diff --git a/.github/workflows/plugins-runner-tests.yml b/.github/workflows/plugins-runner-tests.yml
index fb1042934..fb026f39a 100644
--- a/.github/workflows/plugins-runner-tests.yml
+++ b/.github/workflows/plugins-runner-tests.yml
@@ -40,8 +40,8 @@ jobs:
 
       - name: Install dependencies
         run: uv sync --locked --dev
-      - name: Verify published SDK pin
-        run: uv run --no-sync python -c 'from importlib.metadata import version; assert version("langbot-plugin") == "0.7.4"; print("langbot-plugin", version("langbot-plugin"))'
+      - name: Verify SDK snapshot
+        run: uv run --no-sync python -c 'from importlib.metadata import version; assert version("langbot-plugin") == "0.7.19"; print("langbot-plugin", version("langbot-plugin"))'
       - name: Prepare isolated certified coding Runner SDK environment
         run: |
           uv venv "$RUNNER_TEMP/coding-074"
diff --git a/plugins/Runner/claude-code-agent/pkg/native_cli.py b/plugins/Runner/claude-code-agent/pkg/native_cli.py
index 36ab73de1..ceb5584f8 100644
--- a/plugins/Runner/claude-code-agent/pkg/native_cli.py
+++ b/plugins/Runner/claude-code-agent/pkg/native_cli.py
@@ -453,24 +453,30 @@ class ClaudeCodeExternalTools(AgentRunExternalTools):
     )
     async def ask_user_question(self, args: AskUserQuestionArgs) -> dict[str, typing.Any]:
         request, continuation = _interaction_from_claude_tool(
-            uuid.uuid4().hex, args.model_dump(mode='json', by_alias=True)
+            uuid.uuid4().hex, args.model_dump(mode="json", by_alias=True)
         )
         answers: list[dict[str, typing.Any]] = []
         for field in request.fields:
-            step = request.model_copy(update={
-                'interaction_id': f'{request.interaction_id}-{field.id}'[:255],
-                'fields': [field],
-                'actions': [],
-            })
-            result = await self.ctx.request_interaction(step, timeout=3600, on_unsupported='degrade')
-            if result.status != 'submitted' or result.submission is None:
-                raise NativeCliError(f'User interaction {result.status}', code='claude_code.interaction_expired')
-            answers.append({
-                'id': field.id,
-                'question': next((item['question'] for item in continuation['questions'] if item['id'] == field.id), field.label),
-                'answer': result.submission.values.get(field.id),
-            })
-        return {'status': 'submitted', 'answers': answers}
+            step = request.model_copy(
+                update={
+                    "interaction_id": f"{request.interaction_id}-{field.id}"[:255],
+                    "fields": [field],
+                    "actions": [],
+                }
+            )
+            result = await self.ctx.request_interaction(step, timeout=3600, on_unsupported="degrade")
+            if result.status != "submitted" or result.submission is None:
+                raise NativeCliError(f"User interaction {result.status}", code="claude_code.interaction_expired")
+            answers.append(
+                {
+                    "id": field.id,
+                    "question": next(
+                        (item["question"] for item in continuation["questions"] if item["id"] == field.id), field.label
+                    ),
+                    "answer": result.submission.values.get(field.id),
+                }
+            )
+        return {"status": "submitted", "answers": answers}
 
 
 class NativeClaudeCodeRunner(Runner):
diff --git a/plugins/Runner/codex-agent/pkg/native_cli.py b/plugins/Runner/codex-agent/pkg/native_cli.py
index 571ca09c2..a7378cc0e 100644
--- a/plugins/Runner/codex-agent/pkg/native_cli.py
+++ b/plugins/Runner/codex-agent/pkg/native_cli.py
@@ -1193,26 +1193,28 @@ class _CodexAppServerClient:
 
