diff --git a/.agents/skills/langchain-acp/SKILL.md b/.agents/skills/langchain-acp/SKILL.md
index 6b8a0db..ea96db2 100644
--- a/.agents/skills/langchain-acp/SKILL.md
+++ b/.agents/skills/langchain-acp/SKILL.md
@@ -64,9 +64,9 @@ It does not own:
 
 The package metadata and compatibility gate use these minimum versions:
 
-- `langchain>=1.3.11`
-- `langgraph>=1.2.7`
-- `deepagents>=0.6.12` through `langchain-acp[deepagents]`
+- `langchain>=1.4.7`
+- `langgraph>=1.2.18`
+- `deepagents>=0.7.32` through `langchain-acp[deepagents]`
 
 Treat the three packages as one resolved stack. Validate changes with `make check-langchain-stack`;
 that gate runs both runtime tests and `ty` against the exact baseline versions.
diff --git a/.agents/skills/pydantic-acp/SKILL.md b/.agents/skills/pydantic-acp/SKILL.md
index 4a06f99..038c8d0 100644
--- a/.agents/skills/pydantic-acp/SKILL.md
+++ b/.agents/skills/pydantic-acp/SKILL.md
@@ -179,10 +179,10 @@ When working on this surface, remember:
 - keep the direct async-iterable fallback only for tests and compatibility fakes
 - `OpenAICompactionBridge` must not pass deprecated `instructions=` into upstream `OpenAICompaction`
 - Harness workspace, filesystem, shell, and CodeMode bridges are regression-tested against
-  `pydantic-ai-harness[code-mode]==0.52.0` through its public imports; include
+  `pydantic-ai-harness[code-mode]==0.63.0` through its public imports; include
   `HarnessLocalWorkspaceBridge` when filesystem or shell capabilities need a workspace, and do not
   duplicate unrelated Harness capabilities such as Memory or Guardrails in ACP Kit.
-- Harness 0.52.0 requires Pydantic AI 2.52.0; keep Harness
+- Harness 0.63.0 requires Pydantic AI 2.63.0; keep Harness
   capability tests on the locked development version and use the core adapter
   matrix for the full supported range.
 
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 2d87d7d..b9130b1 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -46,7 +46,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        pydantic-ai-version: ["2.9.0", "2.9.1", "2.10.0", "2.11.0", "2.12.0", "2.13.0", "2.14.0", "2.14.1", "2.15.0", "2.16.0", "2.17.0", "2.18.0", "2.19.0", "2.20.0", "2.21.0", "2.22.0", "2.23.0", "2.24.0", "2.25.0", "2.26.0", "2.27.0", "2.27.1", "2.28.0", "2.29.0", "2.30.0", "2.31.0", "2.31.1", "2.32.0", "2.33.0", "2.34.0", "2.35.0", "2.36.0", "2.37.0", "2.38.0", "2.39.0", "2.40.0", "2.41.0", "2.42.0", "2.43.0", "2.44.0", "2.45.0", "2.46.0", "2.47.0", "2.48.0", "2.49.0", "2.50.0", "2.51.0", "2.52.0"]
+        pydantic-ai-version: ["2.9.0", "2.9.1", "2.10.0", "2.11.0", "2.12.0", "2.13.0", "2.14.0", "2.14.1", "2.15.0", "2.16.0", "2.17.0", "2.18.0", "2.19.0", "2.20.0", "2.21.0", "2.22.0", "2.23.0", "2.24.0", "2.25.0", "2.26.0", "2.27.0", "2.27.1", "2.28.0", "2.29.0", "2.30.0", "2.31.0", "2.31.1", "2.32.0", "2.33.0", "2.34.0", "2.35.0", "2.36.0", "2.37.0", "2.38.0", "2.39.0", "2.40.0", "2.41.0", "2.42.0", "2.43.0", "2.44.0", "2.45.0", "2.46.0", "2.47.0", "2.48.0", "2.49.0", "2.50.0", "2.51.0", "2.52.0", "2.53.0", "2.54.0", "2.55.0", "2.56.0", "2.57.0", "2.58.0", "2.59.0", "2.60.0", "2.61.0", "2.62.0", "2.63.0"]
 
     steps:
     - uses: actions/checkout@v7
diff --git a/CHANGELOG.md b/CHANGELOG.md
index f6153f3..01998c7 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,17 @@ ACP Kit uses synchronized versions for `acpkit`, `pydantic-acp`, `langchain-acp`
 
 ## [Unreleased]
 
+### Changed
+
+- Pydantic AI compatibility now covers `>=2.9.0,<=2.63.0`; the maintained
+  Harness integration targets `pydantic-ai-harness[code-mode]==0.63.0`.
+- LangChain baseline is now LangChain 1.4.7, LangGraph 1.2.18, and
+  DeepAgents 0.7.32.
+- Pydantic AI 2.53 through 2.63 are covered by the CI compatibility matrix.
+  `RetryPromptPart` is deprecated upstream; the adapter keeps its legacy
+  handling for older releases and reports `ToolReturnPart(outcome='retried')`
+  as a failed tool call.
+
 ## [1.10.0] - 2026-09-30
 
