parent = saver.put(
-            config,
-            checkpoint,
-            {"source": "loop", "step": step, "parents": {}},
-            new_versions,
-        )
-        saver.put_writes(parent, [(CHANNEL, f"w{step}")], str(uuid4()))
-        configs.append(parent)
-    return configs
-
-
-def _assert_history(entry: DeltaChannelHistory, page_size: int) -> None:
-    """Check the walk from `TARGET_STEP` back to the snapshot at `SEED_STEP`.
-
-    The chain is steps 3, 2 and 1: the target's own writes are pending for its
-    next super-step and excluded, and the walk stops at the snapshot. Writes
-    come back oldest first.
-    """
-    seed = entry.get("seed")
-    assert isinstance(seed, _DeltaSnapshot), (
-        f"page_size={page_size}: expected a snapshot seed, "
-        f"got {entry.get('seed', '<missing>')!r}"
-    )
-    assert seed.value == SEED_VALUE
-    assert [w[2] for w in entry["writes"]] == ["w1", "w2", "w3"], (
-        f"page_size={page_size}: got {[w[2] for w in entry['writes']]}"
-    )
-
-
-@pytest.mark.parametrize("page_size", PAGE_SIZES)
-async def test_async_target_older_than_the_first_page(
-    page_size: int, monkeypatch: pytest.MonkeyPatch
-) -> None:
-    monkeypatch.setattr("langgraph.checkpoint.postgres.aio._DELTA_PAGE_SIZE", page_size)
-    async with AsyncPostgresSaver.from_conn_string(DEFAULT_URI) as saver:
-        await saver.setup()
-        configs = await _abuild_chain(saver)
-        result = await saver.aget_delta_channel_history(
-            config=configs[TARGET_STEP], channels=[CHANNEL]
-        )
-        _assert_history(result[CHANNEL], page_size)
-
-
-@pytest.mark.parametrize("page_size", PAGE_SIZES)
-def test_sync_target_older_than_the_first_page(
-    page_size: int, monkeypatch: pytest.MonkeyPatch
-) -> None:
-    monkeypatch.setattr("langgraph.checkpoint.postgres._DELTA_PAGE_SIZE", page_size)
-    with PostgresSaver.from_conn_string(DEFAULT_URI) as saver:
-        saver.setup()
-        configs = _build_chain(saver)
-        result = saver.get_delta_channel_history(
-            config=configs[TARGET_STEP], channels=[CHANNEL]
-        )
-        _assert_history(result[CHANNEL], page_size)
-
-
-async def test_root_target_has_no_history_and_still_terminates(
-    monkeypatch: pytest.MonkeyPatch,
-) -> None:
-    """A root target is the case where a `None` cursor is the right answer.
-
-    Its walk has nowhere to go, so it never seeds and collects none of the
-    thread's writes, and paging has to run out on a short page rather than
-    spin. Page size 1 gives one page per checkpoint, so the loop runs the
-    length of the thread before stopping.
-    """
-    monkeypatch.setattr("langgraph.checkpoint.postgres.aio._DELTA_PAGE_SIZE", 1)
-    async with AsyncPostgresSaver.from_conn_string(DEFAULT_URI) as saver:
-        await saver.setup()
-        configs = await _abuild_chain(saver)
-        result = await saver.aget_delta_channel_history(
-            config=configs[0], channels=[CHANNEL]
-        )
-        assert result[CHANNEL] == {"writes": []}
@@ -276,7 +276,7 @@ wheels = [

 [[package]]
 name = "langgraph-checkpoint"
-version = "4.1.1"
+version = "4.2.0"
 source = { editable = "../checkpoint" }
 dependencies = [
    { name = "langchain-core" },
@@ -351,7 +351,7 @@ test = [

 [[package]]
 name = "langgraph-checkpoint-postgres"
-version = "3.1.1"
+version = "3.1.2"
 source = { editable = "." }
 dependencies = [
    { name = "langgraph-checkpoint" },
@@ -285,7 +285,7 @@ wheels = [

 [[package]]
 name = "langgraph-checkpoint"
-version = "4.1.1"
+version = "4.2.0"
 source = { editable = "../checkpoint" }
 dependencies = [
    { name = "langchain-core" },
@@ -148,17 +148,16 @@ class InMemorySaver(
        whose stored blob is non-empty. Other channels keep walking until
        they find their own terminator or hit the root.

-        Pre-delta plain-value blobs subsume their ancestor's pending
-        writes (the value already includes them); `_DeltaSnapshot` blobs
-        do not (snapshot is the value AT that ancestor, prior to its own
-        pending writes that produce the child).
+        A blob is the value AT its ancestor, prior to the writes stored
+        under that same ancestor (those writes produce its child, which
+        is on the path to the target). This holds for `_DeltaSnapshot`
+        blobs and for pre-delta plain values alike, so the seed
+        ancestor's own writes are always collected. Writes at ancestors
+        older than the seed are subsumed by the seed value and are never
+        reached — the walk terminates there.
        """
        if not channels:
            return {}
-        # Imported lazily to avoid a hard checkpoint→serde-types coupling at
-        # module import; only this override needs the runtime check.
-        from langgraph.checkpoint.serde.types import _DeltaSnapshot
-
        thread_id = config["configurable"]["thread_id"]
        checkpoint_ns = config["configurable"].get("checkpoint_ns", "")
        checkpoint_id = config["configurable"].get("checkpoint_id", "")
@@ -205,11 +204,6 @@ class InMemorySaver(
            ):
                if ch not in remaining:
                    continue
-                blob_value = blob_value_by_ch.get(ch)
-                if blob_value is not None and not isinstance(
-                    blob_value, _DeltaSnapshot
-                ):
-                    continue
                collected_by_ch[ch].append(
                    (tid, ch, self.serde.loads_typed(serialized))
                )
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "langgraph-checkpoint"
-version = "4.1.1"
+version = "4.2.0"
 description = "Library with base interfaces for LangGraph checkpoint savers."
 authors = []
 requires-python = ">=3.10"
@@ -577,9 +577,19 @@ class TestPreDeltaBlobTerminator:
    """

    def _build_mixed_thread(self) -> tuple[InMemorySaver, str, str, str, str]:
-        """Three-checkpoint chain: cp1 (pre-delta, blob=[A]), cp2 (delta,
-        write=B), cp3 (delta, write=C). Reconstructing at cp3 must yield
-        seed=[A] + writes=[B, C].
+        """Four-checkpoint chain spanning the migration boundary:
+
+        * `cp0` — pre-delta ancestor OLDER than the seed. Its write
+          (`OLDER-WRITE`) is already folded into `cp1`'s stored value, so the
+          walk must terminate at `cp1` and never reach it.
+        * `cp1` — pre-delta, blob `["A"]`. That value is the state ENTERING
+          `cp1`; the write stored under `cp1` (`PRE-DELTA-WRITE`) is what
+          produced `cp2` and is NOT subsumed by the blob.
+        * `cp2` — delta-era, no stored value, write `B`.
+        * `cp3` — target, delta-era, write `PENDING-AT-TARGET`.
+
+        Reconstructing at `cp3` must yield seed `["A"]` plus writes
+        `["PRE-DELTA-WRITE", "B"]`.

