diff --git a/src/transformers/agents/default_tools.py b/src/transformers/agents/default_tools.py
index 9adf55289d..6ab971a480 100644
--- a/src/transformers/agents/default_tools.py
+++ b/src/transformers/agents/default_tools.py
@@ -34,11 +34,16 @@ def custom_print(*args):
 
 BASE_PYTHON_TOOLS = {
     "print": custom_print,
+    "isinstance": isinstance,
     "range": range,
     "float": float,
     "int": int,
     "bool": bool,
     "str": str,
+    "set": set,
+    "list": list,
+    "dict": dict,
+    "tuple": tuple,
     "round": round,
     "ceil": math.ceil,
     "floor": math.floor,
@@ -60,10 +65,6 @@ BASE_PYTHON_TOOLS = {
     "max": max,
     "min": min,
     "abs": abs,
-    "list": list,
-    "dict": dict,
-    "tuple": tuple,
-    "set": set,
     "enumerate": enumerate,
     "zip": zip,
     "reversed": reversed,
@@ -74,6 +75,15 @@ BASE_PYTHON_TOOLS = {
     "filter": filter,
     "ord": ord,
     "chr": chr,
+    "next": next,
+    "iter": iter,
+    "divmod": divmod,
+    "callable": callable,
+    "getattr": getattr,
+    "hasattr": hasattr,
+    "setattr": setattr,
+    "issubclass": issubclass,
+    "type": type,
 }
 
 
@@ -147,9 +157,9 @@ class PythonInterpreterTool(Tool):
 
     def __init__(self, *args, authorized_imports=None, **kwargs):
         if authorized_imports is None:
-            authorized_imports = list(set(LIST_SAFE_MODULES))
+            self.authorized_imports = list(set(LIST_SAFE_MODULES))
         else:
-            authorized_imports = list(set(LIST_SAFE_MODULES) | set(authorized_imports))
+            self.authorized_imports = list(set(LIST_SAFE_MODULES) | set(authorized_imports))
         self.inputs = {
             "code": {
                 "type": "text",
@@ -162,7 +172,9 @@ class PythonInterpreterTool(Tool):
         super().__init__(*args, **kwargs)
 
     def forward(self, code):
-        output = str(evaluate_python_code(code, tools=self.available_tools))
+        output = str(
+            evaluate_python_code(code, tools=self.available_tools, authorized_imports=self.authorized_imports)
+        )
         return output
 
 
diff --git a/src/transformers/agents/evaluate_agent.py b/src/transformers/agents/evaluate_agent.py
index 4948dce283..66f734be5b 100644
--- a/src/transformers/agents/evaluate_agent.py
+++ b/src/transformers/agents/evaluate_agent.py
@@ -15,7 +15,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 from .agents import BASE_PYTHON_TOOLS
-from .python_interpreter import InterpretorError, evaluate
+from .python_interpreter import InterpreterError, evaluate
 
 
 ### Fake tools for test
@@ -256,7 +256,7 @@ def evaluate_code(code, inputs=None, state=None, verbose=False, return_interpret
 
     try:
         return evaluate(code, tools, state)
-    except InterpretorError as e:
+    except InterpreterError as e:
         return str(e)
     except Exception as e:
         if verbose:
diff --git a/src/transformers/agents/llm_engine.py b/src/transformers/agents/llm_engine.py
index 76458b0267..eb5edf7515 100644
--- a/src/transformers/agents/llm_engine.py
+++ b/src/transformers/agents/llm_engine.py
@@ -54,7 +54,7 @@ def get_clean_message_list(message_list: List[Dict[str, str]], role_conversions:
             message["role"] = role_conversions[role]
 
         if len(final_message_list) > 0 and message["role"] == final_message_list[-1]["role"]:
-            final_message_list[-1]["content"] += "\n===\n" + message["content"]
+            final_message_list[-1]["content"] += "\n=======\n" + message["content"]
         else:
             final_message_list.append(message)
     return final_message_list
diff --git a/src/transformers/agents/python_interpreter.py b/src/transformers/agents/python_interpreter.py
index 992e9d14f1..39814daa7f 100644
--- a/src/transformers/agents/python_interpreter.py
+++ b/src/transformers/agents/python_interpreter.py
@@ -21,7 +21,7 @@ from collections.abc import Mapping
 from typing import Any, Callable, Dict, List, Optional
 
 
-class InterpretorError(ValueError):
+class InterpreterError(ValueError):
     """
     An error raised when the interpretor cannot evaluate a Python expression, due to syntax error or unsupported
     operations.
@@ -50,6 +50,8 @@ LIST_SAFE_MODULES = [
     "unicodedata",
 ]
 