 ### Added
diff --git a/Makefile b/Makefile
index f07fecd..e4c2fe9 100644
--- a/Makefile
+++ b/Makefile
@@ -2,10 +2,10 @@ BLUE := \033[1;34m
 GREEN := \033[1;32m
 RESET := \033[0m
 PYTHON_VERSIONS := 3.11.13 3.12.10 3.13.9
-PYDANTIC_AI_VERSIONS := 2.9.0 2.9.1 2.10.0 2.11.0 2.12.0 2.13.0 2.14.0 2.14.1 2.15.0 2.16.0 2.17.0 2.18.0 2.19.0 2.20.0 2.21.0 2.22.0 2.23.0 2.24.0 2.25.0 2.26.0 2.27.0 2.27.1 2.28.0 2.29.0 2.30.0 2.31.0 2.31.1 2.32.0 2.33.0 2.34.0 2.35.0 2.36.0 2.37.0 2.38.0 2.39.0 2.40.0 2.41.0 2.42.0 2.43.0 2.44.0 2.45.0 2.46.0 2.47.0 2.48.0 2.49.0 2.50.0 2.51.0 2.52.0
-LANGCHAIN_VERSION := 1.3.11
-LANGGRAPH_VERSION := 1.2.7
-DEEPAGENTS_VERSION := 0.6.12
+PYDANTIC_AI_VERSIONS := 2.9.0 2.9.1 2.10.0 2.11.0 2.12.0 2.13.0 2.14.0 2.14.1 2.15.0 2.16.0 2.17.0 2.18.0 2.19.0 2.20.0 2.21.0 2.22.0 2.23.0 2.24.0 2.25.0 2.26.0 2.27.0 2.27.1 2.28.0 2.29.0 2.30.0 2.31.0 2.31.1 2.32.0 2.33.0 2.34.0 2.35.0 2.36.0 2.37.0 2.38.0 2.39.0 2.40.0 2.41.0 2.42.0 2.43.0 2.44.0 2.45.0 2.46.0 2.47.0 2.48.0 2.49.0 2.50.0 2.51.0 2.52.0 2.53.0 2.54.0 2.55.0 2.56.0 2.57.0 2.58.0 2.59.0 2.60.0 2.61.0 2.62.0 2.63.0
+LANGCHAIN_VERSION := 1.4.7
+LANGGRAPH_VERSION := 1.2.18
+DEEPAGENTS_VERSION := 0.7.32
 RELEASE_TAG ?=
 DIST_DIR ?= dist
 
diff --git a/docs/getting-started/installation.md b/docs/getting-started/installation.md
index 29f6d1f..03725c6 100644
--- a/docs/getting-started/installation.md
+++ b/docs/getting-started/installation.md
@@ -73,7 +73,7 @@ uv add pydantic-acp
 pip install pydantic-acp
 ```
 
-`pydantic-acp` supports `pydantic-ai-slim>=2.9.0,<=2.52.0` and pins the ACP
+`pydantic-acp` supports `pydantic-ai-slim>=2.9.0,<=2.63.0` and pins the ACP
 protocol version it integrates against. Pydantic AI V1 and releases before
 2.9.0 are not supported.
 
@@ -105,8 +105,8 @@ Use `langchain-acp[web]` for the LangChain adapter or `acpkit[web]` with the roo
 pip install "langchain-acp[deepagents]"
 ```
 
-The current minimum versions are `langchain>=1.3.11`, `langgraph>=1.2.7`, and, when the optional
-extra is installed, `deepagents>=0.6.12`. ACP Kit's CI resolves and tests these three versions
+The current minimum versions are `langchain>=1.4.7`, `langgraph>=1.2.18`, and, when the optional
+extra is installed, `deepagents>=0.7.32`. ACP Kit's CI resolves and tests these three versions
 together rather than validating them in isolation.
 
 `langchain-acp` is the direct dependency when your app already owns a compiled LangGraph graph or a LangChain `create_agent(...)` graph and you want ACP Kit's adapter seams without the root CLI.
diff --git a/docs/langchain-acp.md b/docs/langchain-acp.md
index eec4550..7df7d2d 100644
--- a/docs/langchain-acp.md
+++ b/docs/langchain-acp.md
@@ -14,9 +14,9 @@ It is not a separate agent framework. The adapter takes a runtime that is alread
 
 | Framework | Supported baseline | Adapter contract |
 | --- | --- | --- |
-| LangChain | `>=1.3.11` | `create_agent(...)`, middleware, messages, and streaming |
-| LangGraph | `>=1.2.7` | compiled graph invocation, state, interrupts, and stream events |
-| DeepAgents | `>=0.6.12` | optional `deepagents` extra, built-in tool projection, and plan compatibility |
+| LangChain | `>=1.4.7` | `create_agent(...)`, middleware, messages, and streaming |
+| LangGraph | `>=1.2.18` | compiled graph invocation, state, interrupts, and stream events |
+| DeepAgents | `>=0.7.32` | optional `deepagents` extra, built-in tool projection, and plan compatibility |
 
 The baseline is tested as one resolved stack in CI. The adapter does not cap future compatible
 minor releases, but the lockfile records the exact versions used by the repository.
diff --git a/docs/llms-full.txt b/docs/llms-full.txt
index 9509323..eff8fe4 100644
--- a/docs/llms-full.txt
+++ b/docs/llms-full.txt
@@ -290,7 +290,7 @@ uv add pydantic-acp
 pip install pydantic-acp
 ```
 
-`pydantic-acp` supports `pydantic-ai-slim>=2.9.0,<=2.52.0` and pins the ACP
+`pydantic-acp` supports `pydantic-ai-slim>=2.9.0,<=2.63.0` and pins the ACP
 protocol version it integrates against. Pydantic AI V1 and releases before
 2.9.0 are not supported.
 
@@ -322,8 +322,8 @@ Use `langchain-acp[web]` for the LangChain adapter or `acpkit[web]` with the roo
 pip install "langchain-acp[deepagents]"
 ```
 
-The current minimum versions are `langchain>=1.3.11`, `langgraph>=1.2.7`, and, when the optional
-extra is installed, `deepagents>=0.6.12`. ACP Kit's CI resolves and tests these three versions
+The current minimum versions are `langchain>=1.4.7`, `langgraph>=1.2.18`, and, when the optional
+extra is installed, `deepagents>=0.7.32`. ACP Kit's CI resolves and tests these three versions
 together rather than validating them in isolation.
 
 `langchain-acp` is the direct dependency when your app already owns a compiled LangGraph graph or a LangChain `create_agent(...)` graph and you want ACP Kit's adapter seams without the root CLI.
@@ -1544,7 +1544,7 @@ If you are integrating `pydantic-acp` in a real product:
 
 ## Version Compatibility And Private Upstream APIs
 
-`pydantic-acp` supports `pydantic-ai-slim>=2.9.0,<=2.52.0`. Pydantic AI V1 and
+`pydantic-acp` supports `pydantic-ai-slim>=2.9.0,<=2.63.0`. Pydantic AI V1 and
 Pydantic AI 2.x releases before 2.9.0 are outside the supported range.
 