        Returns `(saver, thread_id, ns, channel, cp3_id)`.
        """
@@ -587,16 +597,21 @@ class TestPreDeltaBlobTerminator:
        serde = JsonPlusSerializer()
        thread_id, ns, channel = "t1", "", "messages"

+        v0 = "00000000000000000000000000000000.0"
        v1 = "00000000000000000000000000000001.0"
        v2 = "00000000000000000000000000000002.0"
        v3 = "00000000000000000000000000000003.0"

-        # Pre-delta: cp1 stored a real blob for the channel.
+        # Pre-delta: cp0 and cp1 stored real blobs for the channel.
+        saver.blobs[(thread_id, ns, channel, v0)] = serde.dumps_typed([])
        saver.blobs[(thread_id, ns, channel, v1)] = serde.dumps_typed(["A"])
        # Delta-era: cp2 and cp3 store "empty"; real writes in checkpoint_writes.
        saver.blobs[(thread_id, ns, channel, v2)] = ("empty", b"")
        saver.blobs[(thread_id, ns, channel, v3)] = ("empty", b"")

+        cp0 = empty_checkpoint()
+        cp0["id"] = "cp0"
+        cp0["channel_versions"][channel] = v0
        cp1 = empty_checkpoint()
        cp1["id"] = "cp1"
        cp1["channel_versions"][channel] = v1
@@ -608,16 +623,24 @@ class TestPreDeltaBlobTerminator:
        cp3["channel_versions"][channel] = v3

        saver.storage[thread_id][ns] = {
-            "cp1": (serde.dumps_typed(cp1), serde.dumps_typed({}), None),
+            "cp0": (serde.dumps_typed(cp0), serde.dumps_typed({}), None),
+            "cp1": (serde.dumps_typed(cp1), serde.dumps_typed({}), "cp0"),
            "cp2": (serde.dumps_typed(cp2), serde.dumps_typed({}), "cp1"),
            "cp3": (serde.dumps_typed(cp3), serde.dumps_typed({}), "cp2"),
        }
-        # Write under cp1 would be from the pre-delta era and MUST be ignored
-        # (the blob already captures it). We add one and assert it is not
-        # folded into the reconstructed result.
-        saver.writes[(thread_id, ns, "cp1")][("task0", 0)] = (
+        # Write under cp0 is older than the seed — cp1's blob already folded
+        # it in, and the terminator must stop before reaching it.
+        saver.writes[(thread_id, ns, "cp0")][("task0", 0)] = (
            "task0",
            channel,
+            serde.dumps_typed("OLDER-WRITE"),
+            "",
+        )
+        # Write under cp1 postdates cp1's blob (it is what produced cp2, which
+        # stores no value of its own) and MUST be replayed.
+        saver.writes[(thread_id, ns, "cp1")][("task1", 0)] = (
+            "task1",
+            channel,
            serde.dumps_typed("PRE-DELTA-WRITE"),
            "",
        )
@@ -651,15 +674,19 @@ class TestPreDeltaBlobTerminator:

        # Seed came from the pre-delta blob at cp1.
        assert result["seed"] == ["A"]
-        # Delta-era writes from cp2 replay through the reducer on top of seed.
-        # cp3 is the target — its own write is pending for the NEXT step and
-        # must be excluded.
+        # The seed ancestor's own write and the delta-era write from cp2 both
+        # replay through the reducer on top of the seed, oldest first. cp3 is
+        # the target — its own write is pending for the NEXT step and must be
+        # excluded.
        values = [v for _, _, v in result["writes"]]
-        assert values == ["B"]
+        assert values == ["PRE-DELTA-WRITE", "B"]

-    def test_pre_delta_blob_terminates_walk_before_older_writes(self) -> None:
-        """Writes stored at the pre-delta ancestor itself must not be replayed
-        (the blob subsumes them)."""
+    def test_seed_bounds_walk_without_dropping_its_own_writes(self) -> None:
+        """The seed terminator bounds the walk: writes at ancestors OLDER than
+        the seed are already folded into the seed value and must not be
+        replayed. The seed ancestor's own write is not one of them — it
+        postdates the stored value and produced the next checkpoint.
+        """
        saver, thread_id, ns, channel, target = self._build_mixed_thread()
        config: RunnableConfig = {
            "configurable": {
@@ -674,7 +701,9 @@ class TestPreDeltaBlobTerminator:
        ]

        values = [v for _, _, v in result["writes"]]
-        # The pre-delta write under cp1 must not appear (the blob subsumes it).
-        assert "PRE-DELTA-WRITE" not in values
+        # Older than the seed — subsumed by cp1's blob, so the walk stops first.
+        assert "OLDER-WRITE" not in values
+        # Stored AT the seed ancestor — not subsumed, so it must be replayed.
+        assert "PRE-DELTA-WRITE" in values
        # And the pending write at the target is never folded in.
        assert "PENDING-AT-TARGET" not in values
@@ -300,7 +300,7 @@ wheels = [

 [[package]]
 name = "langgraph-checkpoint"
-version = "4.1.1"
+version = "4.2.0"
 source = { editable = "." }
 dependencies = [
    { name = "langchain-core" },
@@ -3,6 +3,7 @@ from __future__ import annotations
 import asyncio
 import enum
 import inspect
+import logging
 import sys
 import warnings
 from collections.abc import (
@@ -63,6 +64,26 @@ try:
 except ImportError:
    _StreamingCallbackHandler = None  # type: ignore

+logger = logging.getLogger(__name__)
+
+
+def _trace_payload(value: Any, transform: Callable[[Any], Any] | None) -> Any:
+    """Return the payload to record on a run for `value`.
+
+    When `transform` is unset this is a passthrough, so unspecified nodes record exactly
+    as before. When set it always runs (regardless of tracing), but never affects
+    execution: if it raises, the untransformed value is recorded instead.
+    """
+    if transform is None:
+        return value
+    try:
+        return transform(value)
+    except Exception:
+        logger.exception(
+            "trace input/output processor raised; recording untransformed payload"
+        )
+        return value
+

 def _set_config_context(
    config: RunnableConfig, run: Any = None
@@ -572,6 +593,7 @@ class RunnableSeq(Runnable):
        *steps: RunnableLike,
        name: str | None = None,
        trace_inputs: Callable[[Any], Any] | None = None,
+        trace_outputs: Callable[[Any], Any] | None = None,
    ) -> None:
        """Create a new RunnableSeq.

@@ -597,6 +619,7 @@ class RunnableSeq(Runnable):
        self.steps = steps_flat
        self.name = name
        self.trace_inputs = trace_inputs
+        self.trace_outputs = trace_outputs

    def __or__(
        self,
@@ -658,7 +681,7 @@ class RunnableSeq(Runnable):
        # start the root run
        run_manager = callback_manager.on_chain_start(
            None,
-            self.trace_inputs(input) if self.trace_inputs is not None else input,
+            _trace_payload(input, self.trace_inputs),
            name=config.get("run_name") or self.get_name(),
            run_id=config.pop("run_id", None),
        )
@@ -689,7 +712,7 @@ class RunnableSeq(Runnable):
            run_manager.on_chain_error(e)
            raise
        else:
-            run_manager.on_chain_end(input)
+            run_manager.on_chain_end(_trace_payload(input, self.trace_outputs))
            return input

    async def ainvoke(
@@ -705,7 +728,7 @@ class RunnableSeq(Runnable):
        # start the root run
        run_manager = await callback_manager.on_chain_start(
            None,
-            self.trace_inputs(input) if self.trace_inputs is not None else input,
+            _trace_payload(input, self.trace_inputs),
            name=config.get("run_name") or self.get_name(),
            run_id=config.pop("run_id", None),
        )
@@ -742,7 +765,7 @@ class RunnableSeq(Runnable):
            await run_manager.on_chain_error(e)
            raise
        else:
-            await run_manager.on_chain_end(input)
+            await run_manager.on_chain_end(_trace_payload(input, self.trace_outputs))
            return input

    def stream(
@@ -758,7 +781,7 @@ class RunnableSeq(Runnable):
        # start the root run
        run_manager = callback_manager.on_chain_start(
            None,
-            self.trace_inputs(input) if self.trace_inputs is not None else input,
+            _trace_payload(input, self.trace_inputs),
            name=config.get("run_name") or self.get_name(),
            run_id=config.pop("run_id", None),
        )
@@ -803,7 +826,7 @@ class RunnableSeq(Runnable):
                run_manager.on_chain_error(e)
                raise
            else:
-                run_manager.on_chain_end(output)
+                run_manager.on_chain_end(_trace_payload(output, self.trace_outputs))

    async def astream(
        self,
@@ -818,7 +841,7 @@ class RunnableSeq(Runnable):
        # start the root run
        run_manager = await callback_manager.on_chain_start(
            None,
-            self.trace_inputs(input) if self.trace_inputs is not None else input,
+            _trace_payload(input, self.trace_inputs),
            name=config.get("run_name") or self.get_name(),
            run_id=config.pop("run_id", None),
        )
@@ -873,7 +896,9 @@ class RunnableSeq(Runnable):
                    await run_manager.on_chain_error(e)
                    raise
                else:
-                    await run_manager.on_chain_end(output)
+                    await run_manager.on_chain_end(
+                        _trace_payload(output, self.trace_outputs)
+                    )
        else:
            try:
                async with AsyncExitStack() as stack:
@@ -903,7 +928,9 @@ class RunnableSeq(Runnable):
                await run_manager.on_chain_error(e)
                raise
            else:
-                await run_manager.on_chain_end(output)
+                await run_manager.on_chain_end(
+                    _trace_payload(output, self.trace_outputs)
+                )


 def _consume_iter(it: Iterator[Any]) -> Any:
@@ -9,7 +9,13 @@ from langgraph.store.base import BaseStore

 from langgraph._internal._typing import EMPTY_SEQ
 from langgraph.runtime import Runtime
-from langgraph.types import CachePolicy, RetryPolicy, StreamWriter, TimeoutPolicy
+from langgraph.types import (
+    CachePolicy,
+    RetryPolicy,
+    StreamWriter,
+    TimeoutPolicy,
+    TracePolicy,
+)
 from langgraph.typing import ContextT, NodeInputT, NodeInputT_contra