     async def _wait_for_user(self, request: InteractionRequest) -> InteractionSubmission:
         if self.ctx is None:
-            raise NativeCliError('No active run for interaction', code='codex.interaction_invalid')
+            raise NativeCliError("No active run for interaction", code="codex.interaction_invalid")
         loop = asyncio.get_running_loop()
         if self.timeout_scope is not None:
             self.timeout_scope.reschedule(loop.time() + 3600 + self.operation_timeout)
         try:
             if request.actions and not request.fields:
-                result = await self.ctx.request_interaction(request, timeout=3600, on_unsupported='degrade')
-                if result.status != 'submitted' or result.submission is None:
-                    raise NativeCliError(f'User interaction {result.status}', code='codex.interaction_expired')
+                result = await self.ctx.request_interaction(request, timeout=3600, on_unsupported="degrade")
+                if result.status != "submitted" or result.submission is None:
+                    raise NativeCliError(f"User interaction {result.status}", code="codex.interaction_expired")
                 return result.submission
             values: dict[str, typing.Any] = {}
             for field in request.fields:
-                step = request.model_copy(update={
-                    'interaction_id': f'{request.interaction_id}-{field.id}'[:255],
-                    'fields': [field],
-                    'actions': [],
-                })
-                result = await self.ctx.request_interaction(step, timeout=3600, on_unsupported='degrade')
-                if result.status != 'submitted' or result.submission is None:
-                    raise NativeCliError(f'User interaction {result.status}', code='codex.interaction_expired')
+                step = request.model_copy(
+                    update={
+                        "interaction_id": f"{request.interaction_id}-{field.id}"[:255],
+                        "fields": [field],
+                        "actions": [],
+                    }
+                )
+                result = await self.ctx.request_interaction(step, timeout=3600, on_unsupported="degrade")
+                if result.status != "submitted" or result.submission is None:
+                    raise NativeCliError(f"User interaction {result.status}", code="codex.interaction_expired")
                 values[field.id] = result.submission.values.get(field.id)
             return InteractionSubmission(interaction_id=request.interaction_id, values=values)
         finally:
@@ -1400,9 +1402,9 @@ class _CodexAppServerClient:
             request, continuation = _interaction_from_codex_approval(method, params, item)
             if self.ctx is not None:
                 submission = await self._wait_for_user(request)
-                await self.respond(request_id, {
-                    'decision': 'accept' if submission.action_id == APPROVE_ONCE_ACTION else 'cancel'
-                })
+                await self.respond(
+                    request_id, {"decision": "accept" if submission.action_id == APPROVE_ONCE_ACTION else "cancel"}
+                )
                 return
             self.interaction_request = request
             self.interaction_continuation = continuation
@@ -1423,18 +1425,26 @@ class _CodexAppServerClient:
                 return
             if self.ctx is not None:
                 submission = await self._wait_for_user(request)
-                if method == 'item/tool/call':
-                    await self.respond(request_id, {
-                        'success': True,
-                        'contentItems': [{'type': 'inputText', 'text': json.dumps(submission.values, ensure_ascii=False)}],
-                    })
+                if method == "item/tool/call":
+                    await self.respond(
+                        request_id,
+                        {
+                            "success": True,
+                            "contentItems": [
+                                {"type": "inputText", "text": json.dumps(submission.values, ensure_ascii=False)}
+                            ],
+                        },
+                    )
                 else:
-                    await self.respond(request_id, {
-                        'answers': {
-                            field_id: {'answers': value if isinstance(value, list) else [str(value)]}
-                            for field_id, value in submission.values.items()
-                        }
-                    })
+                    await self.respond(
+                        request_id,
+                        {
+                            "answers": {
+                                field_id: {"answers": value if isinstance(value, list) else [str(value)]}
+                                for field_id, value in submission.values.items()
+                            }
+                        },
+                    )
                 return
             self.interaction_request = request
             self.interaction_continuation = continuation
diff --git a/plugins/Runner/dify-agent/components/runner/default.py b/plugins/Runner/dify-agent/components/runner/default.py
index e0a581a1c..0a835c344 100644
--- a/plugins/Runner/dify-agent/components/runner/default.py
+++ b/plugins/Runner/dify-agent/components/runner/default.py
@@ -908,41 +908,51 @@ class DefaultRunner(Runner):
         return RunnerResult.interaction_requested(ctx.run_id, request)
 