 Each supported minor is checked against the same adapter runtime suite and
@@ -1585,7 +1585,7 @@ aliases and wrapped as `ProcessHistory` capabilities inside
 What this means in practice:
 
 - the adapter is less exposed to private upstream type-module churn
-- Pydantic AI 2.9.0 through 2.52.0 share one public adapter contract
+- Pydantic AI 2.9.0 through 2.63.0 share one public adapter contract
 - future Pydantic AI upgrades remain explicit compatibility work
 - integration points stay isolated behind ACP Kit bridge and runtime seams
 
@@ -1609,9 +1609,9 @@ It is not a separate agent framework. The adapter takes a runtime that is alread
 
 | Framework | Supported baseline | Adapter contract |
 | --- | --- | --- |
-| LangChain | `>=1.3.11` | `create_agent(...)`, middleware, messages, and streaming |
-| LangGraph | `>=1.2.7` | compiled graph invocation, state, interrupts, and stream events |
-| DeepAgents | `>=0.6.12` | optional `deepagents` extra, built-in tool projection, and plan compatibility |
+| LangChain | `>=1.4.7` | `create_agent(...)`, middleware, messages, and streaming |
+| LangGraph | `>=1.2.18` | compiled graph invocation, state, interrupts, and stream events |
+| DeepAgents | `>=0.7.32` | optional `deepagents` extra, built-in tool projection, and plan compatibility |
 
 The baseline is tested as one resolved stack in CI. The adapter does not cap future compatible
 minor releases, but the lockfile records the exact versions used by the repository.
@@ -7847,7 +7847,7 @@ make check-pydantic-ai-matrix
 ```
 
 This runs the Pydantic adapter runtime tests and type checks independently
-against Pydantic AI 2.9.0 through 2.52.0. The same matrix runs
+against Pydantic AI 2.9.0 through 2.63.0. The same matrix runs
 in CI. Add a version only after both parts pass.
 
 LangChain stack compatibility checks:
@@ -7856,8 +7856,8 @@ LangChain stack compatibility checks:
 make check-langchain-stack
 ```
 
-This runs the LangChain adapter tests and type checks with LangChain 1.3.11, LangGraph 1.2.7, and
-DeepAgents 0.6.12 in one resolver environment. The suite constructs a real DeepAgents graph and
+This runs the LangChain adapter tests and type checks with LangChain 1.4.7, LangGraph 1.2.18, and
+DeepAgents 0.7.32 in one resolver environment. The suite constructs a real DeepAgents graph and
 checks its ACP lifecycle and built-in tool projections.
 
 Branch coverage for the adapter packages:
@@ -8016,9 +8016,9 @@ async def confirm(session: AcpSessionContext) -> None:
 
 - Python 3.11 through 3.13
 - Pydantic AI 2.0.0 through 2.9.1
-- LangChain 1.3.11 or newer
-- LangGraph 1.2.7 or newer
-- DeepAgents 0.6.12 or newer through the optional extra
+- LangChain 1.4.7 or newer
+- LangGraph 1.2.18 or newer
+- DeepAgents 0.7.32 or newer through the optional extra
 - ACP Python SDK 0.11.0
 
 The release validation suite covers all repository tests with 100% line
@@ -8054,9 +8054,9 @@ The release gate covers:
 
 - Python 3.11 through 3.13
 - Pydantic AI 2.0 through 2.4
-- LangChain 1.3.11
-- LangGraph 1.2.7
-- DeepAgents 0.6.12
+- LangChain 1.4.7
+- LangGraph 1.2.18
+- DeepAgents 0.7.32
 - ACP Python SDK 0.9.0
 
 ## Migration Notes
@@ -8105,9 +8105,9 @@ The release gate covers:
 
 - Python 3.11 through 3.13
 - Pydantic AI 2.0 through 2.4
-- LangChain 1.3.11
-- LangGraph 1.2.7
-- DeepAgents 0.6.12
+- LangChain 1.4.7
+- LangGraph 1.2.18
+- DeepAgents 0.7.32
 - ACP Python SDK 0.9.0
 
 ## Stable Surface
diff --git a/docs/pydantic-acp.md b/docs/pydantic-acp.md
index 61ae9ad..73da327 100644
--- a/docs/pydantic-acp.md
+++ b/docs/pydantic-acp.md
@@ -388,7 +388,7 @@ If you are integrating `pydantic-acp` in a real product:
 
 ## Version Compatibility And Private Upstream APIs
 
-`pydantic-acp` supports `pydantic-ai-slim>=2.9.0,<=2.52.0`. Pydantic AI V1 and
+`pydantic-acp` supports `pydantic-ai-slim>=2.9.0,<=2.63.0`. Pydantic AI V1 and
 Pydantic AI 2.x releases before 2.9.0 are outside the supported range.
 
 Each supported minor is checked against the same adapter runtime suite and
@@ -429,6 +429,6 @@ aliases and wrapped as `ProcessHistory` capabilities inside
 What this means in practice:
 
 - the adapter is less exposed to private upstream type-module churn
-- Pydantic AI 2.9.0 through 2.52.0 share one public adapter contract
+- Pydantic AI 2.9.0 through 2.63.0 share one public adapter contract
 - future Pydantic AI upgrades remain explicit compatibility work
 - integration points stay isolated behind ACP Kit bridge and runtime seams
diff --git a/docs/pydantic-acp/harness-capabilities.md b/docs/pydantic-acp/harness-capabilities.md
index 7e148ad..8b588eb 100644
--- a/docs/pydantic-acp/harness-capabilities.md
+++ b/docs/pydantic-acp/harness-capabilities.md
@@ -10,13 +10,13 @@ This is the supported path when you want a Pydantic agent to use:
 - optional CodeMode execution tools
 
 ACP Kit validates its maintained harness bridge surface against
-`pydantic-ai-harness[code-mode]==0.52.0`. The bridges intentionally use the
+`pydantic-ai-harness[code-mode]==0.63.0`. The bridges intentionally use the
 public `LocalWorkspace`, `FileSystem`, `Shell`, and `CodeMode` imports; newer Harness capabilities
 such as Memory and Guardrails remain available to the underlying agent without
 being reimplemented as ACP Kit-specific tool bridges.
 
