diff --git a/src/sandbox/anti_hack.py b/src/sandbox/anti_hack.py
index 7130ad2..fe697a6 100644
--- a/src/sandbox/anti_hack.py
+++ b/src/sandbox/anti_hack.py
@@ -72,22 +72,28 @@
 class HackDetector(ast.NodeVisitor):
     """AST visitor that detects hack patterns in generated code.
 
-    Two checks:
+    Three checks:
     1. Hard blacklist: forbidden imports/attribute access (ctypes, vllm, etc.)
     2. Torch API whitelist: any torch.X() call NOT in ALLOWED_TORCH_API -> hack
+    3. getattr(torch, "xxx") / import alias detection: catch obfuscation attempts
     """
 
     def __init__(self, blacklist: List[str] = None):
         self.violations: List[str] = []
         self.blacklist = blacklist or []
+        # Track import aliases: {"tr": "torch", "ts": "torch.sum", ...}
+        self._aliases: dict = {}
 
-    # ---- Hard blacklist: imports ----
+    # ---- Hard blacklist + alias tracking: imports ----
     def visit_Import(self, node: ast.Import):
         for alias in node.names:
             if self._is_blacklisted(alias.name):
                 self.violations.append(
                     f"Forbidden import: 'import {alias.name}' (line {node.lineno})"
                 )
+            # Track alias: import torch as tr -> "tr" -> "torch"
+            if alias.asname:
+                self._aliases[alias.asname] = alias.name
         self.generic_visit(node)
 
     def visit_ImportFrom(self, node: ast.ImportFrom):
@@ -96,12 +102,18 @@ def visit_ImportFrom(self, node: ast.ImportFrom):
             self.violations.append(
                 f"Forbidden import: 'from {node.module} import {names}' (line {node.lineno})"
             )
+        # Track aliases: from torch import sum as ts -> "ts" -> "torch.sum"
+        if node.module:
+            for alias in node.names:
+                key = alias.asname or alias.name
+                self._aliases[key] = f"{node.module}.{alias.name}"
         self.generic_visit(node)
 
-    # ---- Torch API whitelist: call detection ----
+    # ---- Torch API whitelist + getattr detection: call detection ----
     def visit_Call(self, node: ast.Call):
         # Get the full attribute chain of the call, e.g. "torch.sum"
         call_chain = self._get_attr_chain(node.func)
+        call_chain = self._resolve_alias(call_chain) if call_chain else call_chain
 
         if call_chain:
             # Check hard blacklist first
@@ -115,6 +127,23 @@ def visit_Call(self, node: ast.Call):
                     f"Forbidden torch API: '{call_chain}()' not in allowed whitelist (line {node.lineno})"
                 )
 
+        # Detect getattr(torch, "sum") — dynamic attribute access
+        if (
+            isinstance(node.func, ast.Name) and node.func.id == "getattr"
+            and len(node.args) >= 2
+            and isinstance(node.args[1], ast.Constant)
+            and isinstance(node.args[1].value, str)
+        ):
+            # Reconstruct: getattr(torch, "sum") -> "torch.sum"
+            base = self._get_attr_chain(node.args[0])
+            if base:
+                full = f"{base}.{node.args[1].value}"
+                full = self._resolve_alias(full)
+                if self._is_torch_api(full) and not self._is_allowed(full):
+                    self.violations.append(
+                        f"Forbidden torch API via getattr: 'getattr({base}, \"{node.args[1].value}\")' (line {node.lineno})"
+                    )
+
         # Detect __import__("vllm...")
         if isinstance(node.func, ast.Name) and node.func.id == "__import__":
             if node.args and isinstance(node.args[0], ast.Constant):
@@ -168,10 +197,19 @@ def _is_allowed(self, call_chain: str) -> bool:
         for prefix in _TRITON_ALLOWED_PREFIXES:
             if call_chain.startswith(prefix):
                 return True
-        # Allow torch.Tensor attributes accessed as calls (e.g. x.to(), x.clone())
-        # These are typically tensor method calls, not torch API calls
         return False
 
+    def _resolve_alias(self, call_chain: str) -> str:
+        """Resolve import aliases: 'tr.sum' -> 'torch.sum'."""
+        if not call_chain:
+            return call_chain
+        parts = call_chain.split(".")
+        first = parts[0]
+        if first in self._aliases:
+            parts[0] = self._aliases[first]
+            return ".".join(parts)
+        return call_chain
+
     def _is_importlib_call(self, node: ast.Call) -> bool:
         func = node.func
         if isinstance(func, ast.Attribute) and func.attr == "import_module":
@@ -188,10 +226,7 @@ def _get_attr_chain(self, node: ast.AST) -> str:
         if isinstance(node, ast.Name):
             parts.append(node.id)
         elif isinstance(node, ast.Call):
-            # chained call like foo().bar — get the inner call chain
-            inner = self._get_attr_chain(node.func)
-            if inner:
-                return None  # too complex, skip
+            # chained call like foo().bar — skip
             return None
         else:
             return None