     async def _wait_and_resume_workflow(
-        self, ctx: RunnerContext, client: AsyncDifyClient,
-        event: dict[str, typing.Any], user: str, remove_think: bool,
+        self,
+        ctx: RunnerContext,
+        client: AsyncDifyClient,
+        event: dict[str, typing.Any],
+        user: str,
+        remove_think: bool,
     ) -> typing.AsyncGenerator[RunnerResult, None]:
         reason = _human_input_reason(event)
         if reason is None:
-            raise DifyAPIError('Dify paused without a supported human-input reason', code='dify.response_invalid')
+            raise DifyAPIError("Dify paused without a supported human-input reason", code="dify.response_invalid")
         _, continuation = self._build_interaction_request(reason, _workflow_run_id(event), user)
-        while continuation['phase'] == 'field':
+        while continuation["phase"] == "field":
             request = self._request_from_continuation(continuation)
-            result = await ctx.request_interaction(request, timeout=3600, on_unsupported='degrade')
-            if result.status != 'submitted' or result.submission is None:
-                raise DifyAPIError(f'Dify human input {result.status}', code='dify.interaction_expired')
-            field_map = continuation['field_map']
-            inputs = continuation['default_inputs']
+            result = await ctx.request_interaction(request, timeout=3600, on_unsupported="degrade")
+            if result.status != "submitted" or result.submission is None:
+                raise DifyAPIError(f"Dify human input {result.status}", code="dify.interaction_expired")
+            field_map = continuation["field_map"]
+            inputs = continuation["default_inputs"]
             for field_id, value in result.submission.values.items():
                 if field_id in field_map:
                     inputs[field_map[field_id]] = value
-            current_field = InteractionField.model_validate(continuation['current_fields'][0])
+            current_field = InteractionField.model_validate(continuation["current_fields"][0])
             provider_name = field_map.get(current_field.id)
-            if current_field.required and provider_name and inputs.get(provider_name) in (None, '', []):
-                raise DifyAPIError(f'Dify human-input field is required: {current_field.label}', code='dify.interaction_invalid')
-            remaining = continuation['remaining_fields']
-            continuation['interaction_id'] = f'dify-{uuid.uuid4().hex}'
+            if current_field.required and provider_name and inputs.get(provider_name) in (None, "", []):
+                raise DifyAPIError(
+                    f"Dify human-input field is required: {current_field.label}", code="dify.interaction_invalid"
+                )
+            remaining = continuation["remaining_fields"]
+            continuation["interaction_id"] = f"dify-{uuid.uuid4().hex}"
             if remaining:
-                continuation['current_fields'] = [remaining.pop(0)]
+                continuation["current_fields"] = [remaining.pop(0)]
             else:
-                continuation['phase'] = 'action'
-                continuation['current_fields'] = []
+                continuation["phase"] = "action"
+                continuation["current_fields"] = []
         request = self._request_from_continuation(continuation)
-        result = await ctx.request_interaction(request, timeout=3600, on_unsupported='degrade')
-        if result.status != 'submitted' or result.submission is None:
-            raise DifyAPIError(f'Dify human input {result.status}', code='dify.interaction_expired')
+        result = await ctx.request_interaction(request, timeout=3600, on_unsupported="degrade")
+        if result.status != "submitted" or result.submission is None:
+            raise DifyAPIError(f"Dify human input {result.status}", code="dify.interaction_expired")
         async for item in self._resume_workflow_once(
-            ctx, client, result.submission, remove_think,
-            continuation=continuation, blocking=True,
+            ctx,
+            client,
+            result.submission,
+            remove_think,
+            continuation=continuation,
+            blocking=True,
         ):
             yield item
 
@@ -1459,7 +1469,9 @@ class DefaultRunner(Runner):
         blocking: bool = False,
     ) -> typing.AsyncGenerator[RunnerResult, None]:
         interaction_id = str(submission.interaction_id)
-        continuation = continuation if continuation is not None else await self._load_interaction_continuation(ctx, interaction_id)
+        continuation = (
+            continuation if continuation is not None else await self._load_interaction_continuation(ctx, interaction_id)
+        )
         if continuation.get("phase") == "field":
             yield await self._advance_field_interaction(ctx, continuation, submission)
             return
@@ -1560,17 +1572,23 @@ class DefaultRunner(Runner):
                     }
                 if blocking:
                     async for result in self._wait_and_resume_workflow(
-                        ctx, client, event, str(continuation['user']), remove_think,
+                        ctx,
+                        client,
+                        event,
+                        str(continuation["user"]),
+                        remove_think,
                     ):
                         yield result
                 else:
                     interaction_result = await self._interaction_result_for_pause(
-                        ctx, event, str(continuation['user']),
+                        ctx,
+                        event,
+                        str(continuation["user"]),
                     )
                     if interaction_result is None:
                         raise DifyAPIError(
-                            'Dify paused the workflow without a supported reason',
-                            code='dify.response_invalid',
+                            "Dify paused the workflow without a supported reason",
+                            code="dify.response_invalid",
                         )
                     await self._delete_interaction_continuation(ctx, interaction_id)
                     yield interaction_result
diff --git a/plugins/Runner/pyproject.toml b/plugins/Runner/pyproject.toml
index 7a3eb22ca..5d8b73ab4 100644
--- a/plugins/Runner/pyproject.toml
+++ b/plugins/Runner/pyproject.toml
@@ -9,7 +9,7 @@ authors = [{ name = "LangBot Team" }]
 keywords = ["langbot", "agent", "runner", "plugin"]
 
 dependencies = [
-    "langbot-plugin==0.7.4",
+    "langbot-plugin==0.7.19",
     "pydantic>=2.0.0",
 ]
 
@@ -24,6 +24,10 @@ dev = [
     "tboxsdk>=0.0.12",
 ]
 
+# Replace this source with the released SDK version before merging #2787.
+[tool.uv.sources]
+langbot-plugin = { git = "https://github.com/fdc310/langbot-plugin-sdk.git", rev = "42ef9c72a212d4398b3153a08550d22e4b7476cb" }
+
 [tool.pytest.ini_options]
 # LocalAgent and RunnerDemo run in fresh interpreters via tests/test_migrated_runners.py.
 # Their generic pkg/components/tests imports must not share the external Runner process.
diff --git a/plugins/Runner/tests/test_plugin_layout.py b/plugins/Runner/tests/test_plugin_layout.py
index 2ce7aa751..e280c35cf 100644
--- a/plugins/Runner/tests/test_plugin_layout.py
+++ b/plugins/Runner/tests/test_plugin_layout.py
@@ -17,8 +17,8 @@ from langbot_plugin.api.entities.builtin.runner import (
     AgentRuntimeContext,
     AgentTrigger,
     DeliveryContext,
-    InteractionSubmission,
     InteractionResult,
+    InteractionSubmission,
     RunnerContext,
 )
 