@@ -93,3 +99,5 @@ class StateNodeSpec(Generic[NodeInputT, ContextT]):
    ends: tuple[str, ...] | dict[str, str] | None = EMPTY_SEQ
    defer: bool = False
    timeout: TimeoutPolicy | None = None
+    trace_policy: TracePolicy | None = None
+    """Optional policy controlling what this node records on its trace run."""
@@ -85,6 +85,7 @@ from langgraph.types import (
    RetryPolicy,
    Send,
    TimeoutPolicy,
+    TracePolicy,
    ensure_valid_checkpointer,
 )
 from langgraph.typing import ContextT, InputT, NodeInputT, OutputT, StateT
@@ -384,6 +385,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
        error_handler: StateNode[Any, ContextT] | None = None,
        destinations: dict[str, str] | tuple[str, ...] | None = None,
        timeout: float | timedelta | TimeoutPolicy | None = None,
+        trace_policy: TracePolicy | None = None,
        **kwargs: Unpack[DeprecatedKwargs],
    ) -> Self:
        """Add a new node to the `StateGraph`, input schema is inferred as the state schema.
@@ -453,6 +455,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
        error_handler: StateNode[Any, ContextT] | None = None,
        destinations: dict[str, str] | tuple[str, ...] | None = None,
        timeout: float | timedelta | TimeoutPolicy | None = None,
+        trace_policy: TracePolicy | None = None,
        **kwargs: Unpack[DeprecatedKwargs],
    ) -> Self:
        """Add a new node to the `StateGraph` where input schema is specified.
@@ -527,6 +530,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
        error_handler: StateNode[Any, ContextT] | None = None,
        destinations: dict[str, str] | tuple[str, ...] | None = None,
        timeout: float | timedelta | TimeoutPolicy | None = None,
+        trace_policy: TracePolicy | None = None,
        **kwargs: Unpack[DeprecatedKwargs],
    ) -> Self:
        """Add a new node to the `StateGraph`, input schema is inferred as the state schema.
@@ -596,6 +600,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
        error_handler: StateNode[Any, ContextT] | None = None,
        destinations: dict[str, str] | tuple[str, ...] | None = None,
        timeout: float | timedelta | TimeoutPolicy | None = None,
+        trace_policy: TracePolicy | None = None,
        **kwargs: Unpack[DeprecatedKwargs],
    ) -> Self:
        """Add a new node to the `StateGraph`, input schema is specified.
@@ -672,6 +677,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
        error_handler: StateNode[Any, ContextT] | None = None,
        destinations: dict[str, str] | tuple[str, ...] | None = None,
        timeout: float | timedelta | TimeoutPolicy | None = None,
+        trace_policy: TracePolicy | None = None,
        **kwargs: Unpack[DeprecatedKwargs],
    ) -> Self:
        """Add a new node to the `StateGraph`.
@@ -691,6 +697,10 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                If a sequence is provided, the first matching policy will be applied.
            cache_policy: The cache policy for the node.
            error_handler: Optional node-level error handler callable for this node.
+            trace_policy: Optional policy controlling how this node's run is traced. Its
+                `process_inputs` callable transforms the node's input before it is
+                recorded (e.g. to omit or summarize large message history) without
+                changing the value passed to the node. Does not affect execution.
            destinations: Destinations that indicate where a node can route to.

                Useful for edgeless graphs with nodes that return `Command` objects.
@@ -880,6 +890,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                ends=ends,
                defer=defer,
                timeout=timeout,
+                trace_policy=trace_policy,
            )
        elif inferred_input_schema is not None:
            self.nodes[node] = StateNodeSpec(
@@ -892,6 +903,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                ends=ends,
                defer=defer,
                timeout=timeout,
+                trace_policy=trace_policy,
            )
        else:
            self.nodes[node] = StateNodeSpec[StateT, ContextT](
@@ -904,6 +916,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                ends=ends,
                defer=defer,
                timeout=timeout,
+                trace_policy=trace_policy,
            )

        input_schema = input_schema or inferred_input_schema
@@ -1530,6 +1543,7 @@ class CompiledStateGraph(
                error_handler_node=node.error_handler_node,
                bound=node.runnable,  # type: ignore[arg-type]
                timeout=node.timeout,
+                trace_policy=node.trace_policy,
            )
        else:
            raise RuntimeError
@@ -16,7 +16,7 @@ from langgraph._internal._timeout import coerce_timeout_policy
 from langgraph.pregel._utils import find_subgraph_pregel
 from langgraph.pregel._write import ChannelWrite
 from langgraph.pregel.protocol import PregelProtocol
-from langgraph.types import CachePolicy, RetryPolicy, TimeoutPolicy
+from langgraph.types import CachePolicy, RetryPolicy, TimeoutPolicy, TracePolicy

 READ_TYPE = Callable[[str | Sequence[str], bool], Any | dict[str, Any]]
 INPUT_CACHE_KEY_TYPE = tuple[Callable[..., Any], tuple[str, ...]]
@@ -138,6 +138,9 @@ class PregelNode:
    metadata: Mapping[str, Any] | None
    """Metadata to attach to the node for tracing."""

+    trace_policy: TracePolicy | None
+    """Optional policy controlling what this node records on its trace run."""
+
    is_error_handler: bool
    """Whether this node is registered as an error handler node."""

@@ -156,6 +159,7 @@ class PregelNode:
        writers: list[Runnable] | None = None,
        tags: list[str] | None = None,
        metadata: Mapping[str, Any] | None = None,
+        trace_policy: TracePolicy | None = None,
        bound: Runnable[Any, Any] | None = None,
        retry_policy: RetryPolicy | Sequence[RetryPolicy] | None = None,
        cache_policy: CachePolicy | None = None,
@@ -177,6 +181,7 @@ class PregelNode:
        self.timeout = coerce_timeout_policy(timeout)
        self.tags = tags
        self.metadata = metadata
+        self.trace_policy = trace_policy
        self.is_error_handler = is_error_handler
        self.error_handler_node = error_handler_node
        if subgraphs is not None:
@@ -222,14 +227,23 @@ class PregelNode:
    def node(self) -> Runnable[Any, Any] | None:
        """Get a runnable that combines `bound` and `writers`."""
        writers = self.flat_writers
+        trace_inputs = self.trace_policy.process_inputs if self.trace_policy else None
+        trace_outputs = self.trace_policy.process_outputs if self.trace_policy else None
        if self.bound is DEFAULT_BOUND and not writers:
            return None
        elif self.bound is DEFAULT_BOUND and len(writers) == 1:
            return writers[0]
        elif self.bound is DEFAULT_BOUND:
-            return RunnableSeq(*writers)
+            return RunnableSeq(
+                *writers, trace_inputs=trace_inputs, trace_outputs=trace_outputs
+            )
        elif writers:
-            return RunnableSeq(self.bound, *writers)
+            return RunnableSeq(
+                self.bound,
+                *writers,
+                trace_inputs=trace_inputs,
+                trace_outputs=trace_outputs,
+            )
        else:
            return self.bound

