fix: move import/signature validation to sandbox, keep host-side lightweight

edit_utils.py (host): removed import resolution and signature inspection
that always failed because ML packages aren't installed on the host.
Now only does syntax checks and training script heuristics.

sandbox_client.py (sandbox server): added real signature inspection —
imports the actual class, calls inspect.signature(), and checks kwargs
against the real __init__ parameters. Catches invalid trainer kwargs
before runtime since packages are installed in the sandbox.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

agent/tools/edit_utils.py

@@ -227,46 +227,28 @@ def apply_edit(
 def validate_python(content: str, path: str = "") -> list[str]:
     """Lightweight post-write validation for Python files.
 
+    Checks syntax and training script conventions. This runs on the host
+    (not in the sandbox), so it only does static checks — no import resolution
+    or signature inspection since packages are installed in the sandbox, not here.
+
+    The sandbox server has its own richer version that does real signature
+    inspection against installed packages.
+
     Returns a list of warning strings (empty = all good).
     Never raises — validation failures are advisory only.
     """
     import ast
-    import importlib
 
     warnings = []
 
     # 1. Syntax check via ast.parse
     try:
-        tree = ast.parse(content)
+        ast.parse(content)
     except SyntaxError as e:
         warnings.append(f"Python syntax error at line {e.lineno}: {e.msg}")
-        return warnings  # can't do import checks on broken syntax
-
-    # 2. Validate imports resolve
-    for node in ast.walk(tree):
-        if isinstance(node, ast.ImportFrom):
-            if node.module:
-                try:
-                    mod = importlib.import_module(node.module)
-                    for alias in node.names:
-                        if alias.name != "*" and not hasattr(mod, alias.name):
-                            warnings.append(
-                                f"Import warning: '{alias.name}' not found in '{node.module}' (line {node.lineno})"
-                            )
-                except ImportError as e:
-                    warnings.append(f"Import error: {e} (line {node.lineno})")
-                except Exception:
-                    pass  # skip non-importable modules (e.g. project-local)
-        elif isinstance(node, ast.Import):
-            for alias in node.names:
-                try:
-                    importlib.import_module(alias.name)
-                except ImportError as e:
-                    warnings.append(f"Import error: {e} (line {node.lineno})")
-                except Exception:
-                    pass
-
-    # 3. Training script heuristics
+        return warnings
+
+    # 2. Training script heuristics
     if any(kw in content for kw in ("TrainingArguments", "SFTConfig", "DPOConfig", "GRPOConfig")):
         if "push_to_hub" not in content:
             warnings.append(

agent/tools/sandbox_client.py

@@ -262,33 +262,77 @@ def _apply_edit(content, old_str, new_str, mode="replace", replace_all=False):
     raise ValueError(f"Unknown mode: {mode}")
 
 def _validate_python(content, path=""):
-    """Lightweight Python validation. Returns list of warning strings."""
-    import ast as _ast, importlib as _il
+    """Validate Python: syntax, kwargs against real installed signatures, training heuristics.
+
+    Runs inside the sandbox where packages are pip-installed, so we can actually
+    import classes and inspect their __init__ signatures to catch kwarg mismatches
+    before runtime.
+    """
+    import ast as _ast, inspect as _inspect, importlib as _il
     warnings = []
+
+    # 1. Syntax check
     try:
         tree = _ast.parse(content)
     except SyntaxError as e:
         warnings.append(f"Python syntax error at line {e.lineno}: {e.msg}")
         return warnings
+
+    # 2. Build import map: name -> module path (from the script's own imports)
+    import_map = {}
     for node in _ast.walk(tree):
         if isinstance(node, _ast.ImportFrom) and node.module:
-            try:
-                mod = _il.import_module(node.module)
-                for alias in node.names:
-                    if alias.name != "*" and not hasattr(mod, alias.name):
-                        warnings.append(f"Import warning: '{alias.name}' not found in '{node.module}' (line {node.lineno})")
-            except ImportError as e:
-                warnings.append(f"Import error: {e} (line {node.lineno})")
-            except Exception:
-                pass
+            for alias in (node.names or []):
+                local_name = alias.asname or alias.name
+                import_map[local_name] = (node.module, alias.name)
         elif isinstance(node, _ast.Import):
-            for alias in node.names:
-                try:
-                    _il.import_module(alias.name)
-                except ImportError as e:
-                    warnings.append(f"Import error: {e} (line {node.lineno})")
-                except Exception:
-                    pass
+            for alias in (node.names or []):
+                local_name = alias.asname or alias.name
+                import_map[local_name] = (alias.name, None)
+
+    # 3. For each Call node, resolve the callable and check kwargs against signature
+    for node in _ast.walk(tree):
+        if not isinstance(node, _ast.Call):
+            continue
+        # Skip calls with **kwargs unpacking — we can't statically know those keys
+        if any(kw.arg is None for kw in node.keywords):
+            continue
+        call_kwargs = [kw.arg for kw in node.keywords if kw.arg]
+        if not call_kwargs:
+            continue
+
+        # Resolve the callable name
+        func_name = None
+        if isinstance(node.func, _ast.Name):
+            func_name = node.func.id
+        elif isinstance(node.func, _ast.Attribute):
+            func_name = node.func.attr
+        if not func_name or func_name not in import_map:
+            continue
+
+        # Try to import and inspect the real callable
+        module_path, attr_name = import_map[func_name]
+        try:
+            mod = _il.import_module(module_path)
+            obj = getattr(mod, attr_name, None) if attr_name else mod
+            if obj is None:
+                continue
+            sig = _inspect.signature(obj)
+            params = sig.parameters
+            # If **kwargs is in the signature, any kwarg is valid
+            if any(p.kind == _inspect.Parameter.VAR_KEYWORD for p in params.values()):
+                continue
+            valid_names = set(params.keys())
+            for kw_name in call_kwargs:
+                if kw_name not in valid_names:
+                    warnings.append(
+                        f"Invalid kwarg: {func_name}({kw_name}=...) at line {node.lineno} "
+                        f"-- not accepted by {module_path}.{attr_name or func_name}()"
+                    )
+        except Exception:
+            pass  # can't import/inspect — skip silently
+
+    # 4. Training script heuristics
     if any(kw in content for kw in ("TrainingArguments", "SFTConfig", "DPOConfig", "GRPOConfig")):
         if "push_to_hub" not in content:
             warnings.append("Training script warning: no \'push_to_hub\' found")

uv.lock

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 [[package]]
 name = "h11"
 version = "0.16.0"
@@ -939,7 +886,6 @@ agent = [
     { name = "httpx" },
     { name = "huggingface-hub" },
     { name = "litellm" },
-    { name = "lmnr" },
     { name = "nbconvert" },
     { name = "nbformat" },
     { name = "prompt-toolkit" },
@@ -957,7 +903,6 @@ all = [
     { name = "huggingface-hub" },
     { name = "inspect-ai" },
     { name = "litellm" },
-    { name = "lmnr" },
     { name = "nbconvert" },
     { name = "nbformat" },
     { name = "pandas" },
@@ -992,7 +937,6 @@ requires-dist = [
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