@@ -1252,7 +1252,7 @@ def _interaction_context(config, text, *, action_id=None, values=None):
 
     async def request_interaction(request, **kwargs):
         return InteractionResult(
-            status='submitted',
+            status="submitted",
             submission=InteractionSubmission(
                 interaction_id=request.interaction_id,
                 action_id=action_id,
@@ -1280,12 +1280,20 @@ def test_codex_runner_answers_dynamic_question_in_live_turn(tmp_path: Path) -> N
         "sandbox-mode": "read-only",
     }
 
-    resumed = asyncio.run(_collect_async(runner.run(_interaction_context(
-        config, 'ASK_INTERACTION', values={'environment': 'production'},
-    ))))
+    resumed = asyncio.run(
+        _collect_async(
+            runner.run(
+                _interaction_context(
+                    config,
+                    "ASK_INTERACTION",
+                    values={"environment": "production"},
+                )
+            )
+        )
+    )
 
     assert resumed[-1].type == "run.completed"
-    assert not any(item.type == 'action.requested' for item in resumed)
+    assert not any(item.type == "action.requested" for item in resumed)
     assert any(
         "production" in str(item.data.get("chunk", {}).get("content") or "")
         for item in resumed
@@ -1309,12 +1317,20 @@ def test_codex_runner_approves_native_request_in_live_turn(tmp_path: Path) -> No
         "sandbox-mode": "read-only",
     }
 
-    resumed = asyncio.run(_collect_async(runner.run(_interaction_context(
-        config, 'TRIGGER_COMMAND_APPROVAL', action_id='approve_once',
-    ))))
+    resumed = asyncio.run(
+        _collect_async(
+            runner.run(
+                _interaction_context(
+                    config,
+                    "TRIGGER_COMMAND_APPROVAL",
+                    action_id="approve_once",
+                )
+            )
+        )
+    )
 
     assert resumed[-1].type == "run.completed"
-    assert not any(item.type == 'action.requested' for item in resumed)
+    assert not any(item.type == "action.requested" for item in resumed)
     assert any(
         "APPROVAL_EXECUTED" in str(item.data.get("chunk", {}).get("content") or "")
         for item in resumed
@@ -1337,9 +1353,17 @@ def test_codex_runner_rejects_native_request_in_live_turn(tmp_path: Path) -> Non
         "approval-policy": "on-request",
         "sandbox-mode": "read-only",
     }
-    resumed = asyncio.run(_collect_async(runner.run(_interaction_context(
-        config, 'TRIGGER_COMMAND_APPROVAL', action_id='reject',
-    ))))
+    resumed = asyncio.run(
+        _collect_async(
+            runner.run(
+                _interaction_context(
+                    config,
+                    "TRIGGER_COMMAND_APPROVAL",
+                    action_id="reject",
+                )
+            )
+        )
+    )
 
     assert resumed[-1].type == "run.completed"
     assert any(
diff --git a/plugins/Runner/tests/test_traditional_runner_protocol_fixes.py b/plugins/Runner/tests/test_traditional_runner_protocol_fixes.py
index 0e4dc471d..8430e1e1b 100644
--- a/plugins/Runner/tests/test_traditional_runner_protocol_fixes.py
+++ b/plugins/Runner/tests/test_traditional_runner_protocol_fixes.py
@@ -21,8 +21,8 @@ from langbot_plugin.api.entities.builtin.runner import (
     AgentTrigger,
     ConversationContext,
     DeliveryContext,
-    InteractionSubmission,
     InteractionResult,
+    InteractionSubmission,
     RunnerContext,
 )
 
@@ -100,11 +100,11 @@ def _dify_interaction_ctx():
     async def request_interaction(request, **kwargs):
         requests.append(request)
         return InteractionResult(
-            status='submitted',
+            status="submitted",
             submission=InteractionSubmission(
                 interaction_id=request.interaction_id,
                 action_id=request.actions[0].id if request.actions else None,
-                values={request.fields[0].id: 'high'} if request.fields else {},
+                values={request.fields[0].id: "high"} if request.fields else {},
             ),
         )
 