+PRINT_OUTPUTS = ""
+
 
 class BreakException(Exception):
     pass
@@ -59,13 +61,18 @@ class ContinueException(Exception):
     pass
 
 
+class ReturnException(Exception):
+    def __init__(self, value):
+        self.value = value
+
+
 def get_iterable(obj):
     if isinstance(obj, list):
         return obj
     elif hasattr(obj, "__iter__"):
         return list(obj)
     else:
-        raise InterpretorError("Object is not iterable")
+        raise InterpreterError("Object is not iterable")
 
 
 def evaluate_unaryop(expression, state, tools):
@@ -79,7 +86,7 @@ def evaluate_unaryop(expression, state, tools):
     elif isinstance(expression.op, ast.Invert):
         return ~operand
     else:
-        raise InterpretorError(f"Unary operation {expression.op.__class__.__name__} is not supported.")
+        raise InterpreterError(f"Unary operation {expression.op.__class__.__name__} is not supported.")
 
 
 def evaluate_lambda(lambda_expression, state, tools):
@@ -99,10 +106,15 @@ def evaluate_while(while_loop, state, tools):
     iterations = 0
     while evaluate_ast(while_loop.test, state, tools):
         for node in while_loop.body:
-            evaluate_ast(node, state, tools)
+            try:
+                evaluate_ast(node, state, tools)
+            except BreakException:
+                return None
+            except ContinueException:
+                break
         iterations += 1
         if iterations > max_iterations:
-            raise InterpretorError(f"Maximum number of {max_iterations} iterations in While loop exceeded")
+            raise InterpreterError(f"Maximum number of {max_iterations} iterations in While loop exceeded")
     return None
 
 
@@ -110,15 +122,33 @@ def create_function(func_def, state, tools):
     def new_func(*args, **kwargs):
         func_state = state.copy()
         arg_names = [arg.arg for arg in func_def.args.args]
+        default_values = [evaluate_ast(d, state, tools) for d in func_def.args.defaults]
+
+        # Apply default values
+        defaults = dict(zip(arg_names[-len(default_values) :], default_values))
+
+        # Set positional arguments
         for name, value in zip(arg_names, args):
             func_state[name] = value
+
+        # # Set keyword arguments
+        for name, value in kwargs.items():
+            func_state[name] = value
+
+        # Handle variable arguments
         if func_def.args.vararg:
             vararg_name = func_def.args.vararg.arg
             func_state[vararg_name] = args
+
         if func_def.args.kwarg:
             kwarg_name = func_def.args.kwarg.arg
             func_state[kwarg_name] = kwargs
 
+        # Set default values for arguments that were not provided
+        for name, value in defaults.items():
+            if name not in func_state:
+                func_state[name] = value
+
         # Update function state with self and __class__
         if func_def.args.args and func_def.args.args[0].arg == "self":
             if args:
@@ -126,8 +156,11 @@ def create_function(func_def, state, tools):
                 func_state["__class__"] = args[0].__class__
 
         result = None
-        for stmt in func_def.body:
-            result = evaluate_ast(stmt, func_state, tools)
+        try:
+            for stmt in func_def.body:
+                result = evaluate_ast(stmt, func_state, tools)
+        except ReturnException as e:
+            result = e.value
         return result
 
     return new_func
@@ -155,9 +188,12 @@ def evaluate_class_def(class_def, state, tools):
             class_dict[stmt.name] = evaluate_function_def(stmt, state, tools)
         elif isinstance(stmt, ast.Assign):
             for target in stmt.targets:
-                class_dict[target.id] = evaluate_ast(stmt.value, state, tools)
+                if isinstance(target, ast.Name):
+                    class_dict[target.id] = evaluate_ast(stmt.value, state, tools)
+                elif isinstance(target, ast.Attribute):
+                    class_dict[target.attr] = evaluate_ast(stmt.value, state, tools)
         else:
-            raise InterpretorError(f"Unsupported statement in class body: {stmt.__class__.__name__}")
+            raise InterpreterError(f"Unsupported statement in class body: {stmt.__class__.__name__}")
 
     new_class = type(class_name, tuple(bases), class_dict)
     state[class_name] = new_class
@@ -165,37 +201,77 @@ def evaluate_class_def(class_def, state, tools):
 