@@ -3,7 +3,7 @@ from __future__ import annotations
 import asyncio
 from collections.abc import AsyncIterator, Awaitable, Callable, Iterator, Mapping
 from types import MappingProxyType, TracebackType
-from typing import TYPE_CHECKING, Any
+from typing import TYPE_CHECKING, Any, NoReturn

 from langchain_core._api import beta

@@ -33,6 +33,21 @@ async def _adrive_until_done(pump: Callable[[], Awaitable[bool]]) -> None:
        pass


+def _missing_projection(run: object, name: str) -> NoReturn:
+    """Raise for a projection name that was never registered.
+
+    Reads the mux out of `__dict__` because `__getattr__` also fires before
+    `__init__` assigns `_mux` and for dunder probes, where `run._mux` would
+    recurse until the stack is exhausted.
+    """
+    mux = run.__dict__.get("_mux")
+    registered = sorted(mux.native_keys) if mux is not None else []
+    raise AttributeError(
+        f"{type(run).__name__!r} object has no attribute {name!r} "
+        f"(registered projections: {', '.join(registered) or 'none'})"
+    )
+
+
@beta(message="The v3 streaming protocol on Pregel is experimental.")
 class GraphRunStream:
    """Sync run stream with caller-driven pumping.
@@ -54,15 +69,32 @@ class GraphRunStream:
        experimental and may change.
    """

-    # Native projections always registered by `stream_events(version="v3")`.
-    # Attached dynamically by the `setattr` loop in `__init__`; declared here
-    # so type checkers see them. Opt-in native projections (`updates`,
-    # `custom`, `checkpoints`, `debug`, `tasks`) are only present when their
-    # transformer is registered, so they are reached via `extensions[...]`.
+    # Native projections, attached dynamically by the `setattr` loop in
+    # `__init__` and declared here so type checkers see them.
+    #
+    # Always registered by `stream_events(version="v3")`:
    values: StreamChannel[dict[str, Any]]
    messages: StreamChannel[ChatModelStream]
    lifecycle: StreamChannel[LifecyclePayload]
    subgraphs: StreamChannel[SubgraphRunStream]
+    # Registered on demand via `compile(transformers=...)` or
+    # `stream_events(transformers=...)`; reading one whose transformer was not
+    # registered raises AttributeError. Projections contributed by transformers
+    # outside this package are covered by `__getattr__` instead.
+    updates: StreamChannel[dict[str, Any]]
+    custom: StreamChannel[Any]
+    checkpoints: StreamChannel[dict[str, Any]]
+    debug: StreamChannel[dict[str, Any]]
+    tasks: StreamChannel[dict[str, Any]]
+
+    def __getattr__(self, name: str) -> StreamChannel[Any]:
+        """Type the projections of transformers declared outside this package.
+
+        Projection names come from a registry, so no annotation here can name
+        them all. The cost is that a misspelling type-checks too, and fails at
+        runtime instead.
+        """
+        _missing_projection(self, name)

    def __init__(
        self,
@@ -345,15 +377,24 @@ class AsyncGraphRunStream:
        experimental and may change.
    """

-    # Native projections always registered by `astream_events(version="v3")`.
-    # Attached dynamically by the `setattr` loop in `__init__`; declared here
-    # so type checkers see them. Opt-in native projections (`updates`,
-    # `custom`, `checkpoints`, `debug`, `tasks`) are only present when their
-    # transformer is registered, so they are reached via `extensions[...]`.
+    # Native projections, attached dynamically by the `setattr` loop in
+    # `__init__` and declared here so type checkers see them.
+    #
+    # Always registered by `astream_events(version="v3")`:
    values: StreamChannel[dict[str, Any]]
    messages: StreamChannel[AsyncChatModelStream]
    lifecycle: StreamChannel[LifecyclePayload]
    subgraphs: StreamChannel[AsyncSubgraphRunStream]
+    # Registered on demand; see `GraphRunStream`.
+    updates: StreamChannel[dict[str, Any]]
+    custom: StreamChannel[Any]
+    checkpoints: StreamChannel[dict[str, Any]]
+    debug: StreamChannel[dict[str, Any]]
+    tasks: StreamChannel[dict[str, Any]]
+
+    def __getattr__(self, name: str) -> StreamChannel[Any]:
+        """Type projections declared elsewhere. See `GraphRunStream`."""
+        _missing_projection(self, name)

    def __init__(
        self,
@@ -70,6 +70,8 @@ __all__ = (
    "RetryPolicy",
    "TimeoutPolicy",
    "CachePolicy",
+    "TracePolicy",
+    "omit_payload",
    "Interrupt",
    "StateUpdate",
    "PregelTask",
@@ -527,6 +529,44 @@ class CachePolicy(Generic[KeyFuncT]):
    """Time to live for the cache entry in seconds. If `None`, the entry never expires."""


+@dataclass(**_DC_KWARGS)
+class TracePolicy:
+    """Configuration for how a node's run is traced.
+
+    Scope: this only transforms what the node's *own* run records. Child runs created
+    by a traced `bound` runnable and the root graph run are not affected. Plain
+    function nodes are traced with `trace=False`, so they have no such child runs.
+
+    Not intended to redact secrets. To redact inputs/outputs across all runs
+    (children included), use the LangSmith client's
+    `hide_inputs`/`hide_outputs`/`anonymizer` instead.
+
+    Each processor receives the node's raw input/output value (not a normalized
+    kwargs dict) and returns the value to record.
+    """
+
+    process_inputs: Callable[[Any], Any] | None = None
+    """Optional callable to transform the node's input before it is recorded on the
+    node's trace run. Can be used to omit or summarize large payloads
+    (e.g. message history). Not intended to affect the value passed to the node; avoid
+    mutating arguments in place."""
+
+    process_outputs: Callable[[Any], Any] | None = None
+    """Optional callable to transform the node's output before it is recorded on the
+    node's trace run. Can be used to omit or summarize large payloads
+    (e.g. message history). Not intended to affect the value returned by the node; avoid
+    mutating arguments in place."""
+
+
+def omit_payload(_value: Any) -> dict[str, Any]:
+    """`TracePolicy` helper that records an empty payload, dropping the value entirely.
+
+    Use as `process_inputs` and/or `process_outputs` on a `TracePolicy` to keep a node's
+    span and its timing while omitting its inputs/outputs from the trace.
+    """
+    return {}
+
+
 _DEFAULT_INTERRUPT_ID = "placeholder-id"