-Harness 0.52.0 itself requires `pydantic-ai-slim==2.52.0`. The core
-`pydantic-acp` adapter remains compatible with Pydantic AI 2.9.0 through 2.52.0;
+Harness 0.63.0 itself requires `pydantic-ai-slim==2.63.0`. The core
+`pydantic-acp` adapter remains compatible with Pydantic AI 2.9.0 through 2.63.0;
 install the `harness` extra only when the resolved Pydantic AI version is in the
 Harness-supported part of that range.
 
diff --git a/docs/testing.md b/docs/testing.md
index b9a4796..615842d 100644
--- a/docs/testing.md
+++ b/docs/testing.md
@@ -49,7 +49,7 @@ make check-pydantic-ai-matrix
 ```
 
 This runs the Pydantic adapter runtime tests and type checks independently
-against Pydantic AI 2.9.0 through 2.52.0. The same matrix runs
+against Pydantic AI 2.9.0 through 2.63.0. The same matrix runs
 in CI. Add a version only after both parts pass.
 
 LangChain stack compatibility checks:
@@ -58,8 +58,8 @@ LangChain stack compatibility checks:
 make check-langchain-stack
 ```
 
-This runs the LangChain adapter tests and type checks with LangChain 1.3.11, LangGraph 1.2.7, and
-DeepAgents 0.6.12 in one resolver environment. The suite constructs a real DeepAgents graph and
+This runs the LangChain adapter tests and type checks with LangChain 1.4.7, LangGraph 1.2.18, and
+DeepAgents 0.7.32 in one resolver environment. The suite constructs a real DeepAgents graph and
 checks its ACP lifecycle and built-in tool projections.
 
 Branch coverage for the adapter packages:
diff --git a/docs/versioning.md b/docs/versioning.md
index 65a2d9f..4ae8846 100644
--- a/docs/versioning.md
+++ b/docs/versioning.md
@@ -47,10 +47,10 @@ The v1 baseline is:
 | Integration | Supported baseline |
 |---|---|
 | Python | 3.11, 3.12, 3.13 |
-| Pydantic AI | 2.9.0 through 2.52.0 |
-| LangChain | 1.3.11 |
-| LangGraph | 1.2.7 |
-| DeepAgents | 0.6.12 |
+| Pydantic AI | 2.9.0 through 2.63.0 |
+| LangChain | 1.4.7 |
+| LangGraph | 1.2.18 |
+| DeepAgents | 0.7.32 |
 | ACP Python SDK | 0.12.1 (schema v1.19) |
 
 ## Deprecation Policy
diff --git a/examples/langchain/README.md b/examples/langchain/README.md
index 9277ac3..c5ebb8f 100644
--- a/examples/langchain/README.md
+++ b/examples/langchain/README.md
@@ -4,8 +4,8 @@ These examples expose real LangChain, LangGraph, and DeepAgents graphs through
 ACP. Model and mode choices belong to the ACP session and rebuild the graph
 through `graph_factory`.
 
-They are tested against LangChain 1.3.11, LangGraph 1.2.7, and DeepAgents
-0.6.12.
+They are tested against LangChain 1.4.7, LangGraph 1.2.18, and DeepAgents
+0.7.32.
 
 ## Setup
 
diff --git a/packages/adapters/langchain-acp/README.md b/packages/adapters/langchain-acp/README.md
index 05010f3..7adf532 100644
--- a/packages/adapters/langchain-acp/README.md
+++ b/packages/adapters/langchain-acp/README.md
@@ -47,9 +47,9 @@ Public API and deprecation guarantees are documented in the
 
 The current compatibility baseline is:
 
-- `langchain>=1.3.11`
-- `langgraph>=1.2.7`
-- `deepagents>=0.6.12` through the optional `deepagents` extra
+- `langchain>=1.4.7`
+- `langgraph>=1.2.18`
+- `deepagents>=0.7.32` through the optional `deepagents` extra
 
 These are minimum versions rather than upper pins. The lockfile and CI validate the exact baseline
 together, including a real `create_deep_agent(...)` graph adapted through ACP. DeepAgents 0.6 tool
diff --git a/packages/adapters/langchain-acp/pyproject.toml b/packages/adapters/langchain-acp/pyproject.toml
index ccb9737..23cbac6 100644
--- a/packages/adapters/langchain-acp/pyproject.toml
+++ b/packages/adapters/langchain-acp/pyproject.toml
@@ -17,14 +17,14 @@ classifiers = [
 keywords = ["acp", "langchain", "langgraph", "agents", "protocol"]
 dependencies = [
     "agent-client-protocol==0.12.1",
-    "langchain>=1.3.11",
-    "langgraph>=1.2.7",
+    "langchain>=1.4.7",
+    "langgraph>=1.2.18",
     "pydantic>=2.7",
     "typing-extensions>=4.12.0",
 ]
 
 [project.optional-dependencies]
-deepagents = ["deepagents>=0.6.12"]
+deepagents = ["deepagents>=0.7.32"]
 web = ["agent-client-protocol[http]==0.12.1"]
 
 [project.urls]
diff --git a/packages/adapters/pydantic-acp/README.md b/packages/adapters/pydantic-acp/README.md
index e4800ca..94b7aad 100644
--- a/packages/adapters/pydantic-acp/README.md
+++ b/packages/adapters/pydantic-acp/README.md
@@ -571,7 +571,7 @@ Focused docs recipes:
 
 ## Compatibility Policy
 
-`pydantic-acp` supports `pydantic-ai-slim>=2.9.0,<=2.52.0`. Pydantic AI V1 and
+`pydantic-acp` supports `pydantic-ai-slim>=2.9.0,<=2.63.0`. Pydantic AI V1 and
 Pydantic AI 2.x releases before 2.9.0 are outside the supported range.
 