@@ -252,24 +252,24 @@ def test_dify_workflow_pause_requests_host_interaction_and_hides_provider_tokens
             }
 
         async def workflow_submit(self, **kwargs):
-            assert kwargs['form_token'] == 'form-private'
-            assert kwargs['workflow_run_id'] == 'workflow-private'
-            assert kwargs['inputs']['priority'] == 'high'
-            assert kwargs['action'] == 'approve-private'
-            yield {'event': 'node_finished', 'data': {'node_type': 'answer', 'outputs': {'answer': 'Approved'}}}
-            yield {'event': 'workflow_finished', 'data': {'outputs': {}}}
+            assert kwargs["form_token"] == "form-private"
+            assert kwargs["workflow_run_id"] == "workflow-private"
+            assert kwargs["inputs"]["priority"] == "high"
+            assert kwargs["action"] == "approve-private"
+            yield {"event": "node_finished", "data": {"node_type": "answer", "outputs": {"answer": "Approved"}}}
+            yield {"event": "workflow_finished", "data": {"outputs": {}}}
 
     ctx, requests = _dify_interaction_ctx()
     results = asyncio.run(_collect_async(runner._run_workflow(ctx, FakeClient(), {}, "hello", "user_1", [], False)))
 
     assert _type(results[0]) == "tool.call.started"
     assert results[0].data["tool_name"] == "Manual review"
-    assert requests[0].fields[0].options[0].value == 'high'
-    assert requests[1].actions[0].label == 'Approve'
-    assert 'form-private' not in str(requests)
-    assert 'workflow-private' not in str(requests)
+    assert requests[0].fields[0].options[0].value == "high"
+    assert requests[1].actions[0].label == "Approve"
+    assert "form-private" not in str(requests)
+    assert "workflow-private" not in str(requests)
     assert storage.values == {}
-    assert _type(results[-1]) == 'run.completed'
+    assert _type(results[-1]) == "run.completed"
 
 
 def test_dify_current_human_input_event_requests_host_interaction() -> None:
@@ -299,18 +299,18 @@ def test_dify_current_human_input_event_requests_host_interaction() -> None:
             }
 
         async def workflow_submit(self, **kwargs):
-            assert kwargs['inputs']['priority'] == 'high'
-            yield {'event': 'node_finished', 'data': {'node_type': 'answer', 'outputs': {'answer': 'Approved'}}}
-            yield {'event': 'workflow_finished', 'data': {'outputs': {}}}
+            assert kwargs["inputs"]["priority"] == "high"
+            yield {"event": "node_finished", "data": {"node_type": "answer", "outputs": {"answer": "Approved"}}}
+            yield {"event": "workflow_finished", "data": {"outputs": {}}}
 
     ctx, requests = _dify_interaction_ctx()
     results = asyncio.run(_collect_async(runner._run_workflow(ctx, FakeClient(), {}, "hello", "user_1", [], False)))
 
-    assert _type(results[-1]) == 'run.completed'
-    assert requests[0].title == 'Manual review'
-    assert requests[0].fields[0].options[0].value == 'high'
-    assert 'form-private' not in str(requests)
-    assert 'workflow-private' not in str(requests)
+    assert _type(results[-1]) == "run.completed"
+    assert requests[0].title == "Manual review"
+    assert requests[0].fields[0].options[0].value == "high"
+    assert "form-private" not in str(requests)
+    assert "workflow-private" not in str(requests)
     assert storage.values == {}
 
 
diff --git a/plugins/Runner/uv.lock b/plugins/Runner/uv.lock
index 772a18935..1c85fbb9a 100644
--- a/plugins/Runner/uv.lock
+++ b/plugins/Runner/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 5
 requires-python = ">=3.11, <4.0"
 
 [[package]]
@@ -830,7 +830,7 @@ dev = [
 
 [package.metadata]
 requires-dist = [
-    { name = "langbot-plugin", specifier = "==0.7.4" },
+    { name = "langbot-plugin", git = "https://github.com/fdc310/langbot-plugin-sdk.git?rev=42ef9c72a212d4398b3153a08550d22e4b7476cb" },
     { name = "pydantic", specifier = ">=2.0.0" },
 ]
 
@@ -847,8 +847,8 @@ dev = [
 
 [[package]]
 name = "langbot-plugin"
-version = "0.7.4"
-source = { registry = "https://pypi.org/simple" }
+version = "0.7.19"
+source = { git = "https://github.com/fdc310/langbot-plugin-sdk.git?rev=42ef9c72a212d4398b3153a08550d22e4b7476cb#42ef9c72a212d4398b3153a08550d22e4b7476cb" }
 dependencies = [
     { name = "aiofiles" },
     { name = "aiohttp" },
@@ -868,10 +868,6 @@ dependencies = [
     { name = "watchdog" },
     { name = "websockets" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/92/71/b4bed3cfe28ba7a24e1108465429d833c1f702e33fdbc0d31d7bea3587d9/langbot_plugin-0.7.4.tar.gz", hash = "sha256:af3a0bcb9711fd734af811c0e178d259ae4a0d3e45d25e844661aba3dd574f96", size = 673043, upload-time = "2026-09-28T10:43:41.289Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/f2/c7/c870377771cbe27e047b19778b5f249b15efef52409358901af94d13e6c0/langbot_plugin-0.7.4-py3-none-any.whl", hash = "sha256:596ecd776c13efa6f6cfe178463dc4a967653238548c9569195cdbb5aa47506e", size = 433419, upload-time = "2026-09-28T10:43:40.073Z" },
-]
 