@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "langgraph"
-version = "1.2.10"
+version = "1.2.11"
 description = "Building stateful, multi-actor applications with LLMs"
 authors = []
 requires-python = ">=3.10"
@@ -616,3 +616,117 @@ async def test_add_messages_to_delta_migration_preserves_message_history_async()
    assert [m.id for m in snap.values["messages"]] == ["h1", "a1"], (
        f"async tip hydration mismatch: got {[m.id for m in snap.values['messages']]}"
    )
+
+
+# ---------------------------------------------------------------------------
+# 8. First post-migration write, read back cold (regression for #8384)
+#
+# The migration boundary produces a checkpoint that carries BOTH a pre-delta
+# plain-value blob AND the pending write that produced its (delta-era) child.
+# That write is not subsumed by the blob — the blob is the value ENTERING that
+# checkpoint. A saver whose ancestor walk skips the seed checkpoint's own
+# writes silently drops the first post-migration write.
+#
+# The failure is invisible to the live `invoke` return value (computed
+# in-memory before persistence), so these tests must assert on a COLD read.
+# It is also invisible at `snapshot_frequency=1`, where every write is its own
+# snapshot boundary and the walk never terminates on a plain value — hence the
+# explicit default-frequency coverage.
+# ---------------------------------------------------------------------------
+
+
+def test_first_post_migration_write_survives_cold_read() -> None:
+    """One non-snapshotting write after migrating a thread to `DeltaChannel`
+    must still be present when the state is read back from the checkpointer.
+
+    Regression for #8384: `invoke` returned the correct value while
+    `get_state` dropped the write permanently.
+    """
+
+    checkpointer = InMemorySaver()
+    config = {"configurable": {"thread_id": "first-post-migration"}}
+
+    binop = _binop_graph(checkpointer)
+    binop.invoke({"items": ["a"]}, config)
+
+    delta = _delta_graph(checkpointer)
+    live = delta.invoke({"items": ["b"]}, config)
+    assert list(live["items"]) == ["a", "b"], "live invoke lost the write"
+
+    cold = delta.get_state(config)
+    assert list(cold.values["items"]) == ["a", "b"], (
+        "first post-migration write dropped on cold read: "
+        f"got {list(cold.values['items'])}"
+    )
+
+
+async def test_first_post_migration_write_survives_cold_read_async() -> None:
+    """Async variant of the #8384 regression."""
+
+    checkpointer = InMemorySaver()
+    config = {"configurable": {"thread_id": "first-post-migration-async"}}
+
+    binop = _binop_graph(checkpointer)
+    await binop.ainvoke({"items": ["a"]}, config)
+
+    delta = _delta_graph(checkpointer)
+    live = await delta.ainvoke({"items": ["b"]}, config)
+    assert list(live["items"]) == ["a", "b"], "live ainvoke lost the write"
+
+    cold = await delta.aget_state(config)
+    assert list(cold.values["items"]) == ["a", "b"], (
+        "first post-migration write dropped on cold read: "
+        f"got {list(cold.values['items'])}"
+    )
+
+
+def test_post_migration_writes_match_base_saver_fallback() -> None:
+    """Parity across the migration boundary WITH post-migration writes.
+
+    `test_base_saver_fallback_matches_optimized_override` only reads a
+    pre-migration chain, so the optimized override and the reference walk
+    never disagree there. Driving writes after the migration is what
+    separates them.
+    """
+
+    def _run(saver: Any, thread: str) -> list[tuple[Any, list]]:
+        config = {"configurable": {"thread_id": thread}}
+        _drive(_binop_graph(saver), config, "u", 2)
+        delta = _delta_graph(saver)
+        _drive(delta, config, "d", 3)
+        return [
+            (s.next, list(s.values.get("items", [])))
+            for s in delta.get_state_history(config)
+        ]
+
+    fast = _run(InMemorySaver(), "fast")
+    slow = _run(_ThirdPartyStyleSaver(), "slow")
+
+    assert fast == slow, (
+        "optimized override diverges from the base-saver fallback once "
+        f"post-migration writes exist; fast={fast}, slow={slow}"
+    )
+    # Guard the assertion above against both paths being wrong in the same way.
+    assert fast[0][1] == ["u0", "u1", "d0", "d1", "d2"], (
+        f"unexpected accumulated state: {fast[0][1]}"
+    )
+
+
+def test_add_messages_migration_keeps_first_post_migration_message() -> None:
+    """The `add_messages` -> `DeltaChannel` path is the one Deep Agents takes;
+    dropping the first post-migration write loses a real user message.
+    """
+
+    checkpointer = InMemorySaver()
+    config = {"configurable": {"thread_id": "add-messages-first-write"}}
+
+    pre_graph = _add_messages_graph(checkpointer)
+    pre_graph.invoke({"messages": [HumanMessage(content="hello", id="h1")]}, config)
+
+    delta_graph = _delta_messages_graph(checkpointer)
+    delta_graph.invoke({"messages": [HumanMessage(content="second", id="h2")]}, config)
+
+    ids = [m.id for m in delta_graph.get_state(config).values["messages"]]
+    # h1 is the pre-migration seed, h2 the write that was being dropped; both
+    # have to survive, and in order.
+    assert ids == ["h1", "h2"], f"expected ['h1', 'h2'], got {ids}"
@@ -6,6 +6,7 @@ Type-narrowing is validated via `assert_type` calls in `_check_type_narrowing`.

 from __future__ import annotations

+import copy
 import operator
 import sys
 from dataclasses import dataclass
@@ -34,8 +35,10 @@ from langgraph.stream import (
    GraphRunStream,
    LifecyclePayload,
    StreamChannel,
+    StreamTransformer,
    SubgraphRunStream,
 )
+from langgraph.stream._types import ProtocolEvent
 from langgraph.types import (
    CheckpointPayload,
    CheckpointStreamPart,
@@ -1199,6 +1202,29 @@ def _check_type_narrowing(part: StreamPart[_StateT, _OutputT]) -> None:
 # type and the always-registered native projections.


+class _MarkerTransformer(StreamTransformer):
+    """Native transformer contributing a key this module doesn't declare.
+
+    Stands in for any transformer defined outside this package — projections
+    whose names `GraphRunStream` can't enumerate, so they resolve through
+    `__getattr__` instead of a class annotation.
+    """
+
+    _native = True
+
+    def __init__(self, scope: tuple[str, ...] = ()) -> None:
+        super().__init__(scope)
+        self._log: StreamChannel[str] = StreamChannel()
+
+    def init(self) -> dict[str, Any]:
+        return {"marker": self._log}
+
+    def process(self, event: ProtocolEvent) -> bool:
+        if event["method"] == "values":
+            self._log.push("saw_values")
+        return True
+
+
 def _check_stream_events_v3_typing() -> None:
    """Compile-time checks for sync v3 typing — never called at runtime."""
    graph = _make_simple_graph().compile()
@@ -1208,6 +1234,16 @@ def _check_stream_events_v3_typing() -> None:
    assert_type(run.messages, StreamChannel[ChatModelStream])
    assert_type(run.lifecycle, StreamChannel[LifecyclePayload])
    assert_type(run.subgraphs, StreamChannel[SubgraphRunStream])
+    # Opt-in projections from transformers this package ships carry their real
+    # item type even though they are only present once registered.
+    assert_type(run.updates, StreamChannel[dict[str, Any]])
+    assert_type(run.custom, StreamChannel[Any])
+    assert_type(run.checkpoints, StreamChannel[dict[str, Any]])
+    assert_type(run.debug, StreamChannel[dict[str, Any]])
+    assert_type(run.tasks, StreamChannel[dict[str, Any]])
+    # Projections this module can't enumerate resolve through `__getattr__`
+    # as `StreamChannel[Any]` rather than failing with attr-defined.
+    assert_type(run.marker, StreamChannel[Any])


