diff --git a/docs/changelog/1.0.2.md b/docs/changelog/1.0.2.md
index 98c65190..5dc47568 100644
--- a/docs/changelog/1.0.2.md
+++ b/docs/changelog/1.0.2.md
@@ -55,6 +55,12 @@ the model self-corrects from (never a raised traceback).
   numeric/string/array/object constraints. Plus `reject_control_chars` (C0 control chars in strings) and
   `reject_unsafe_keys` (recursively rejects content keys carrying non-BMP/control characters that storage would silently
   drop).
+- **`SetupContentValidator.reject_oversized_output_format_spec`** — refuses a content `output_format_spec` of 4096
+  characters or more (the write would succeed and leave the setup unusable, with nothing pointing back at the field).
+  Recursive through nested objects and arrays; non-string values are left to the schema check. Unlike `validate`, it
+  needs no module context or schema fetch, so it is called unconditionally from `create_setup` **and** `update_setup`
+  on both `DefaultSetup` and `GrpcSetup` — the only choke point every write passes through — and raises `ValueError`
+  before any RPC.
 
 ### Supporting Agno toolkits & tool loading
 
diff --git a/src/digitalkin/services/setup/default_setup.py b/src/digitalkin/services/setup/default_setup.py
index 39aa88a4..f2086f23 100644
--- a/src/digitalkin/services/setup/default_setup.py
+++ b/src/digitalkin/services/setup/default_setup.py
@@ -17,6 +17,7 @@
     SetupVersionData,
     SetupVersionPage,
 )
+from digitalkin.utils.setup_content_validator import SetupContentValidator
 
 
 class DefaultSetup(SetupStrategy):
@@ -87,6 +88,7 @@ async def create_setup(self, setup_dict: dict[str, Any]) -> SetupData:
         Raises:
             ValueError: If name or content is invalid.
         """
+        SetupContentValidator.reject_oversized_output_format_spec(setup_dict.get("content") or {})
         setup_id = self._new_id()
         try:
             setup = SetupData(
@@ -137,6 +139,7 @@ async def update_setup(self, setup_dict: dict[str, Any]) -> SetupData:
         if not name or not isinstance(content, dict):
             msg = "setup_id, name and content (object) are required"
             raise ValueError(msg)
+        SetupContentValidator.reject_oversized_output_format_spec(content)
         setup.name = name
         # A new revision rather than an in-place edit, matching UpdateSetup on the wire.
         history = self.versions.setdefault(setup.id, [setup.current_setup_version])
diff --git a/src/digitalkin/services/setup/grpc_setup.py b/src/digitalkin/services/setup/grpc_setup.py
index b945bbc7..a508dc31 100644
--- a/src/digitalkin/services/setup/grpc_setup.py
+++ b/src/digitalkin/services/setup/grpc_setup.py
@@ -19,6 +19,7 @@
 from digitalkin.services.setup.exceptions import SetupServiceError
 from digitalkin.services.setup.setup_strategy import SetupData, SetupStrategy, SetupVersionData, SetupVersionPage
 from digitalkin.utils.proto_utils import ProtoUtils
+from digitalkin.utils.setup_content_validator import SetupContentValidator
 
 
 class GrpcSetup(SetupStrategy, GrpcClientWrapper):
@@ -172,13 +173,16 @@ async def create_setup(self, setup_dict: dict[str, Any]) -> SetupData:
             The created setup with its initial version.
 
         Raises:
-            ValueError: If name or content is missing.
+            ValueError: If name or content is missing, or output_format_spec is oversized.
             ServerError: If gRPC operation fails.
             SetupServiceError: If the server reports failure or an unexpected error occurs.
         """
         if not setup_dict.get("name") or not isinstance(setup_dict.get("content"), dict):
             msg = "name and content (object) are required"
             raise ValueError(msg)
+        # Outside handle_grpc_errors: an input guard must stay a ValueError, not become a
+        # SetupServiceError via the catch-all.
+        SetupContentValidator.reject_oversized_output_format_spec(setup_dict["content"])
         async with self.handle_grpc_errors("Setup Creation"):
             content_struct = Struct()
             content_struct.update(setup_dict["content"])
@@ -201,7 +205,7 @@ async def update_setup(self, setup_dict: dict[str, Any]) -> SetupData:
             The updated setup with its current version.
 