 The ACP client provider bridge depends on the Pydantic AI v2 `Provider` and `Model` contracts. Upgrades across major Pydantic AI versions should be deliberate because the adapter exposes both server-side ACP translation and client-side ACP provider integration.
@@ -596,9 +596,9 @@ agent: Agent[None, str] = Agent(
 
 The supported surface includes tool and output-tool preparation, output
 validation and processing hooks, deferred tool-call hooks, run metadata,
-conversation IDs, and the `run_stream_events()` lifecycle used through 2.52.0.
+conversation IDs, and the `run_stream_events()` lifecycle used through 2.63.0.
 
 Harness-backed filesystem, shell, and CodeMode bridges are validated against
-`pydantic-ai-harness[code-mode]==0.52.0` using its public capability imports.
-Harness 0.52.0 requires `pydantic-ai-slim==2.52.0`; the core adapter itself
-remains compatible with Pydantic AI 2.9.0 through 2.52.0.
+`pydantic-ai-harness[code-mode]==0.63.0` using its public capability imports.
+Harness 0.63.0 requires `pydantic-ai-slim==2.63.0`; the core adapter itself
+remains compatible with Pydantic AI 2.9.0 through 2.63.0.
diff --git a/packages/adapters/pydantic-acp/pyproject.toml b/packages/adapters/pydantic-acp/pyproject.toml
index 3c1386c..85a8e25 100644
--- a/packages/adapters/pydantic-acp/pyproject.toml
+++ b/packages/adapters/pydantic-acp/pyproject.toml
@@ -18,13 +18,13 @@ dependencies = [
     # Fixed for compliance with the ACP 0.12 public SDK.
     "agent-client-protocol==0.12.1",
     "anyio>=4.0.0",
-    "pydantic-ai-slim>=2.9.0,<=2.52.0",
+    "pydantic-ai-slim>=2.9.0,<=2.63.0",
     "pydantic>=2.7",
     "typing-extensions>=4.12.0",
 ]
 
 [project.optional-dependencies]
-harness = ["pydantic-ai-harness[code-mode]==0.52.0"]
+harness = ["pydantic-ai-harness[code-mode]==0.63.0"]
 web = ["agent-client-protocol[http]==0.12.1"]
 
 [project.urls]
diff --git a/packages/helpers/codex-auth-helper/pyproject.toml b/packages/helpers/codex-auth-helper/pyproject.toml
index 0ebce37..3815621 100644
--- a/packages/helpers/codex-auth-helper/pyproject.toml
+++ b/packages/helpers/codex-auth-helper/pyproject.toml
@@ -17,7 +17,7 @@ classifiers = [
 dependencies = [
     "httpx>=0.28.1",
     "openai>=1.109.1",
-    "pydantic-ai-slim>=2.9.0,<=2.52.0",
+    "pydantic-ai-slim>=2.9.0,<=2.63.0",
     "typing-extensions>=4.12.0",
 ]
 
diff --git a/pyproject.toml b/pyproject.toml
index b46e17e..5c2307d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,7 @@ keywords = ["acp", "agents", "protocol", "pydantic-ai"]
 dependencies = [
     "click>=8.1.8",
     "pre-commit>=4.6.0",
-    "pydantic-ai>=2.9.0,<=2.52.0",
+    "pydantic-ai>=2.9.0,<=2.63.0",
     "typing-extensions>=4.12.0",
 ]
 
@@ -40,8 +40,8 @@ dev = [
     "langchain-acp[deepagents]",
     "python-dotenv",
     "pydantic-acp",
-    "pydantic-ai-harness[code-mode]==0.52.0",
-    "pydantic-ai-slim>=2.9.0,<=2.52.0",
+    "pydantic-ai-harness[code-mode]==0.63.0",
+    "pydantic-ai-slim>=2.9.0,<=2.63.0",
     "pydantic-graph",
     "pydantic>=2.7",
     "pytest-asyncio",
@@ -125,6 +125,14 @@ exclude = []
 [tool.ty.rules]
 unresolved-import = "ignore"
 
+# Pydantic AI 2.63 deprecates RetryPromptPart, but pydantic-acp still supports 2.9 through 2.62
+# where it is the only retry part. Remove once the supported floor reaches the replacement parts.
+[[tool.ty.overrides]]
+include = ["packages/adapters/pydantic-acp/src/**", "tests/pydantic/**"]
+
+[tool.ty.overrides.rules]
+deprecated = "ignore"
+
 [tool.pytest.ini_options]
 asyncio_mode = "auto"
 testpaths = ["tests"]
diff --git a/tests/pydantic/test_acp_client_provider.py b/tests/pydantic/test_acp_client_provider.py
index ac6e31f..e51116a 100644
--- a/tests/pydantic/test_acp_client_provider.py
+++ b/tests/pydantic/test_acp_client_provider.py
@@ -317,7 +317,7 @@ def test_pydantic_acp_requires_pydantic_ai_v2() -> None:
     )
 
     assert ">=2.9.0" in pydantic_ai_dependency
-    assert "<=2.52.0" in pydantic_ai_dependency
+    assert "<=2.63.0" in pydantic_ai_dependency
     assert "==1." not in pydantic_ai_dependency
 
 
diff --git a/tests/pydantic/test_adapter_helpers.py b/tests/pydantic/test_adapter_helpers.py
index 61f1557..a2e888f 100644
--- a/tests/pydantic/test_adapter_helpers.py
+++ b/tests/pydantic/test_adapter_helpers.py
@@ -886,7 +886,7 @@ async def unresolved_approvals(**kwargs: Any) -> Any:
 
     async def empty_stream(prompt_text: str | None, **kwargs: Any):
         del prompt_text, kwargs
-        yield FunctionToolResultEvent(RetryPromptPart("retry", tool_name=None))
+        yield FunctionToolResultEvent(cast("Any", RetryPromptPart("retry", tool_name=None)))
         yield FunctionToolResultEvent(ToolReturnPart("final_result", "done"))
 