 async def _check_astream_events_v3_typing() -> None:
@@ -1219,3 +1255,66 @@ async def _check_astream_events_v3_typing() -> None:
    assert_type(run.messages, StreamChannel[AsyncChatModelStream])
    assert_type(run.lifecycle, StreamChannel[LifecyclePayload])
    assert_type(run.subgraphs, StreamChannel[AsyncSubgraphRunStream])
+    assert_type(run.updates, StreamChannel[dict[str, Any]])
+    assert_type(run.custom, StreamChannel[Any])
+    assert_type(run.checkpoints, StreamChannel[dict[str, Any]])
+    assert_type(run.debug, StreamChannel[dict[str, Any]])
+    assert_type(run.tasks, StreamChannel[dict[str, Any]])
+    assert_type(run.marker, StreamChannel[Any])
+
+
+def test_undeclared_native_projection_is_attached() -> None:
+    """A native projection this module doesn't declare still works at runtime.
+
+    `__getattr__` is a type-checker fallback only — it must not shadow the
+    `setattr` loop that attaches registered native projections.
+    """
+    graph = _make_simple_graph().compile()
+    run = graph.stream_events(
+        _SIMPLE_INPUT, version="v3", transformers=[_MarkerTransformer]
+    )
+
+    marker_iter = iter(run.marker)
+    assert run.output is not None
+    assert run.marker is run.extensions["marker"]
+    assert "saw_values" in list(marker_iter)
+
+
+def test_unregistered_projection_raises_attribute_error() -> None:
+    """An unregistered projection name still fails at runtime.
+
+    The `__getattr__` fallback exists to satisfy type checkers; it must not
+    make unknown names resolve to anything. The message lists what *is*
+    registered so a typo is diagnosable from the traceback alone.
+    """
+    graph = _make_simple_graph().compile()
+    run = graph.stream_events(_SIMPLE_INPUT, version="v3")
+
+    # `marker` type-checks via `__getattr__` but was never registered here.
+    with pytest.raises(AttributeError) as exc_info:
+        run.marker
+
+    message = str(exc_info.value)
+    assert "marker" in message
+    # The always-registered natives are listed as the alternatives.
+    assert "messages" in message
+
+    # Registered projections still resolve, and the run is unaffected.
+    assert isinstance(run.messages, StreamChannel)
+    assert run.output is not None
+
+
+def test_getattr_fallback_does_not_recurse_before_init() -> None:
+    """`__getattr__` reads the mux from `__dict__`, so it is safe pre-init.
+
+    `self._mux` would re-enter `__getattr__` and overflow the stack when the
+    attribute is missing, which is reachable via `hasattr` / `copy` / pickle
+    probing on a partially constructed instance.
+    """
+    bare = GraphRunStream.__new__(GraphRunStream)
+
+    with pytest.raises(AttributeError, match="anything"):
+        bare.anything
+
+    assert hasattr(bare, "anything") is False
+    assert copy.copy(bare) is not None
@@ -0,0 +1,149 @@
+"""End-to-end tests for `TracePolicy` input processing on node trace runs."""
+
+from typing import Any
+
+import pytest
+from typing_extensions import TypedDict
+
+from langgraph.graph import END, START, StateGraph
+from langgraph.types import TracePolicy
+from tests.fake_tracer import FakeTracer, Run
+
+
+class State(TypedDict):
+    value: int
+
+
+def _node_run(tracer: FakeTracer, name: str) -> Run:
+    return next(r for r in tracer.flattened_runs() if r.name == name)
+
+
+def _incr(state: State) -> State:
+    return {"value": state["value"] + 1}
+
+
+def test_trace_policy_transforms_recorded_inputs() -> None:
+    seen: dict[str, Any] = {}
+
+    def process_inputs(inp: Any) -> Any:
+        seen["inputs"] = inp
+        return {"scrubbed_in": True}
+
+    graph = (
+        StateGraph(State)
+        .add_node("n", _incr, trace_policy=TracePolicy(process_inputs=process_inputs))
+        .add_edge(START, "n")
+        .add_edge("n", END)
+        .compile()
+    )
+
+    tracer = FakeTracer()
+    # the real graph output is unaffected by the trace policy
+    assert graph.invoke({"value": 1}, {"callbacks": [tracer]}) == {"value": 2}
+
+    run = _node_run(tracer, "n")
+    # the recorded input is transformed; the output is recorded as-is
+    assert run.inputs == {"scrubbed_in": True}
+    assert run.outputs == {"value": 2}
+    # process_inputs observed the real, untransformed input
+    assert seen["inputs"] == {"value": 1}
+
+
+def test_trace_policy_transforms_recorded_outputs() -> None:
+    seen: dict[str, Any] = {}
+
+    def process_outputs(out: Any) -> Any:
+        seen["outputs"] = out
+        return {"scrubbed_out": True}
+
+    graph = (
+        StateGraph(State)
+        .add_node("n", _incr, trace_policy=TracePolicy(process_outputs=process_outputs))
+        .add_edge(START, "n")
+        .add_edge("n", END)
+        .compile()
+    )
+
+    tracer = FakeTracer()
+    # the real graph output is unaffected by the trace policy
+    assert graph.invoke({"value": 1}, {"callbacks": [tracer]}) == {"value": 2}
+
+    run = _node_run(tracer, "n")
+    # the recorded output is transformed; the input is recorded as-is
+    assert run.inputs == {"value": 1}
+    assert run.outputs == {"scrubbed_out": True}
+    # process_outputs observed the real, untransformed output
+    assert seen["outputs"] == {"value": 2}
+
+
+def test_trace_policy_none_records_real_payloads() -> None:
+    graph = (
+        StateGraph(State)
+        .add_node("n", _incr)
+        .add_edge(START, "n")
+        .add_edge("n", END)
+        .compile()
+    )
+
+    tracer = FakeTracer()
+    assert graph.invoke({"value": 1}, {"callbacks": [tracer]}) == {"value": 2}
+
+    run = _node_run(tracer, "n")
+    assert run.inputs == {"value": 1}
+    assert run.outputs == {"value": 2}
+
+
+def test_trace_policy_processor_error_safe_without_callbacks() -> None:
+    def boom(_inp: Any) -> Any:
+        raise RuntimeError("processor failed")
+
+    graph = (
+        StateGraph(State)
+        .add_node("n", _incr, trace_policy=TracePolicy(process_inputs=boom))
+        .add_edge(START, "n")
+        .add_edge("n", END)
+        .compile()
+    )
+
+    # no callbacks: the processor still runs but is fail-open, so execution is unaffected
+    assert graph.invoke({"value": 1}) == {"value": 2}
+
+
+def test_trace_policy_processor_error_does_not_break_execution() -> None:
+    def boom(_inp: Any) -> Any:
+        raise RuntimeError("processor failed")
+
+    graph = (
+        StateGraph(State)
+        .add_node("n", _incr, trace_policy=TracePolicy(process_inputs=boom))
+        .add_edge(START, "n")
+        .add_edge("n", END)
+        .compile()
+    )
+
+    tracer = FakeTracer()
+    # a raising processor must not abort the node; the untransformed input is recorded
+    assert graph.invoke({"value": 1}, {"callbacks": [tracer]}) == {"value": 2}
+    assert _node_run(tracer, "n").inputs == {"value": 1}
+
+
+@pytest.mark.anyio
+async def test_trace_policy_transforms_recorded_inputs_async() -> None:
+    graph = (
+        StateGraph(State)
+        .add_node(
+            "n",
+            _incr,
+            trace_policy=TracePolicy(process_inputs=lambda _: {"scrubbed_in": True}),
+        )
+        .add_edge(START, "n")
+        .add_edge("n", END)
+        .compile()
+    )
+
+    tracer = FakeTracer()
+    assert await graph.ainvoke({"value": 5}, {"callbacks": [tracer]}) == {"value": 6}
+
+    run = _node_run(tracer, "n")
+    assert run.inputs == {"scrubbed_in": True}
+    assert run.outputs == {"value": 6}
@@ -28,16 +28,16 @@ wheels = [

 [[package]]
 name = "anyio"
-version = "4.14.1"
+version = "4.14.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
    { name = "idna" },
    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/3b/72/5562aabb8dd7181e8e860622a38bea08d17842b99ecd4c91f84ac95251b0/anyio-4.14.1.tar.gz", hash = "sha256:8d648a3544c1a700e3ff78615cd679e4c5c3f149904287e73687b2596963629e", size = 254831, upload-time = "2026-06-24T20:56:06.017Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/61/cc/a381afa6efea9f496eff839d4a6a1aed3bfafc7b3ab4b0d1b243a12573dd/anyio-4.14.2.tar.gz", hash = "sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f", size = 260176, upload-time = "2026-07-12T20:29:07.082Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b0/7b/90df4a0a816d98d6ea26f559d87836d494a2cf1fcf063be67df50a7bcc30/anyio-4.14.1-py3-none-any.whl", hash = "sha256:4e5533c5b8ff0a24f5d7a176cbe6877129cd183893f66b537f8f227d10527d72", size = 124875, upload-time = "2026-06-24T20:56:04.413Z" },
+    { url = "https://files.pythonhosted.org/packages/da/35/f2287558c17e29fafc8ef3daf819bb9834061cfa43bff8014f7df7f63bdc/anyio-4.14.2-py3-none-any.whl", hash = "sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494", size = 125813, upload-time = "2026-07-12T20:29:05.763Z" },
 ]