         Raises:
-            ValueError: If setup_id, name or content is missing.
+            ValueError: If setup_id, name or content is missing, or output_format_spec is oversized.
             ServerError: If gRPC operation fails.
             SetupServiceError: If the server reports failure or an unexpected error occurs.
         """
@@ -212,6 +216,7 @@ async def update_setup(self, setup_dict: dict[str, Any]) -> SetupData:
         ):
             msg = "setup_id, name and content (object) are required"
             raise ValueError(msg)
+        SetupContentValidator.reject_oversized_output_format_spec(setup_dict["content"])
         async with self.handle_grpc_errors("Setup Update"):
             content_struct = Struct()
             content_struct.update(setup_dict["content"])
diff --git a/src/digitalkin/utils/setup_content_validator.py b/src/digitalkin/utils/setup_content_validator.py
index 3e30e961..cb7c304e 100644
--- a/src/digitalkin/utils/setup_content_validator.py
+++ b/src/digitalkin/utils/setup_content_validator.py
@@ -39,6 +39,8 @@ class SetupContentValidator:
     _STRICT_SCALARS: ClassVar[tuple[type, ...]] = (int, float, bool)
     _FIRST_PRINTABLE: ClassVar[int] = 0x20  # code points below this are C0 control characters.
     _LAST_BMP: ClassVar[int] = 0xFFFF  # code points above this are astral (non-BMP, e.g. emoji).
+    _OUTPUT_FORMAT_SPEC_KEY: ClassVar[str] = "output_format_spec"
+    _OUTPUT_FORMAT_SPEC_MAX: ClassVar[int] = 4096  # at or past this the written setup is unusable.
     _NUMERIC_CONSTRAINTS: ClassVar[dict[str, str]] = {
         "minimum": "ge",
         "maximum": "le",
@@ -113,6 +115,45 @@ def reject_unsafe_keys(cls, content: dict[str, Any]) -> dict[str, Any]:
                 stack.extend((path, item) for item in node)
         return content
 
+    @classmethod
+    def reject_oversized_output_format_spec(cls, content: dict[str, Any]) -> dict[str, Any]:
+        """Refuse an ``output_format_spec`` that reaches the length the setup cannot carry.
+
+        The write itself succeeds, so the breakage surfaces later as an unusable setup with no
+        diagnostic pointing back at the field. Reject up front, naming the path and the actual
+        size. Recurses through nested objects and arrays; a non-string value is left to the
+        schema check, which owns typing.
+
+        Args:
+            content: The setup ``content`` about to be written.
+
+        Returns:
+            The content unchanged when every ``output_format_spec`` fits.
+
+        Raises:
+            ValueError: An ``output_format_spec`` string is at or over the limit.
+        """
+        stack: list[tuple[str, Any]] = [("", content)]
+        while stack:
+            path, node = stack.pop()
+            if isinstance(node, dict):
+                for key, value in node.items():
+                    where = f"{path}.{key}" if path else key
+                    if (
+                        key == cls._OUTPUT_FORMAT_SPEC_KEY
+                        and isinstance(value, str)
+                        and len(value) >= cls._OUTPUT_FORMAT_SPEC_MAX
+                    ):
+                        msg = (
+                            f"content field {where!r} is {len(value)} characters; it must stay under "
+                            f"{cls._OUTPUT_FORMAT_SPEC_MAX} or the setup breaks"
+                        )
+                        raise ValueError(msg)
+                    stack.append((where, value))
+            elif isinstance(node, list):
+                stack.extend((path, item) for item in node)
+        return content
+
     @classmethod
     def validate(cls, content: dict[str, Any], schema: dict[str, Any]) -> None:
         """Validate ``content`` against ``schema``.
diff --git a/tests/services/setup/test_default_setup.py b/tests/services/setup/test_default_setup.py
index c2e9d202..6005efc9 100644
--- a/tests/services/setup/test_default_setup.py
+++ b/tests/services/setup/test_default_setup.py
@@ -15,6 +15,28 @@ async def test_creates_service_setup(self) -> None:
         assert setup.current_setup_version.content == {"branding": True}
 