     cast("Any", agent).run_stream_events = empty_stream
@@ -950,7 +950,7 @@ async def record_bridge_updates(_session: Any, _agent: Any) -> None:
 
     async def retry_only_stream(prompt_text: str | None, **kwargs: Any):
         del prompt_text, kwargs
-        yield FunctionToolResultEvent(RetryPromptPart("retry", tool_name=None))
+        yield FunctionToolResultEvent(cast("Any", RetryPromptPart("retry", tool_name=None)))
 
     cast("Any", agent).run_stream_events = retry_only_stream
     with pytest.raises(RequestError):
@@ -1199,7 +1199,7 @@ async def failing_execute(**kwargs: Any) -> Any:
 
     async def retry_and_output_stream(prompt_text: str | None, **kwargs: Any):
         del prompt_text, kwargs
-        yield FunctionToolResultEvent(RetryPromptPart("retry", tool_name="output"))
+        yield FunctionToolResultEvent(cast("Any", RetryPromptPart("retry", tool_name="output")))
         yield FunctionToolResultEvent(ToolReturnPart("final_result", "done"))
 
     cast("Any", agent).run_stream_events = retry_and_output_stream
diff --git a/tests/pydantic/test_bridge_capability_support.py b/tests/pydantic/test_bridge_capability_support.py
index dcb7b06..db6e867 100644
--- a/tests/pydantic/test_bridge_capability_support.py
+++ b/tests/pydantic/test_bridge_capability_support.py
@@ -6,6 +6,7 @@
 import sys
 import threading
 from concurrent.futures import ThreadPoolExecutor
+from importlib.metadata import requires, version
 from types import ModuleType, SimpleNamespace
 from typing import Any, cast
 
@@ -13,6 +14,7 @@
 import pydantic_ai.capabilities as pydantic_capabilities
 import pytest
 from acp.schema import ToolKind
+from packaging.requirements import Requirement
 from pydantic_acp import (
     HarnessCodeModeBridge,
     HarnessFileSystemBridge,
@@ -438,8 +440,18 @@ def test_harness_code_mode_bridge_builds_capability_and_metadata(
     assert bridge.get_tool_kind("other") is None
 
 
-def test_harness_v052_bridges_build_real_capabilities() -> None:
+def _harness_supports_installed_pydantic_ai() -> bool:
+    for requirement_text in requires("pydantic-ai-harness") or ():
+        requirement = Requirement(requirement_text)
+        if requirement.name == "pydantic-ai-slim" and requirement.marker is None:
+            return requirement.specifier.contains(version("pydantic-ai-slim"))
+    return True
+
+
+def test_harness_bridges_build_real_capabilities() -> None:
     pytest.importorskip("pydantic_ai_harness")
+    if not _harness_supports_installed_pydantic_ai():
+        pytest.skip("installed Harness pins a different Pydantic AI version")
     local_workspace_type = cast(
         "type[Any] | None",
         getattr(pydantic_capabilities, "LocalWorkspace", None),
@@ -1236,7 +1248,7 @@ def test_openai_compaction_bridge_records_visible_start_and_completion() -> None
 
     updated_context = asyncio.run(
         capability.before_model_request(
-            cast("Any", SimpleNamespace()),
+            cast("Any", SimpleNamespace(messages=[])),
             request_context,
         ),
     )
diff --git a/tests/pydantic/test_pydantic_ai_compat.py b/tests/pydantic/test_pydantic_ai_compat.py
index 191bad3..e104eea 100644
--- a/tests/pydantic/test_pydantic_ai_compat.py
+++ b/tests/pydantic/test_pydantic_ai_compat.py
@@ -22,7 +22,7 @@
 WORKFLOWS_DIR = REPO_ROOT / ".github" / "workflows"
 
 SUPPORTED_FLOOR = Version("2.9.0")
-SUPPORTED_CEILING = Version("2.52.0")
+SUPPORTED_CEILING = Version("2.63.0")
 EXPECTED_MATRIX_VERSIONS = (
     "2.9.0",
     "2.9.1",
@@ -72,8 +72,19 @@
     "2.50.0",
     "2.51.0",
     "2.52.0",
+    "2.53.0",
+    "2.54.0",
+    "2.55.0",
+    "2.56.0",
+    "2.57.0",
+    "2.58.0",
+    "2.59.0",
+    "2.60.0",
+    "2.61.0",
+    "2.62.0",
+    "2.63.0",
 )
-HARNESS_PIN = "pydantic-ai-harness[code-mode]==0.52.0"
+HARNESS_PIN = "pydantic-ai-harness[code-mode]==0.63.0"
 
 
 def _requirement_named(dependencies: list[str], name: str) -> Requirement:
@@ -132,7 +143,7 @@ def test_pydantic_acp_declares_supported_pydantic_ai_range() -> None:
     assert requirement.specifier.contains("2.9.0")
     assert requirement.specifier.contains(str(SUPPORTED_CEILING))
     assert not requirement.specifier.contains("2.8.0")
-    assert not requirement.specifier.contains("2.53.0")
+    assert not requirement.specifier.contains("2.64.0")
 
 
 def test_root_dev_extra_pins_supported_pydantic_ai_and_harness() -> None:
@@ -151,7 +162,7 @@ def test_pydantic_acp_harness_extra_requires_the_tested_harness_line() -> None:
     harness_dependencies: list[str] = data["project"]["optional-dependencies"]["harness"]
     harness = _requirement_named(harness_dependencies, "pydantic-ai-harness")
 