 [[package]]
 name = "linkify-it-py"
diff --git a/pyproject.toml b/pyproject.toml
index d1203092a..1bdd1c0cc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -124,6 +124,10 @@ Repository = "https://github.com/langbot-app/LangBot"
 [project.scripts]
 langbot = "langbot.__main__:main"
 
+# Replace this source with the released SDK version before merging #2787.
+[tool.uv.sources]
+langbot-plugin = { git = "https://github.com/fdc310/langbot-plugin-sdk.git", rev = "42ef9c72a212d4398b3153a08550d22e4b7476cb" }
+
 [build-system]
 requires = ["setuptools>=61.0", "wheel"]
 build-backend = "setuptools.build_meta"
diff --git a/uv.lock b/uv.lock
index 410790882..fbdadb546 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 5
 requires-python = ">=3.11, <4.0"
 resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
@@ -12,10 +12,10 @@ resolution-markers = [
     "python_full_version == '3.12.*' and sys_platform == 'emscripten'",
     "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
     "python_full_version >= '3.11.5' and python_full_version < '3.12' and sys_platform == 'win32'",
-    "python_full_version < '3.11.5' and sys_platform == 'win32'",
     "python_full_version >= '3.11.5' and python_full_version < '3.12' and sys_platform == 'emscripten'",
-    "python_full_version < '3.11.5' and sys_platform == 'emscripten'",
     "python_full_version >= '3.11.5' and python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.11.5' and sys_platform == 'win32'",
+    "python_full_version < '3.11.5' and sys_platform == 'emscripten'",
     "python_full_version < '3.11.5' and sys_platform != 'emscripten' and sys_platform != 'win32'",
 ]
 
@@ -317,7 +317,7 @@ wheels = [
 
 [package.optional-dependencies]
 trio = [
-    { name = "trio", marker = "sys_platform != 'win32'" },
+    { name = "trio" },
 ]
 
 [[package]]
@@ -1119,7 +1119,7 @@ name = "cuda-bindings"
 version = "13.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "cuda-pathfinder", marker = "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
+    { name = "cuda-pathfinder" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/51/6b/457ca12dad3ee9bfcc9a545cfd6b64b359ba49de40f776f6e028e678f262/cuda_bindings-13.3.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c5879712accf6e14bb01aa5e67440eb84998b8d104b509cc7a6dc0b8f656a474", size = 6053539, upload-time = "2026-05-29T23:11:43.19Z" },
@@ -1152,43 +1152,43 @@ wheels = [
 
 [package.optional-dependencies]
 cublas = [
-    { name = "nvidia-cublas", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
-    { name = "nvidia-cuda-nvrtc", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "nvidia-cublas", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
+    { name = "nvidia-cuda-nvrtc", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
 ]
 cudart = [
-    { name = "nvidia-cuda-runtime", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "nvidia-cuda-runtime", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
 ]
 cufft = [
-    { name = "nvidia-cufft", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
-    { name = "nvidia-nvjitlink", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "nvidia-cufft", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
+    { name = "nvidia-nvjitlink", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
 ]
 cufile = [
-    { name = "nvidia-cufile", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "nvidia-cufile", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
 ]
 cupti = [
-    { name = "nvidia-cuda-cupti", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "nvidia-cuda-cupti", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
 ]
 curand = [
-    { name = "nvidia-curand", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "nvidia-curand", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
 ]
 cusolver = [
-    { name = "nvidia-cublas", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
-    { name = "nvidia-cusolver", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
-    { name = "nvidia-cusparse", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
-    { name = "nvidia-nvjitlink", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "nvidia-cublas", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
+    { name = "nvidia-cusolver", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
+    { name = "nvidia-cusparse", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
+    { name = "nvidia-nvjitlink", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
 ]
 cusparse = [
-    { name = "nvidia-cusparse", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
-    { name = "nvidia-nvjitlink", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "nvidia-cusparse", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
+    { name = "nvidia-nvjitlink", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
 ]
 nvjitlink = [
-    { name = "nvidia-nvjitlink", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "nvidia-nvjitlink", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
 ]
 nvrtc = [
-    { name = "nvidia-cuda-nvrtc", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "nvidia-cuda-nvrtc", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
 ]
 nvtx = [
-    { name = "nvidia-nvtx", marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "nvidia-nvtx", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
 ]
 