 
+class TestOutputFormatSpecGuard:
+    """An oversized output_format_spec is refused on both write paths, not just update."""
+
+    async def test_create_refuses_an_oversized_spec(self) -> None:
+        strategy = DefaultSetup()
+        with pytest.raises(ValueError, match="must stay under 4096"):
+            await strategy.create_setup({"name": "n", "content": {"output_format_spec": "x" * 4096}})
+        assert strategy.setups == {}, "nothing may be stored when the guard trips"
+
+    async def test_update_refuses_an_oversized_spec(self) -> None:
+        strategy = DefaultSetup()
+        setup = await strategy.create_setup({"name": "n", "content": {"output_format_spec": "ok"}})
+
+        with pytest.raises(ValueError, match="must stay under 4096"):
+            await strategy.update_setup(
+                {"setup_id": setup.id, "name": "n", "content": {"output_format_spec": "x" * 4096}}
+            )
+        # The guard runs before the revision is cut, so no half-written version survives.
+        assert setup.current_setup_version.content == {"output_format_spec": "ok"}
+        assert (await strategy.list_setup_versions({"setup_id": setup.id})).total_count == 1
+
+
 class TestVersionHistory:
     """The local strategy keeps a version history so the two version RPCs are meaningful."""
 
diff --git a/tests/services/setup/test_grpc_setup.py b/tests/services/setup/test_grpc_setup.py
index f3801155..6427702c 100644
--- a/tests/services/setup/test_grpc_setup.py
+++ b/tests/services/setup/test_grpc_setup.py
@@ -140,6 +140,13 @@ async def test_create_setup_missing_fields_no_rpc(self, client: GrpcSetup) -> No
         with pytest.raises(ValueError, match="name and content"):
             await client.create_setup({"name": "x", "content": "not-a-dict"})
 
+    @pytest.mark.grpc
+    @pytest.mark.validation
+    async def test_create_setup_oversized_output_format_spec_no_rpc(self, client: GrpcSetup) -> None:
+        """The guard trips before the channel is touched, and stays a ValueError."""
+        with pytest.raises(ValueError, match="must stay under 4096"):
+            await client.create_setup({"name": "x", "content": {"output_format_spec": "x" * 4096}})
+
     @pytest.mark.grpc
     @pytest.mark.edge_case
     async def test_create_setup_permission_denied(self, client: GrpcSetup) -> None:
@@ -275,6 +282,14 @@ async def test_update_setup_missing_fields_no_rpc(self, client: GrpcSetup) -> No
         with pytest.raises(ValueError, match="setup_id, name and content"):
             await client.update_setup({"setup_id": "s1", "name": "", "content": {}})
 
+    @pytest.mark.grpc
+    @pytest.mark.validation
+    async def test_update_setup_oversized_output_format_spec_no_rpc(self, client: GrpcSetup) -> None:
+        with pytest.raises(ValueError, match="must stay under 4096"):
+            await client.update_setup(
+                {"setup_id": "s1", "name": "x", "content": {"output_format_spec": "x" * 4096}}
+            )
+
 