 
 def evaluate_augassign(expression: ast.AugAssign, state: Dict[str, Any], tools: Dict[str, Callable]):
-    # Extract the target variable name and the operation
-    if isinstance(expression.target, ast.Name):
-        var_name = expression.target.id
-        current_value = state.get(var_name, 0)  # Assuming default of 0 if not in state
-        value_to_add = evaluate_ast(expression.value, state, tools)
+    # Helper function to get current value and set new value based on the target type
+    def get_current_value(target):
+        if isinstance(target, ast.Name):
+            return state.get(target.id, 0)
+        elif isinstance(target, ast.Subscript):
+            obj = evaluate_ast(target.value, state, tools)
+            key = evaluate_ast(target.slice, state, tools)
+            return obj[key]
+        elif isinstance(target, ast.Attribute):
+            obj = evaluate_ast(target.value, state, tools)
+            return getattr(obj, target.attr)
+        elif isinstance(target, ast.Tuple):
+            return tuple(get_current_value(elt) for elt in target.elts)
+        elif isinstance(target, ast.List):
+            return [get_current_value(elt) for elt in target.elts]
+        else:
+            raise InterpreterError("AugAssign not supported for {type(target)} targets.")
 
-        # Determine the operation and apply it
-        if isinstance(expression.op, ast.Add):
+    current_value = get_current_value(expression.target)
+    value_to_add = evaluate_ast(expression.value, state, tools)
+
+    # Determine the operation and apply it
+    if isinstance(expression.op, ast.Add):
+        if isinstance(current_value, list):
+            if not isinstance(value_to_add, list):
+                raise InterpreterError(f"Cannot add non-list value {value_to_add} to a list.")
             updated_value = current_value + value_to_add
-        elif isinstance(expression.op, ast.Sub):
-            updated_value = current_value - value_to_add
-        elif isinstance(expression.op, ast.Mult):
-            updated_value = current_value * value_to_add
-        elif isinstance(expression.op, ast.Div):
-            updated_value = current_value / value_to_add
-        # Add other operations as needed
-
-        # Update the state
-        state[var_name] = updated_value
-        return updated_value
+        else:
+            updated_value = current_value + value_to_add
+    elif isinstance(expression.op, ast.Sub):
+        updated_value = current_value - value_to_add
+    elif isinstance(expression.op, ast.Mult):
+        updated_value = current_value * value_to_add
+    elif isinstance(expression.op, ast.Div):
+        updated_value = current_value / value_to_add
+    elif isinstance(expression.op, ast.Mod):
+        updated_value = current_value % value_to_add
+    elif isinstance(expression.op, ast.Pow):
+        updated_value = current_value**value_to_add
+    elif isinstance(expression.op, ast.FloorDiv):
+        updated_value = current_value // value_to_add
+    elif isinstance(expression.op, ast.BitAnd):
+        updated_value = current_value & value_to_add
+    elif isinstance(expression.op, ast.BitOr):
+        updated_value = current_value | value_to_add
+    elif isinstance(expression.op, ast.BitXor):
+        updated_value = current_value ^ value_to_add
+    elif isinstance(expression.op, ast.LShift):
+        updated_value = current_value << value_to_add
+    elif isinstance(expression.op, ast.RShift):
+        updated_value = current_value >> value_to_add
     else:
-        raise InterpretorError("AugAssign not supported for non-simple variable targets.")
+        raise InterpreterError(f"Operation {type(expression.op).__name__} is not supported.")
+
+    # Update the state
+    set_value(expression.target, updated_value, state, tools)
+
+    return updated_value
 
 
-def evaluate_boolop(boolop, state, tools):
-    values = [evaluate_ast(val, state, tools) for val in boolop.values]
-    op = boolop.op
-    if isinstance(op, ast.And):
-        return all(values)
-    elif isinstance(op, ast.Or):
-        return any(values)
+def evaluate_boolop(node, state, tools):
+    if isinstance(node.op, ast.And):
+        for value in node.values:
+            if not evaluate_ast(value, state, tools):
+                return False
+        return True
+    elif isinstance(node.op, ast.Or):
+        for value in node.values:
+            if evaluate_ast(value, state, tools):
+                return True
+        return False
 
 
 def evaluate_binop(binop, state, tools):
@@ -233,41 +309,49 @@ def evaluate_binop(binop, state, tools):
 