 [[package]]
@@ -2241,7 +2241,7 @@ requires-dist = [
     { name = "gewechat-client", specifier = ">=0.1.5" },
     { name = "html2text", specifier = ">=2024.2.26" },
     { name = "httpx", extras = ["socks"], specifier = ">=0.28.1" },
-    { name = "langbot-plugin", specifier = "==0.7.19" },
+    { name = "langbot-plugin", git = "https://github.com/fdc310/langbot-plugin-sdk.git?rev=42ef9c72a212d4398b3153a08550d22e4b7476cb" },
     { name = "langchain", specifier = ">=1.3.9" },
     { name = "langchain-core", specifier = ">=1.3.3" },
     { name = "langchain-text-splitters", specifier = ">=1.1.2" },
@@ -2312,7 +2312,7 @@ dev = [
 [[package]]
 name = "langbot-plugin"
 version = "0.7.19"
-source = { registry = "https://pypi.org/simple" }
+source = { git = "https://github.com/fdc310/langbot-plugin-sdk.git?rev=42ef9c72a212d4398b3153a08550d22e4b7476cb#42ef9c72a212d4398b3153a08550d22e4b7476cb" }
 dependencies = [
     { name = "aiofiles" },
     { name = "aiohttp" },
@@ -2332,10 +2332,6 @@ dependencies = [
     { name = "watchdog" },
     { name = "websockets" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f5/23/ffce65a9c333a6545b47d8364bbd5083f6517292b95bdfffc7ac87b702c3/langbot_plugin-0.7.19.tar.gz", hash = "sha256:62a972592e2160dee963ecbfc4276719e43178e137273ea29af1a43152b8353e", size = 749638, upload-time = "2026-10-28T10:52:04.63Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/4c/99/e32e004c6869a40e63276440de3b31a8d22bf89a22a1ae1133f0233e55e3/langbot_plugin-0.7.19-py3-none-any.whl", hash = "sha256:a94037c766e0f4bc2f108edfa0e1c075fc28d480217b6794a652d2532be5ca1f", size = 474676, upload-time = "2026-10-28T10:52:02.788Z" },
-]
 