 class TestDeleteSetup:
     """delete_setup returns the server's success flag."""
diff --git a/tests/utils/test_setup_content_validator.py b/tests/utils/test_setup_content_validator.py
new file mode 100644
index 00000000..4d435db3
--- /dev/null
+++ b/tests/utils/test_setup_content_validator.py
@@ -0,0 +1,46 @@
+"""Content rules enforced on a setup's ``content`` before it is written."""
+
+import pytest
+
+from digitalkin.utils.setup_content_validator import SetupContentValidator
+
+_LIMIT = 4096
+
+
+class TestRejectOversizedOutputFormatSpec:
+    """``output_format_spec`` must stay under the length the written setup can carry."""
+
+    def test_accepts_a_spec_under_the_limit(self) -> None:
+        content = {"output_format_spec": "x" * (_LIMIT - 1)}
+        assert SetupContentValidator.reject_oversized_output_format_spec(content) is content
+
+    def test_rejects_a_spec_exactly_at_the_limit(self) -> None:
+        """The boundary is exclusive: 4096 is already too long."""
+        with pytest.raises(ValueError, match="must stay under 4096"):
+            SetupContentValidator.reject_oversized_output_format_spec({"output_format_spec": "x" * _LIMIT})
+
+    def test_rejects_a_spec_over_the_limit_and_reports_its_size(self) -> None:
+        with pytest.raises(ValueError, match="is 5000 characters"):
+            SetupContentValidator.reject_oversized_output_format_spec({"output_format_spec": "x" * 5000})
+
+    def test_names_the_offending_path_when_nested(self) -> None:
+        content = {"agent": {"output_format_spec": "x" * _LIMIT}}
+        with pytest.raises(ValueError, match=r"'agent\.output_format_spec'"):
+            SetupContentValidator.reject_oversized_output_format_spec(content)
+
+    def test_reaches_into_lists(self) -> None:
+        content = {"agents": [{"name": "ok"}, {"output_format_spec": "x" * _LIMIT}]}
+        with pytest.raises(ValueError, match="output_format_spec"):
+            SetupContentValidator.reject_oversized_output_format_spec(content)
+
+    def test_ignores_a_non_string_value(self) -> None:
+        """Typing is the schema check's job; this rule only measures strings."""
+        content = {"output_format_spec": {"nested": "x" * 5000}}
+        assert SetupContentValidator.reject_oversized_output_format_spec(content) is content
+
+    def test_leaves_other_long_fields_alone(self) -> None:
+        content = {"prompt": "x" * 100_000}
+        assert SetupContentValidator.reject_oversized_output_format_spec(content) is content
+
+    def test_empty_content_is_a_no_op(self) -> None:
+        assert SetupContentValidator.reject_oversized_output_format_spec({}) == {}
diff --git a/uv.lock b/uv.lock
index ece8ef1b..b978dacd 100644
--- a/uv.lock
+++ b/uv.lock
@@ -23,7 +23,7 @@ wheels = [
 
 [[package]]
 name = "agentic-mesh-protocol"
-version = "1.0.1.dev4"
+version = "1.0.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "bump-my-version" },
@@ -33,9 +33,9 @@ dependencies = [
     { name = "protobuf" },
     { name = "protovalidate" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/64/70/8b857e3af62dad30b09e31cbe41a45e571c691a64fbd16368e336b59df75/agentic_mesh_protocol-1.0.1.dev4.tar.gz", hash = "sha256:5e05a8a71121f9ffb9122636a0cd6fd65b195aa6b76e1cbd397829cd6a4e0552", size = 74993, upload-time = "2026-08-04T12:03:55.058Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/be/2f/4abe9f34c4c4c4823c23add57b8f5ba9180e0e2f039b88d680eef4518ffb/agentic_mesh_protocol-1.0.1.tar.gz", hash = "sha256:9ac5fef8acfa7ffbcd8d66389b012f851eef11d318e8e5b30d600079c7a2596c", size = 76265, upload-time = "2026-08-31T07:47:04.571Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/10/0f/3da3dbcd044e01ad7eb6719c6df4f1f812366cf0f482e739dff75ecef49b/agentic_mesh_protocol-1.0.1.dev4-py3-none-any.whl", hash = "sha256:9028570290ad7311f8610619ac9e7f4bd9ce1e5d14117430748ad470ff8e8284", size = 104819, upload-time = "2026-08-04T12:03:53.568Z" },
+    { url = "https://files.pythonhosted.org/packages/60/7e/65e686fe877d7c9b4c4daa106895da38342f5b714ea7c4d1ef393e80815a/agentic_mesh_protocol-1.0.1-py3-none-any.whl", hash = "sha256:39a1e63838c1d5b3fd779c49e4be06d1b2a5d6bf7f344b83e1b11b79debff244", size = 105516, upload-time = "2026-08-31T07:47:03.274Z" },
 ]
 