 
 def evaluate_assign(assign, state, tools):
-    var_names = assign.targets
     result = evaluate_ast(assign.value, state, tools)
-    if len(var_names) == 1:
-        target = var_names[0]
-        if isinstance(target, ast.Tuple):
-            for i, elem in enumerate(target.elts):
-                state[elem.id] = result[i]
-        elif isinstance(target, ast.Attribute):
-            obj = evaluate_ast(target.value, state, tools)
-            setattr(obj, target.attr, result)
-        elif isinstance(target, ast.Subscript):
-            obj = evaluate_ast(target.value, state, tools)
-            key = evaluate_ast(target.slice, state, tools)
-            obj[key] = result
-        else:
-            state[target.id] = result
-
+    if len(assign.targets) == 1:
+        target = assign.targets[0]
+        set_value(target, result, state, tools)
     else:
-        if len(result) != len(var_names):
-            raise InterpretorError(f"Expected {len(var_names)} values but got {len(result)}.")
-        for var_name, r in zip(var_names, result):
-            state[var_name.id] = r
+        if len(assign.targets) != len(result):
+            raise InterpreterError(f"Assign failed: expected {len(result)} values but got {len(assign.targets)}.")
+        for tgt, val in zip(assign.targets, result):
+            set_value(tgt, val, state, tools)
     return result
 
 
+def set_value(target, value, state, tools):
+    if isinstance(target, ast.Name):
+        if target.id in tools:
+            raise InterpreterError(f"Cannot assign to name '{target.id}': doing this would erase the existing tool!")
+        state[target.id] = value
+    elif isinstance(target, ast.Tuple):
+        if not isinstance(value, tuple):
+            raise InterpreterError("Cannot unpack non-tuple value")
+        if len(target.elts) != len(value):
+            raise InterpreterError("Cannot unpack tuple of wrong size")
+        for i, elem in enumerate(target.elts):
+            set_value(elem, value[i], state, tools)
+    elif isinstance(target, ast.Subscript):
+        obj = evaluate_ast(target.value, state, tools)
+        key = evaluate_ast(target.slice, state, tools)
+        obj[key] = value
+    elif isinstance(target, ast.Attribute):
+        obj = evaluate_ast(target.value, state, tools)
+        setattr(obj, target.attr, value)
+
+
 def evaluate_call(call, state, tools):
     if not (isinstance(call.func, ast.Attribute) or isinstance(call.func, ast.Name)):
-        raise InterpretorError(
+        raise InterpreterError(
             f"It is not permitted to evaluate other functions than the provided tools (tried to execute {call.func})."
         )
     if isinstance(call.func, ast.Attribute):
         obj = evaluate_ast(call.func.value, state, tools)
         func_name = call.func.attr
         if not hasattr(obj, func_name):
-            raise InterpretorError(f"Object {obj} has no attribute {func_name}")
+            raise InterpreterError(f"Object {obj} has no attribute {func_name}")
         func = getattr(obj, func_name)
     elif isinstance(call.func, ast.Name):
         func_name = call.func.id
@@ -278,7 +362,7 @@ def evaluate_call(call, state, tools):
         elif func_name in ERRORS:
             func = ERRORS[func_name]
         else:
-            raise InterpretorError(
+            raise InterpreterError(
                 f"It is not permitted to evaluate other functions than the provided tools or imported functions (tried to execute {call.func.id})."
             )
 
@@ -297,22 +381,22 @@ def evaluate_call(call, state, tools):
                 if "__class__" in state and "self" in state:
                     return super(state["__class__"], state["self"])
                 else:
-                    raise InterpretorError("super() needs at least one argument")
+                    raise InterpreterError("super() needs at least one argument")
             cls = args[0]
             if not isinstance(cls, type):
-                raise InterpretorError("super() argument 1 must be type")
+                raise InterpreterError("super() argument 1 must be type")
             if len(args) == 1:
                 return super(cls)
             elif len(args) == 2:
                 instance = args[1]
                 return super(cls, instance)
             else:
-                raise InterpretorError("super() takes at most 2 arguments")
-
+                raise InterpreterError("super() takes at most 2 arguments")
         else:
             if func_name == "print":
                 output = " ".join(map(str, args))
-                state["print_outputs"] += output + "\n"
+                global PRINT_OUTPUTS
+                PRINT_OUTPUTS += output + "\n"
                 return output
             else:  # Assume it's a callable object
                 output = func(*args, **kwargs)
@@ -325,8 +409,14 @@ def evaluate_subscript(subscript, state, tools):
     if isinstance(index, slice):
         return value[index]
     elif isinstance(value, (list, tuple)):
+        # Ensure the index is within bounds
+        if not (-len(value) <= index < len(value)):
+            raise InterpreterError(f"Index {index} out of bounds for list of length {len(value)}")
         return value[int(index)]
     elif isinstance(value, str):
+        # Ensure the index is within bounds
+        if not (-len(value) <= index < len(value)):
+            raise InterpreterError(f"Index {index} out of bounds for string of length {len(value)}")
         return value[index]
     elif index in value:
         return value[index]
@@ -334,7 +424,7 @@ def evaluate_subscript(subscript, state, tools):
         close_matches = difflib.get_close_matches(index, list(value.keys()))
         if len(close_matches) > 0:
             return value[close_matches[0]]
-    raise InterpretorError(f"Could not index {value} with '{index}'.")
+    raise InterpreterError(f"Could not index {value} with '{index}'.")
 
