diff --git a/agent/middleware/__init__.py b/agent/middleware/__init__.py
index 18f11fa3..14b9bf59 100644
--- a/agent/middleware/__init__.py
+++ b/agent/middleware/__init__.py
@@ -2,9 +2,11 @@ from .check_message_queue import check_message_queue_before_model
 from .ensure_no_empty_msg import ensure_no_empty_msg
 from .notify_step_limit import notify_step_limit_reached
 from .open_pr import open_pr_if_needed
+from .sanitize_tool_inputs import SanitizeToolInputsMiddleware
 from .tool_error_handler import ToolErrorMiddleware
 
 __all__ = [
+    "SanitizeToolInputsMiddleware",
     "ToolErrorMiddleware",
     "check_message_queue_before_model",
     "ensure_no_empty_msg",
diff --git a/agent/middleware/sanitize_tool_inputs.py b/agent/middleware/sanitize_tool_inputs.py
new file mode 100644
index 00000000..64d8f2b4
--- /dev/null
+++ b/agent/middleware/sanitize_tool_inputs.py
@@ -0,0 +1,88 @@
+"""Sanitize tool input middleware.
+
+Coerces malformed integer fields in read_file calls before they reach Pydantic
+validation.  The LLM occasionally generates strings like ``'1, 80'`` or
+``'170, "limit": 60'`` for integer parameters; we extract the leading digit
+sequence so the call succeeds instead of burning an LLM turn on a retry.
+"""
+
+from __future__ import annotations
+
+import logging
+import re
+from collections.abc import Awaitable, Callable
+
+from langchain.agents.middleware.types import AgentMiddleware, AgentState
+from langchain_core.messages import ToolMessage
+from langgraph.prebuilt.tool_node import ToolCallRequest
+from langgraph.types import Command
+
+logger = logging.getLogger(__name__)
+
+_READ_FILE_INT_FIELDS = ("offset", "limit")
+
+
+def _coerce_int(value: object) -> int | None:
+    """Extract the first integer from *value* if it is a non-integer string.
+
+    Returns the parsed integer, or ``None`` if no leading digits are found.
+    If *value* is already an ``int`` (or ``None``), returns it unchanged.
+    """
+    if value is None or isinstance(value, int):
+        return value
+    if isinstance(value, str):
+        match = re.match(r"\s*(\d+)", value)
+        if match:
+            return int(match.group(1))
+        return None
+    return None
+
+
+def _sanitize_read_file_args(args: dict) -> dict:
+    """Return a copy of *args* with integer fields coerced where needed."""
+    sanitized = dict(args)
+    for field in _READ_FILE_INT_FIELDS:
+        if field in sanitized:
+            original = sanitized[field]
+            coerced = _coerce_int(original)
+            if coerced is not None and coerced != original:
+                logger.warning("Coercing read_file.%s from %r to %d", field, original, coerced)
+                sanitized[field] = coerced
+    return sanitized
+
+
+class SanitizeToolInputsMiddleware(AgentMiddleware):
+    """Intercept read_file calls and coerce malformed integer parameters.
+
+    When the LLM produces a string value for an integer field (e.g.
+    ``offset='1, 80'``), this middleware extracts the leading integer so that
+    Pydantic validation passes rather than raising a ``ValidationError`` and
+    forcing an unnecessary retry.