 [[package]]
@@ -193,7 +193,7 @@ name = "blockbuster"
 version = "1.5.26"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "forbiddenfruit", marker = "implementation_name == 'cpython'" },
+    { name = "forbiddenfruit", marker = "python_full_version >= '3.11' and python_full_version < '3.14' and implementation_name == 'cpython'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/55/e0/dcbab602790a576b0b94108c07e2c048e5897df7cc83722a89582d733987/blockbuster-1.5.26.tar.gz", hash = "sha256:cc3ce8c70fa852a97ee3411155f31e4ad2665cd1c6c7d2f8bb1851dab61dc629", size = 36085, upload-time = "2025-12-05T10:43:47.735Z" }
 wheels = [
@@ -385,7 +385,7 @@ name = "click"
 version = "8.4.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "colorama", marker = "sys_platform == 'win32'" },
+    { name = "colorama", marker = "python_full_version < '3.14' and sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/76/d4/81420972a676e8ffea40450d8c8c92943e7218a78fe9b64359836cc9876b/click-8.4.2.tar.gz", hash = "sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6", size = 338000, upload-time = "2026-06-24T17:45:15.148Z" }
 wheels = [
@@ -528,7 +528,7 @@ name = "croniter"
 version = "6.2.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "python-dateutil" },
+    { name = "python-dateutil", marker = "python_full_version >= '3.11' and python_full_version < '3.14'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/df/de/5832661ed55107b8a09af3f0a2e71e0957226a59eb1dcf0a445cce6daf20/croniter-6.2.2.tar.gz", hash = "sha256:ba60832a5ec8e12e51b8691c3309a113d1cf6526bdf1a48150ce8ec7a532d0ab", size = 113762, upload-time = "2026-03-15T08:43:48.112Z" }
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@@ -540,7 +540,7 @@ name = "cryptography"
 version = "50.0.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "cffi", marker = "platform_python_implementation != 'PyPy'" },
+    { name = "cffi", marker = "python_full_version >= '3.11' and python_full_version < '3.14' and platform_python_implementation != 'PyPy'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/de/41/6cbdcf9142d00fe82836fbb51e503e58088575cf7a0fe1dbff6695bf0840/cryptography-50.0.0.tar.gz", hash = "sha256:eeac2acb5a20ed25e0ad6d1df9891a520b78b404266b6d11778f25d5d691a6c9", size = 880201, upload-time = "2026-07-31T14:25:10.11Z" }
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@@ -643,7 +643,7 @@ name = "exceptiongroup"
 version = "1.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "typing-extensions" },
+    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" }
 wheels = [
@@ -697,7 +697,7 @@ name = "googleapis-common-protos"
 version = "1.72.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "protobuf" },
+    { name = "protobuf", marker = "python_full_version >= '3.11' and python_full_version < '3.14'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/e5/7b/adfd75544c415c487b33061fe7ae526165241c1ea133f9a9125a56b39fd8/googleapis_common_protos-1.72.0.tar.gz", hash = "sha256:e55a601c1b32b52d7a3e65f43563e2aa61bcd737998ee672ac9b951cd49319f5", size = 147433, upload-time = "2025-11-06T18:29:24.087Z" }
 wheels = [
@@ -709,7 +709,7 @@ name = "grpcio"
 version = "1.80.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "typing-extensions" },
+    { name = "typing-extensions", marker = "python_full_version >= '3.11' and python_full_version < '3.14'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/b7/48/af6173dbca4454f4637a4678b67f52ca7e0c1ed7d5894d89d434fecede05/grpcio-1.80.0.tar.gz", hash = "sha256:29aca15edd0688c22ba01d7cc01cb000d72b2033f4a3c72a81a19b56fd143257", size = 12978905, upload-time = "2026-03-30T08:49:10.502Z" }
 wheels = [
@@ -770,8 +770,8 @@ name = "grpcio-health-checking"
 version = "1.80.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "grpcio" },
-    { name = "protobuf" },
+    { name = "grpcio", marker = "python_full_version >= '3.11' and python_full_version < '3.14'" },
+    { name = "protobuf", marker = "python_full_version >= '3.11' and python_full_version < '3.14'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/d1/a2/aa3cc47f19c03f8e5287b987317059753141a3af8f66b96d5a64b3be10b8/grpcio_health_checking-1.80.0.tar.gz", hash = "sha256:2cc5f08bc8b816b8655ab6f59c71450063ba20766d31e21a493e912e3560c8b1", size = 17117, upload-time = "2026-03-30T08:54:41.899Z" }
 wheels = [
@@ -783,9 +783,9 @@ name = "grpcio-tools"
 version = "1.80.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "grpcio" },
-    { name = "protobuf" },
-    { name = "setuptools" },
+    { name = "grpcio", marker = "python_full_version >= '3.11' and python_full_version < '3.14'" },
+    { name = "protobuf", marker = "python_full_version >= '3.11' and python_full_version < '3.14'" },
+    { name = "setuptools", marker = "python_full_version >= '3.11' and python_full_version < '3.14'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/94/c8/1223f29c84a143ae9a56c084fc96894de0ba84b6e8d60a26241abd81d278/grpcio_tools-1.80.0.tar.gz", hash = "sha256:26052b19c6ce0dcf52d1024496aea3e2bdfa864159f06dc7b97b22d041a94b26", size = 6133212, upload-time = "2026-03-30T08:52:39.077Z" }
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@@ -936,7 +936,7 @@ name = "importlib-metadata"
 version = "8.7.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "zipp" },
+    { name = "zipp", marker = "python_full_version >= '3.11' and python_full_version < '3.14'" },
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 sdist = { url = "https://files.pythonhosted.org/packages/f3/49/3b30cad09e7771a4982d9975a8cbf64f00d4a1ececb53297f1d9a7be1b10/importlib_metadata-8.7.1.tar.gz", hash = "sha256:49fef1ae6440c182052f407c8d34a68f72efc36db9ca90dc0113398f2fdde8bb", size = 57107, upload-time = "2025-12-21T10:00:19.278Z" }
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@@ -985,17 +985,17 @@ resolution-markers = [
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 ]
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-    { name = "decorator" },
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-    { name = "pygments" },
-    { name = "stack-data" },
-    { name = "traitlets" },
-    { name = "typing-extensions" },
+    { name = "colorama", marker = "python_full_version < '3.11' and sys_platform == 'win32'" },
+    { name = "decorator", marker = "python_full_version < '3.11'" },
+    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "jedi", marker = "python_full_version < '3.11'" },
+    { name = "matplotlib-inline", marker = "python_full_version < '3.11'" },
+    { name = "pexpect", marker = "python_full_version < '3.11' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
+    { name = "prompt-toolkit", marker = "python_full_version < '3.11'" },
+    { name = "pygments", marker = "python_full_version < '3.11'" },
+    { name = "stack-data", marker = "python_full_version < '3.11'" },
+    { name = "traitlets", marker = "python_full_version < '3.11'" },
+    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
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 sdist = { url = "https://files.pythonhosted.org/packages/e5/61/1810830e8b93c72dcd3c0f150c80a00c3deb229562d9423807ec92c3a539/ipython-8.38.0.tar.gz", hash = "sha256:9cfea8c903ce0867cc2f23199ed8545eb741f3a69420bfcf3743ad1cec856d39", size = 5513996, upload-time = "2026-01-05T10:59:06.901Z" }
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@@ -1012,17 +1012,17 @@ resolution-markers = [
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-    { name = "stack-data" },
-    { name = "traitlets" },
-    { name = "typing-extensions", marker = "python_full_version < '3.12'" },
+    { name = "colorama", marker = "python_full_version >= '3.11' and sys_platform == 'win32'" },
+    { name = "decorator", marker = "python_full_version >= '3.11'" },
+    { name = "ipython-pygments-lexers", marker = "python_full_version >= '3.11'" },
+    { name = "jedi", marker = "python_full_version >= '3.11'" },
+    { name = "matplotlib-inline", marker = "python_full_version >= '3.11'" },
+    { name = "pexpect", marker = "python_full_version >= '3.11' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
+    { name = "prompt-toolkit", marker = "python_full_version >= '3.11'" },
+    { name = "pygments", marker = "python_full_version >= '3.11'" },
+    { name = "stack-data", marker = "python_full_version >= '3.11'" },
+    { name = "traitlets", marker = "python_full_version >= '3.11'" },
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 ]

 [[package]]
@@ -37,6 +37,7 @@ uv add langchain-anthropic
 from langchain_anthropic import ChatAnthropic
 from langgraph.prebuilt import create_react_agent

+
 # Define the tools for the agent to use
 def search(query: str):
    """Call to surf the web."""
@@ -45,6 +46,7 @@ def search(query: str):
        return "It's 60 degrees and foggy."
    return "It's 90 degrees and sunny."

+
 tools = [search]
 model = ChatAnthropic(model="claude-3-7-sonnet-latest")

@@ -65,6 +67,7 @@ app.invoke(
 from langgraph.prebuilt import ToolNode
 from langchain_core.messages import AIMessage

+
 def search(query: str):
    """Call to surf the web."""
    # This is a placeholder, but don't tell the LLM that...
@@ -72,8 +75,11 @@ def search(query: str):
        return "It's 60 degrees and foggy."
    return "It's 90 degrees and sunny."