-    assert str(harness.specifier) == "==0.52.0"
+    assert str(harness.specifier) == "==0.63.0"
 
 
 def test_pydantic_ai_matrix_matches_package_support_bounds() -> None:
@@ -221,6 +232,17 @@ def test_pydantic_ai_matrix_covers_each_supported_minor_endpoint() -> None:
         Version("2.50.0"),
         Version("2.51.0"),
         Version("2.52.0"),
+        Version("2.53.0"),
+        Version("2.54.0"),
+        Version("2.55.0"),
+        Version("2.56.0"),
+        Version("2.57.0"),
+        Version("2.58.0"),
+        Version("2.59.0"),
+        Version("2.60.0"),
+        Version("2.61.0"),
+        Version("2.62.0"),
+        Version("2.63.0"),
     }
     assert matrix_versions == expected_minors
 
diff --git a/uv.lock b/uv.lock
index 68683d0..9358d31 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,9 +1,11 @@
 version = 1
-revision = 3
+revision = 5
 requires-python = ">=3.11"
 resolution-markers = [
-    "python_full_version >= '3.14' and sys_platform == 'win32'",
-    "python_full_version >= '3.14' and sys_platform != 'win32'",
+    "python_full_version >= '3.15' and sys_platform == 'win32'",
+    "python_full_version == '3.14.*' and sys_platform == 'win32'",
+    "python_full_version >= '3.15' and sys_platform != 'win32'",
+    "python_full_version == '3.14.*' and sys_platform != 'win32'",
     "python_full_version == '3.13.*' and sys_platform == 'win32'",
     "python_full_version == '3.13.*' and sys_platform != 'win32'",
     "python_full_version == '3.12.*' and sys_platform == 'emscripten'",
@@ -149,11 +151,11 @@ requires-dist = [
     { name = "pydantic-acp", marker = "extra == 'dev'", editable = "packages/adapters/pydantic-acp" },
     { name = "pydantic-acp", marker = "extra == 'dev-all'", editable = "packages/adapters/pydantic-acp" },
     { name = "pydantic-acp", marker = "extra == 'pydantic'", editable = "packages/adapters/pydantic-acp" },
-    { name = "pydantic-ai", specifier = ">=2.9.0,<=2.52.0" },
-    { name = "pydantic-ai-harness", extras = ["code-mode"], marker = "extra == 'dev'", specifier = "==0.52.0" },
-    { name = "pydantic-ai-harness", extras = ["code-mode"], marker = "extra == 'dev-all'", specifier = "==0.52.0" },
-    { name = "pydantic-ai-slim", marker = "extra == 'dev'", specifier = ">=2.9.0,<=2.52.0" },
-    { name = "pydantic-ai-slim", marker = "extra == 'dev-all'", specifier = ">=2.9.0,<=2.52.0" },
+    { name = "pydantic-ai", specifier = ">=2.9.0,<=2.63.0" },
+    { name = "pydantic-ai-harness", extras = ["code-mode"], marker = "extra == 'dev'", specifier = "==0.63.0" },
+    { name = "pydantic-ai-harness", extras = ["code-mode"], marker = "extra == 'dev-all'", specifier = "==0.63.0" },
+    { name = "pydantic-ai-slim", marker = "extra == 'dev'", specifier = ">=2.9.0,<=2.63.0" },
+    { name = "pydantic-ai-slim", marker = "extra == 'dev-all'", specifier = ">=2.9.0,<=2.63.0" },
     { name = "pydantic-graph", marker = "extra == 'dev'" },
     { name = "pydantic-graph", marker = "extra == 'dev-all'" },
     { name = "pytest", marker = "extra == 'dev'" },
@@ -241,20 +243,21 @@ wheels = [
 
 [[package]]
 name = "anthropic"
-version = "1.9.0"
+version = "2.3.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio" },
     { name = "docstring-parser" },
     { name = "httpx2" },
     { name = "jiter" },
+    { name = "opentelemetry-api" },
     { name = "pydantic" },
     { name = "sniffio" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/18/0a/1ab3bf53a672fd9dd42d3208e335940049431b79781b2a9b324203d30c38/anthropic-1.9.0.tar.gz", hash = "sha256:da5191a0af0b853a797fc0c6b09fc5b05cb5d9da063ba80fdd03c736abe81b6c", size = 1243092, upload-time = "2026-09-28T18:04:03.005Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/3e/ba/4c91947e0d0062d66d371db371597287153f7685fbed512d3294d0cde3c7/anthropic-2.3.0.tar.gz", hash = "sha256:edfdea1e3fa7b3ce25df1511953408b2f03bfa61eb6f6268f766101a9e18ad53", size = 1869656, upload-time = "2026-10-23T23:18:47.649Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/15/2a/67c1b2ddf91be3112856ed74b96d1576f00dd423e4f20bb251aa144fbd6b/anthropic-1.9.0-py3-none-any.whl", hash = "sha256:a7fe05a9e4b72113b934501698df5d56484ac89f05677f0f793f8bfddb15cfff", size = 1360651, upload-time = "2026-09-28T18:04:01.452Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/29/eb3558ab6bf252a07ac41c76ac5b0ea24a0aa0c23f87a40aaf31a5f8dba4/anthropic-2.3.0-py3-none-any.whl", hash = "sha256:aa6a3984f9276f307933d42dc6f58b6efc821a5ecafbc8d1bb5993a066767622", size = 2216980, upload-time = "2026-10-23T23:18:45.779Z" },
 ]
 
 [[package]]
@@ -355,11 +358,11 @@ wheels = [
 
 [[package]]
 name = "bracex"
-version = "3.0"
+version = "3.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d0/f5/4473ad9b48cd0420a2d762a3750fa0e078e23e060b1af72662e5987e5530/bracex-3.0.tar.gz", hash = "sha256:b73f718d6bd98d8419e45df02426c86e9967c179949f779340d6c3a8c83b9111", size = 43162, upload-time = "2026-06-30T00:43:35.279Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/fb/37/adf8dd2cde958c2d086bdd87fc36b532fd824bf38f10be6348d65da0c8f9/bracex-3.2.tar.gz", hash = "sha256:0a3d40bfae4caae4d3bfd0ea715874799fab711c38fd4012cc35343e815405cd", size = 29771, upload-time = "2026-10-22T00:28:49.508Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f5/2e/68781b78e764e5ccc4af1e3d27e060069c73af90234853fa80000e7ee79d/bracex-3.0-py3-none-any.whl", hash = "sha256:3833e61c2f092d5aa0468fa2e6c6e990a306185abf763b6d122f0158e59c58a5", size = 11738, upload-time = "2026-06-30T00:43:34.196Z" },
+    { url = "https://files.pythonhosted.org/packages/42/65/8030b03de8137d1aab7dd6ecfecdba2fc22fc849fa35959b024f62293a99/bracex-3.2-py3-none-any.whl", hash = "sha256:8f3e908a452f66707e1d6d91b3d7d7d4c649d248df18537c0dc710aeb9c30d87", size = 12019, upload-time = "2026-10-22T00:28:48.233Z" },
 ]
 