+    """
+
+    state_schema = AgentState
+
+    def _sanitize_request(self, request: ToolCallRequest) -> ToolCallRequest:
+        tool_call = request.tool_call
+        if not isinstance(tool_call, dict) or tool_call.get("name") != "read_file":
+            return request
+        args = tool_call.get("args", {})
+        sanitized_args = _sanitize_read_file_args(args)
+        if sanitized_args is args:
+            return request
+        new_tool_call = {**tool_call, "args": sanitized_args}
+        return request.override(tool_call=new_tool_call)
+
+    def wrap_tool_call(
+        self,
+        request: ToolCallRequest,
+        handler: Callable[[ToolCallRequest], ToolMessage | Command],
+    ) -> ToolMessage | Command:
+        return handler(self._sanitize_request(request))
+
+    async def awrap_tool_call(
+        self,
+        request: ToolCallRequest,
+        handler: Callable[[ToolCallRequest], Awaitable[ToolMessage | Command]],
+    ) -> ToolMessage | Command:
+        return await handler(self._sanitize_request(request))
diff --git a/agent/server.py b/agent/server.py
index 9c6ca69d..680c9e67 100644
--- a/agent/server.py
+++ b/agent/server.py
@@ -28,6 +28,7 @@ from langsmith.sandbox import SandboxClientError
 
 from .integrations.langsmith import _configure_github_proxy
 from .middleware import (
+    SanitizeToolInputsMiddleware,
     ToolErrorMiddleware,
     check_message_queue_before_model,
     ensure_no_empty_msg,
@@ -324,6 +325,7 @@ async def get_agent(config: RunnableConfig) -> Pregel:
         ],
         backend=sandbox_backend,
         middleware=[
+            SanitizeToolInputsMiddleware(),
             ModelCallLimitMiddleware(run_limit=60, exit_behavior="end"),
             ToolErrorMiddleware(),
             check_message_queue_before_model,
diff --git a/tests/test_sanitize_tool_inputs.py b/tests/test_sanitize_tool_inputs.py
new file mode 100644
index 00000000..56510d72
--- /dev/null
+++ b/tests/test_sanitize_tool_inputs.py
@@ -0,0 +1,76 @@
+"""Unit tests for SanitizeToolInputsMiddleware.
+
+Guards against the regression where the LLM generates a string value for an
+integer field in read_file (e.g. offset='1, 80'), causing a Pydantic
+ValidationError and an unnecessary retry.
+"""
+
+from __future__ import annotations
+
+from agent.middleware.sanitize_tool_inputs import _coerce_int, _sanitize_read_file_args
+
+
+class TestCoerceInt:
+    def test_already_int_passes_through(self) -> None:
+        assert _coerce_int(1) == 1
+
+    def test_none_passes_through(self) -> None:
+        assert _coerce_int(None) is None
+
+    def test_extracts_leading_integer_from_comma_string(self) -> None:
+        # Production trace 1: offset='1, 80'
+        assert _coerce_int("1, 80") == 1
+
+    def test_extracts_leading_integer_from_embedded_json(self) -> None:
+        # Production trace 2: offset='170, "limit": 60'
+        assert _coerce_int('170, "limit": 60') == 170
+
+    def test_extracts_leading_integer_from_trailing_comma(self) -> None:
+        # Production trace 3: offset='1504, '
+        assert _coerce_int("1504, ") == 1504
+
+    def test_returns_none_when_no_digits(self) -> None:
+        assert _coerce_int("abc") is None
+
+    def test_handles_leading_whitespace(self) -> None:
+        assert _coerce_int("  42, extra") == 42
+
+
+class TestSanitizeReadFileArgs:
+    def test_coerces_offset_string_to_int(self) -> None:
+        args = {"file_path": "foo.ts", "offset": "1, 80", "limit": 80}
+        result = _sanitize_read_file_args(args)
+        assert result["offset"] == 1
+        assert result["limit"] == 80
+        assert result["file_path"] == "foo.ts"
+
+    def test_coerces_offset_with_embedded_json(self) -> None:
+        args = {"file_path": "bar.tsx", "offset": '170, "limit": 60', "limit": 60}
+        result = _sanitize_read_file_args(args)
+        assert result["offset"] == 170
+
+    def test_coerces_offset_with_trailing_comma(self) -> None:
+        args = {"file_path": "baz.go", "offset": "1504, ", "limit": 200}
+        result = _sanitize_read_file_args(args)
+        assert result["offset"] == 1504
+
+    def test_int_offset_unchanged(self) -> None:
+        args = {"file_path": "foo.ts", "offset": 42, "limit": 80}
+        result = _sanitize_read_file_args(args)
+        assert result["offset"] == 42
+
+    def test_missing_offset_unchanged(self) -> None:
+        args = {"file_path": "foo.ts"}
+        result = _sanitize_read_file_args(args)
+        assert "offset" not in result
+
+    def test_uncoercible_offset_passed_through_unchanged(self) -> None:
+        # If no digits at all, we leave the value alone so ToolErrorMiddleware handles it.
+        args = {"file_path": "foo.ts", "offset": "bad"}
+        result = _sanitize_read_file_args(args)
+        assert result["offset"] == "bad"
+
+    def test_does_not_mutate_original_dict(self) -> None:
+        args = {"file_path": "foo.ts", "offset": "1, 80"}
+        _ = _sanitize_read_file_args(args)
+        assert args["offset"] == "1, 80"