+
 tool_node = ToolNode([search])
-tool_calls = [{"name": "search", "args": {"query": "what is the weather in sf"}, "id": "1"}]
+tool_calls = [
+    {"name": "search", "args": {"query": "what is the weather in sf"}, "id": "1"}
+]
 ai_message = AIMessage(content="", tool_calls=tool_calls)
 # execute tool call
 tool_node.invoke({"messages": [ai_message]})
@@ -98,10 +104,17 @@ class SelectNumber(BaseModel):
            raise ValueError("Only 37 is allowed")
        return v

+
 validation_node = ValidationNode([SelectNumber])
-validation_node.invoke({
-    "messages": [AIMessage("", tool_calls=[{"name": "SelectNumber", "args": {"a": 42}, "id": "1"}])]
-})
+validation_node.invoke(
+    {
+        "messages": [
+            AIMessage(
+                "", tool_calls=[{"name": "SelectNumber", "args": {"a": 42}, "id": "1"}]
+            )
+        ]
+    }
+)
 ```

 ## Agent Inbox
@@ -168,7 +168,7 @@ name = "exceptiongroup"
 version = "1.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "typing-extensions" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" }
 wheels = [
@@ -285,7 +285,7 @@ wheels = [

 [[package]]
 name = "langgraph"
-version = "1.2.10"
+version = "1.2.11"
 source = { editable = "../langgraph" }
 dependencies = [
    { name = "langchain-core" },
@@ -369,7 +369,7 @@ test = [

 [[package]]
 name = "langgraph-checkpoint"
-version = "4.1.1"
+version = "4.2.0"
 source = { editable = "../checkpoint" }
 dependencies = [
    { name = "langchain-core" },
@@ -417,7 +417,7 @@ test = [

 [[package]]
 name = "langgraph-checkpoint-postgres"
-version = "3.1.1"
+version = "3.1.2"
 source = { editable = "../checkpoint-postgres" }
 dependencies = [
    { name = "langgraph-checkpoint" },
@@ -625,13 +625,13 @@ dev = [
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-watch" },
-    { name = "ruff", specifier = "==0.15.20" },
+    { name = "ruff", specifier = "==0.16.1" },
    { name = "starlette" },
    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "ruff", specifier = "==0.15.20" },
+    { name = "ruff", specifier = "==0.16.1" },
    { name = "starlette" },
    { name = "ty" },
 ]
@@ -87,7 +87,9 @@ async with client.threads.stream(assistant_id="agent") as thread:

 ```python
 async with client.threads.stream(assistant_id="agent") as thread:
-    await thread.run.start(input={"messages": [{"role": "user", "content": "book a flight"}]})
+    await thread.run.start(
+        input={"messages": [{"role": "user", "content": "book a flight"}]}
+    )

    # Wait for the run to pause at an interrupt node.
    # thread.interrupted becomes True when input.requested arrives.
@@ -43,7 +43,9 @@ thread = await client.threads.create()

 # Start a streaming run
 input = {"messages": [{"role": "human", "content": "what's the weather in la"}]}
-async for chunk in client.runs.stream(thread['thread_id'], agent['assistant_id'], input=input):
+async for chunk in client.runs.stream(
+    thread["thread_id"], agent["assistant_id"], input=input
+):
    print(chunk)
 ```

@@ -80,9 +82,9 @@ async with client.threads.stream(
    messages, tool_calls = await asyncio.gather(get_messages(), get_tool_calls())

    for stream in messages:
-        print(await stream.text)          # accumulated text
+        print(await stream.text)  # accumulated text

-    final = await thread.output           # terminal state values
+    final = await thread.output  # terminal state values
 ```

 ## 📕 Releases & Versioning
@@ -963,7 +963,7 @@ class _BaseModelLike(Protocol):
    ) -> dict[str, Any]: ...


-_JSONLike: TypeAlias = None | str | int | float | bool
+_JSONLike: TypeAlias = str | int | float | bool | None
 _JSONMap: TypeAlias = Mapping[
    str, Union[_JSONLike, list[_JSONLike], "_JSONMap", list["_JSONMap"]]
 ]
@@ -36,7 +36,7 @@ test = [
    "pytest-watch",
 ]
 lint = [
-    "ruff==0.15.20",
+    "ruff==0.16.1",
    "codespell",
    "ty",
    "starlette",
@@ -154,11 +154,11 @@ wheels = [

 [[package]]
 name = "codespell"
-version = "2.4.2"
+version = "2.4.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/2d/9d/1d0903dff693160f893ca6abcabad545088e7a2ee0a6deae7c24e958be69/codespell-2.4.2.tar.gz", hash = "sha256:3c33be9ae34543807f088aeb4832dfad8cb2dae38da61cac0a7045dd376cfdf3", size = 352058, upload-time = "2026-03-05T18:10:42.936Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/80/19/45e941380f69c042b43423513d201e6592346f992394347f5e7174c31407/codespell-2.4.3.tar.gz", hash = "sha256:cbe085e331227b37bb86ef8bddd08dc768c704ee9a07ca869852c093fa2793e2", size = 352773, upload-time = "2026-07-15T11:51:54.159Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/8b/bf/bdb951d34eb169140b546f44be9ec4525d1acefb9eb5572071f5492b19fc/codespell-2.4.3-py3-none-any.whl", hash = "sha256:af2505b335e8573dbd2d384d1c4ef498f4006f4ba2d6fceca01e55b91f52628a", size = 340736, upload-time = "2026-07-15T11:51:52.925Z" },
 ]

 [[package]]
@@ -266,7 +266,7 @@ wheels = [

 [[package]]
 name = "langchain-core"
-version = "1.4.8"
+version = "1.5.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch" },
@@ -279,9 +279,9 @@ dependencies = [
    { name = "typing-extensions" },
    { name = "uuid-utils" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/65/3e/63af6b9d76d9be907c7c524d6ec18a2efed7e0e2d123fea0230d78dbd73f/langchain_core-1.5.3.tar.gz", hash = "sha256:a56457ac444fef41e9404443c187f0ecea708d36e816ea4ba9573c027f7d1a2d", size = 972461, upload-time = "2026-07-30T14:55:55.833Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/13/d6/bdf6f0481cc57ef300d6b1eb48cf1400c0409be715d6eb3cabadd1142a09/langchain_core-1.4.8-py3-none-any.whl", hash = "sha256:d84c28b05e3ba8d4271d0827aad5b592ccdaaf986e76768c23503f0a2045e8aa", size = 557416, upload-time = "2026-06-18T19:39:21.902Z" },
+    { url = "https://files.pythonhosted.org/packages/36/e6/c7c39efe0bc7e1b7c3d8f54f85846e04c901913c3d3e99068b218558c6f1/langchain_core-1.5.3-py3-none-any.whl", hash = "sha256:48b56fa580277209594dd7baf837f5b9a2a3651613f34ff9fb1728b429df015f", size = 561687, upload-time = "2026-07-30T14:55:54.419Z" },
 ]

 [[package]]
@@ -298,7 +298,7 @@ wheels = [

 [[package]]
 name = "langgraph"
-version = "1.2.10"
+version = "1.2.11"
 source = { editable = "../langgraph" }
 dependencies = [
    { name = "langchain-core" },
@@ -382,7 +382,7 @@ test = [

 [[package]]
 name = "langgraph-checkpoint"
-version = "4.1.1"
+version = "4.2.0"
 source = { editable = "../checkpoint" }
 dependencies = [
    { name = "langchain-core" },
@@ -534,13 +534,13 @@ dev = [
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-watch" },
-    { name = "ruff", specifier = "==0.15.20" },
+    { name = "ruff", specifier = "==0.16.1" },
    { name = "starlette" },
    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "ruff", specifier = "==0.15.20" },
+    { name = "ruff", specifier = "==0.16.1" },
    { name = "starlette" },
    { name = "ty" },
 ]
@@ -1016,27 +1016,27 @@ wheels = [

 [[package]]
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-version = "0.15.20"
+version = "0.16.1"
 source = { registry = "https://pypi.org/simple" }
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