 [[package]]
@@ -695,7 +698,7 @@ requires-dist = [
     { name = "langchain-openai", marker = "extra == 'langchain'", specifier = ">=0.3.26" },
     { name = "openai", specifier = ">=1.109.1" },
     { name = "openai", extras = ["realtime"], marker = "extra == 'websocket'", specifier = ">=3.8.0" },
-    { name = "pydantic-ai-slim", specifier = ">=2.9.0,<=2.52.0" },
+    { name = "pydantic-ai-slim", specifier = ">=2.9.0,<=2.63.0" },
     { name = "typing-extensions", specifier = ">=4.12.0" },
 ]
 provides-extras = ["langchain", "websocket"]
@@ -872,7 +875,7 @@ wheels = [
 
 [[package]]
 name = "deepagents"
-version = "0.6.12"
+version = "0.7.32"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "langchain" },
@@ -880,11 +883,12 @@ dependencies = [
     { name = "langchain-core" },
     { name = "langchain-google-genai" },
     { name = "langsmith" },
+    { name = "packaging" },
     { name = "wcmatch" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/e0/db/a6acdc72a9e90c3f07ed10de35c951734a02d4facb693bb59684ad368801/deepagents-0.6.12.tar.gz", hash = "sha256:1f281c0bc5a63132f62e2ee345c1dc593b23188da6e23016401f6879fbe54b5f", size = 211364, upload-time = "2026-06-25T17:26:52.775Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/92/89/5da9546d5e57a4f815d2cc919bd49ed2a62b25816ebd49ce6dca1919bdd8/deepagents-0.7.32.tar.gz", hash = "sha256:f4154281b04a499015e48c24edf11f59f833fbabd3d87e0898832e8db954aac4", size = 343996, upload-time = "2026-10-23T21:30:24.677Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/98/49/af7219b3c13520fee047bb807cfaefba17f8e4584c551d946773589a4f08/deepagents-0.6.12-py3-none-any.whl", hash = "sha256:28b8fa0119ca0a689e3e18e288c4634e4046062acfc87a1cb34289d3af3a1c88", size = 236120, upload-time = "2026-06-25T17:26:51.736Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/db/ca785ad20bf1c1255856575d9c31f201abd02bb4fd3a76a8b586d938d7e2/deepagents-0.7.32-py3-none-any.whl", hash = "sha256:366bd66c786a66c8d639e40f99614d9e5d37236adf4c5b158f0b2cb27956e28b", size = 374569, upload-time = "2026-10-23T21:30:23.235Z" },
 ]
 
 [[package]]
@@ -1014,15 +1018,41 @@ wheels = [
 
 [[package]]
 name = "genai-prices"
-version = "0.1.9"
+version = "0.1.13"
 source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.15' and sys_platform == 'win32'",
+    "python_full_version >= '3.15' and sys_platform != 'win32'",
+]
 dependencies = [
     { name = "httpx2" },
     { name = "pydantic" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/d6/f0/4b4c7f63de6d558714d2207808080dd0988d0317a54ebcde790e4f6c1b6e/genai_prices-0.1.9.tar.gz", hash = "sha256:20ec774d32ec5d345510877fac415f2560bbfeb081bc4cd4e7ebce57a5503e8d", size = 118447, upload-time = "2026-09-25T03:47:27.569Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ad/de/119c7ba00b9ddbf629de34cf390ab472da6d7bc5df0c51cdbec900280a74/genai_prices-0.1.13.tar.gz", hash = "sha256:76c9e2dd3917fdacdf3bc562297c4591384142ea2283c477e1512fafa4e3a384", size = 134622, upload-time = "2026-10-15T09:47:04.739Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/41/5a/b6b7d55148d367d07bcd3efdf24e3086ad199ea5109d0c335a872dfaac95/genai_prices-0.1.13-py3-none-any.whl", hash = "sha256:6d2b40760a2f7f5e207bac9b98de0af80e60c58ead497872a5331a7cee610477", size = 142541, upload-time = "2026-10-15T09:47:03.424Z" },
+]
+
+[[package]]
+name = "genai-prices"
+version = "0.2.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version == '3.14.*' and sys_platform == 'win32'",
+    "python_full_version == '3.14.*' and sys_platform != 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'win32'",
+    "python_full_version == '3.13.*' and sys_platform != 'win32'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten'",
+    "python_full_version < '3.13' and sys_platform == 'win32'",
+    "(python_full_version < '3.12' and sys_platform == 'emscripten') or (python_full_version < '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32')",
+]
+dependencies = [
+    { name = "httpx2" },
+    { name = "pydantic" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/db/93/95297c8b37f0deec1780d7579e85915fd7fe4dbe0da38cb79bc0fcc16a2a/genai_prices-0.2.0.tar.gz", hash = "sha256:a0e92059e96492f2ffe55fa708908fe2fc0afe11d111f8051106d52ae8fd9c12", size = 159032, upload-time = "2026-10-29T14:41:09.524Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0e/2a/c2369565aa7dde5ea33de724acae7cc753f9d19239daea0000779102f4b5/genai_prices-0.2.0-py3-none-any.whl", hash = "sha256:21ede75742043b3489a6cec3ad5722782640b34676563c6c755b52061812e6a3", size = 168199, upload-time = "2026-10-29T14:41:08.104Z" },
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