 [[package]]
@@ -236,7 +236,7 @@ wheels = [
 
 [[package]]
 name = "bump-my-version"
-version = "1.4.1"
+version = "1.5.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "click" },
@@ -249,9 +249,9 @@ dependencies = [
     { name = "tomlkit" },
     { name = "wcmatch" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/37/04/1ea0a95165d668eb86f6bee97199b7aa926706bed64902fe96600f70f840/bump_my_version-1.4.1.tar.gz", hash = "sha256:b4ad672b4e8b9f560f36a9ae0aff80088727ce2b3e0f1b7ea00d3f75846b09dd", size = 1141618, upload-time = "2026-06-18T13:15:59.388Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/23/09/5b09ac74962eca809cbf7010a08ea6ad405852bdd53489209a9f473d775c/bump_my_version-1.5.1.tar.gz", hash = "sha256:5079e443ab8c9a9903f140b427ff9f6fe8dd54013a55a4cf48b89326f3a71c07", size = 1132060, upload-time = "2026-08-06T14:26:38.9Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/30/d0/7f71630f4849f6286add8c8f6f80f54db71ac212370f49cf472315e379fc/bump_my_version-1.4.1-py3-none-any.whl", hash = "sha256:c434736066cd835adddbfa37dc18dfe522c7cf2d1836bedcb2ca2967d2015fb0", size = 64894, upload-time = "2026-06-18T13:15:57.836Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/0b/5885530f79d4400368b9d4dcb9b39274c0d52e633f7871e7fc6feceea1e3/bump_my_version-1.5.1-py3-none-any.whl", hash = "sha256:df3e2989d0d7fe704718feb24a5880f089b6b6369e427a4445b89c3adebfcff1", size = 65090, upload-time = "2026-08-06T14:26:37.083Z" },
 ]
 
 [[package]]
@@ -715,7 +715,7 @@ wheels = [
 
 [[package]]
 name = "digitalkin"
-version = "1.0.3.dev0"
+version = "1.0.3"
 source = { editable = "." }
 dependencies = [
     { name = "ag-ui-protocol" },
@@ -803,7 +803,7 @@ tests = [
 [package.metadata]
 requires-dist = [
     { name = "ag-ui-protocol", specifier = "==0.1.21.dev1787220377" },
-    { name = "agentic-mesh-protocol", specifier = "==1.0.1.dev4" },
+    { name = "agentic-mesh-protocol", specifier = "==1.0.1" },
     { name = "agno", specifier = ">=2.8.0,<3" },
     { name = "agno", marker = "extra == 'agno'", specifier = ">=2.6" },
     { name = "anyio", specifier = ">=4.13.0" },
@@ -909,7 +909,7 @@ name = "exceptiongroup"
 version = "1.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "typing-extensions", marker = "python_full_version < '3.12'" },
+    { name = "typing-extensions" },
 ]
 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 = [
@@ -1056,14 +1056,14 @@ wheels = [
 
 [[package]]
 name = "googleapis-common-protos"
-version = "1.75.0"
+version = "1.75.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "protobuf" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/b5/c8/f439cffde755cffa462bfbb156278fa6f9d09119719af9814b858fd4f81f/googleapis_common_protos-1.75.0.tar.gz", hash = "sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd", size = 151035, upload-time = "2026-05-07T08:04:49.423Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c0/90/fb8f1c84537fbf210c1f53a53ae473a805f6599c5a40b93c1bbadd211f7a/googleapis_common_protos-1.75.2.tar.gz", hash = "sha256:8829a3d1e4508c5b7b9a6b9525f7fccff611f8531644579a76466c29295d4bb2", size = 154083, upload-time = "2026-08-25T19:19:13.028Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/47/5b/1c9e55363c3b1890a98cae813de5b4ea327845756cd8fb7ee690140c7eac/googleapis_common_protos-1.75.2-py3-none-any.whl", hash = "sha256:6b83302f554ea93a0f48409c7fc2050f954bcbcddb7e3a9c76d4a823cb22920e", size = 307002, upload-time = "2026-08-25T19:18:08.927Z" },
 ]
 
 [[package]]
@@ -1089,63 +1089,63 @@ wheels = [
 
 [[package]]
 name = "grpcio"
-version = "1.82.1"
+version = "1.83.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/90/bc/656b89387d6f4ed7e0686c7b64c2ae7e554a759aa58122c8e5fb99392c32/grpcio-1.82.1.tar.gz", hash = "sha256:707b24abd90fcb1e45bcc080577da1dbf9971d107490589b9539af8e1e77b4b5", size = 13187300, upload-time = "2026-07-08T12:36:16.588Z" }
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