 [[package]]
 name = "langchain"
@@ -3417,7 +3413,7 @@ name = "nvidia-cublas"
 version = "13.1.1.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-cuda-nvrtc", marker = "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
+    { name = "nvidia-cuda-nvrtc" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/a7/a1/0bd24ee8c8d03adac032fd2909426a00c88f8c57961b1277ded97f91119f/nvidia_cublas-13.1.1.3-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:b7a210458267ac818974c53038fbec2e969d5c99f305ab15c72522fa9f001dd5", size = 542848918, upload-time = "2026-04-08T18:46:22.985Z" },
@@ -3456,7 +3452,7 @@ name = "nvidia-cudnn-cu13"
 version = "9.24.0.43"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-cublas", marker = "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
+    { name = "nvidia-cublas" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/ca/30/7c257e3d5cb4fecb147b93895c66e29c93f8e76d74b45bb418ff0587c4ec/nvidia_cudnn_cu13-9.24.0.43-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:a6812a554a1ff0413e9c52b84c26c050380649ab9615f9c16bded368ce9f421f", size = 650976863, upload-time = "2026-07-02T16:23:39.248Z" },
@@ -3468,7 +3464,7 @@ name = "nvidia-cufft"
 version = "12.0.0.61"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-nvjitlink", marker = "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
+    { name = "nvidia-nvjitlink" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/8b/ae/f417a75c0259e85c1d2f83ca4e960289a5f814ed0cea74d18c353d3e989d/nvidia_cufft-12.0.0.61-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:2708c852ef8cd89d1d2068bdbece0aa188813a0c934db3779b9b1faa8442e5f5", size = 214053554, upload-time = "2025-09-04T08:31:38.196Z" },
@@ -3498,9 +3494,9 @@ name = "nvidia-cusolver"
 version = "12.0.4.66"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-cublas", marker = "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
-    { name = "nvidia-cusparse", marker = "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
-    { name = "nvidia-nvjitlink", marker = "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
+    { name = "nvidia-cublas" },
+    { name = "nvidia-cusparse" },
+    { name = "nvidia-nvjitlink" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/c8/c3/b30c9e935fc01e3da443ec0116ed1b2a009bb867f5324d3f2d7e533e776b/nvidia_cusolver-12.0.4.66-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:02c2457eaa9e39de20f880f4bd8820e6a1cfb9f9a34f820eb12a155aa5bc92d2", size = 223467760, upload-time = "2025-09-04T08:33:04.222Z" },
@@ -3512,7 +3508,7 @@ name = "nvidia-cusparse"
 version = "12.6.3.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-nvjitlink", marker = "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
+    { name = "nvidia-nvjitlink" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/f8/94/5c26f33738ae35276672f12615a64bd008ed5be6d1ebcb23579285d960a9/nvidia_cusparse-12.6.3.3-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:80bcc4662f23f1054ee334a15c72b8940402975e0eab63178fc7e670aa59472c", size = 162155568, upload-time = "2025-09-04T08:33:42.864Z" },
@@ -3852,7 +3848,7 @@ name = "outcome"
 version = "1.3.0.post0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "attrs", marker = "sys_platform != 'win32'" },
+    { name = "attrs" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/98/df/77698abfac98571e65ffeb0c1fba8ffd692ab8458d617a0eed7d9a8d38f2/outcome-1.3.0.post0.tar.gz", hash = "sha256:9dcf02e65f2971b80047b377468e72a268e15c0af3cf1238e6ff14f7f91143b8", size = 21060, upload-time = "2023-10-26T04:26:04.361Z" }
 wheels = [
@@ -4616,7 +4612,7 @@ name = "pylibseekdb"
 version = "1.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "pymysql", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'" },
+    { name = "pymysql" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/ae/a8/7413d33218aff55a14ec9d20532b49243ffd0579e7a92244922c1885444e/pylibseekdb-1.4.0-cp311-cp311-macosx_15_0_arm64.whl", hash = "sha256:5cb2efab9f1321cdb4b034d3a2bd92e41a402fc95e7dc9579c7473a426f96e24", size = 52173499, upload-time = "2026-08-27T13:05:09.347Z" },
@@ -5398,10 +5394,10 @@ name = "scikit-learn"
 version = "1.8.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "joblib", marker = "python_full_version >= '3.14'" },
-    { name = "numpy", marker = "python_full_version >= '3.14'" },
-    { name = "scipy", marker = "python_full_version >= '3.14'" },
-    { name = "threadpoolctl", marker = "python_full_version >= '3.14'" },
+    { name = "joblib" },
+    { name = "numpy" },
+    { name = "scipy" },
+    { name = "threadpoolctl" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/0e/d4/40988bf3b8e34feec1d0e6a051446b1f66225f8529b9309becaeef62b6c4/scikit_learn-1.8.0.tar.gz", hash = "sha256:9bccbb3b40e3de10351f8f5068e105d0f4083b1a65fa07b6634fbc401a6287fd", size = 7335585, upload-time = "2025-12-10T07:08:53.618Z" }
 wheels = [
@@ -5448,7 +5444,7 @@ name = "scipy"
 version = "1.17.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "numpy", marker = "python_full_version >= '3.14'" },
+    { name = "numpy" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/7a/97/5a3609c4f8d58b039179648e62dd220f89864f56f7357f5d4f45c29eb2cc/scipy-1.17.1.tar.gz", hash = "sha256:95d8e012d8cb8816c226aef832200b1d45109ed4464303e997c5b13122b297c0", size = 30573822, upload-time = "2026-02-23T00:26:24.851Z" }
 wheels = [
@@ -5519,15 +5515,15 @@ name = "sentence-transformers"
 version = "6.2.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "huggingface-hub", marker = "python_full_version >= '3.14'" },
-    { name = "numpy", marker = "python_full_version >= '3.14'" },
-    { name = "scikit-learn", marker = "python_full_version >= '3.14'" },
-    { name = "scipy", marker = "python_full_version >= '3.14'" },
-    { name = "tokenizers", version = "0.23.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.14'" },
-    { name = "torch", marker = "python_full_version >= '3.14'" },
-    { name = "tqdm", marker = "python_full_version >= '3.14'" },
-    { name = "transformers", marker = "python_full_version >= '3.14'" },
-    { name = "typing-extensions", marker = "python_full_version >= '3.14'" },
+    { name = "huggingface-hub" },
+    { name = "numpy" },
+    { name = "scikit-learn" },
+    { name = "scipy" },
+    { name = "tokenizers", version = "0.23.3", source = { registry = "https://pypi.org/simple" } },
+    { name = "torch" },
+    { name = "tqdm" },
+    { name = "transformers" },
+    { name = "typing-extensions" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/7f/66/635443b9b1d7ea618c4699c8ad4c43b022ceac0c0a1dc4404b7597b38754/sentence_transformers-6.2.0.tar.gz", hash = "sha256:1e3cd8796ab7bcad4cfa2f51e2083d8b37b15d6b68e6fa6b91a147c67380574d", size = 600810, upload-time = "2026-10-21T12:26:50.404Z" }
 wheels = [
@@ -5873,14 +5869,14 @@ resolution-markers = [
     "python_full_version == '3.12.*' and sys_platform == 'emscripten'",
     "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
     "python_full_version >= '3.11.5' and python_full_version < '3.12' and sys_platform == 'win32'",
-    "python_full_version < '3.11.5' and sys_platform == 'win32'",
     "python_full_version >= '3.11.5' and python_full_version < '3.12' and sys_platform == 'emscripten'",
-    "python_full_version < '3.11.5' and sys_platform == 'emscripten'",
     "python_full_version >= '3.11.5' and python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.11.5' and sys_platform == 'win32'",
+    "python_full_version < '3.11.5' and sys_platform == 'emscripten'",
     "python_full_version < '3.11.5' and sys_platform != 'emscripten' and sys_platform != 'win32'",
 ]
 dependencies = [
-    { name = "huggingface-hub", marker = "python_full_version < '3.14'" },
+    { name = "huggingface-hub" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/73/6f/f80cfef4a312e1fb34baf7d85c72d4411afde10978d4657f8cdd811d3ccc/tokenizers-0.22.2.tar.gz", hash = "sha256:473b83b915e547aa366d1eee11806deaf419e17be16310ac0a14077f1e28f917", size = 372115, upload-time = "2026-01-05T10:45:15.988Z" }
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