 
 def evaluate_name(name, state, tools):
@@ -347,7 +437,7 @@ def evaluate_name(name, state, tools):
     close_matches = difflib.get_close_matches(name.id, list(state.keys()))
     if len(close_matches) > 0:
         return state[close_matches[0]]
-    raise InterpretorError(f"The variable `{name.id}` is not defined.")
+    raise InterpreterError(f"The variable `{name.id}` is not defined.")
 
 
 def evaluate_condition(condition, state, tools):
@@ -355,30 +445,36 @@ def evaluate_condition(condition, state, tools):
     comparators = [evaluate_ast(c, state, tools) for c in condition.comparators]
     ops = [type(op) for op in condition.ops]
 
-    result = left
+    result = True
+    current_left = left
+
     for op, comparator in zip(ops, comparators):
         if op == ast.Eq:
-            result = result == comparator
+            result = result and (current_left == comparator)
         elif op == ast.NotEq:
-            result = result != comparator
+            result = result and (current_left != comparator)
         elif op == ast.Lt:
-            result = result < comparator
+            result = result and (current_left < comparator)
         elif op == ast.LtE:
-            result = result <= comparator
+            result = result and (current_left <= comparator)
         elif op == ast.Gt:
-            result = result > comparator
+            result = result and (current_left > comparator)
         elif op == ast.GtE:
-            result = result >= comparator
+            result = result and (current_left >= comparator)
         elif op == ast.Is:
-            result = result is comparator
+            result = result and (current_left is comparator)
         elif op == ast.IsNot:
-            result = result is not comparator
+            result = result and (current_left is not comparator)
         elif op == ast.In:
-            result = result in comparator
+            result = result and (current_left in comparator)
         elif op == ast.NotIn:
-            result = result not in comparator
+            result = result and (current_left not in comparator)
         else:
-            raise InterpretorError(f"Operator not supported: {op}")
+            raise InterpreterError(f"Operator not supported: {op}")
+
+        current_left = comparator
+        if not result:
+            break
 
     return result
 
@@ -425,15 +521,17 @@ def evaluate_for(for_loop, state, tools):
 
 def evaluate_listcomp(listcomp, state, tools):
     result = []
-    vars = {}
     for generator in listcomp.generators:
-        var_name = generator.target.id
         iter_value = evaluate_ast(generator.iter, state, tools)
         for value in iter_value:
-            vars[var_name] = value
-            if all(evaluate_ast(if_clause, {**state, **vars}, tools) for if_clause in generator.ifs):
-                elem = evaluate_ast(listcomp.elt, {**state, **vars}, tools)
-                result.append(elem)
+            new_state = state.copy()
+            if isinstance(generator.target, ast.Tuple):
+                for idx, elem in enumerate(generator.target.elts):
+                    new_state[elem.id] = value[idx]
+            else:
+                new_state[generator.target.id] = value
+            if all(evaluate_ast(if_clause, new_state, tools) for if_clause in generator.ifs):
+                result.append(evaluate_ast(listcomp.elt, new_state, tools))
     return result
 
 
@@ -478,7 +576,42 @@ def evaluate_raise(raise_node, state, tools):
         else:
             raise exc
     else:
-        raise InterpretorError("Re-raise is not supported without an active exception")
+        raise InterpreterError("Re-raise is not supported without an active exception")
+
+
+def evaluate_assert(assert_node, state, tools):
+    test_result = evaluate_ast(assert_node.test, state, tools)
+    if not test_result:
+        if assert_node.msg:
+            msg = evaluate_ast(assert_node.msg, state, tools)
+            raise AssertionError(msg)
+        else:
+            # Include the failing condition in the assertion message
+            test_code = ast.unparse(assert_node.test)
+            raise AssertionError(f"Assertion failed: {test_code}")
+
+
+def evaluate_with(with_node, state, tools):
+    contexts = []
+    for item in with_node.items:
+        context_expr = evaluate_ast(item.context_expr, state, tools)
+        if item.optional_vars:
+            state[item.optional_vars.id] = context_expr.__enter__()
+            contexts.append(state[item.optional_vars.id])
+        else:
+            context_var = context_expr.__enter__()
+            contexts.append(context_var)
+
+    try:
+        for stmt in with_node.body:
+            evaluate_ast(stmt, state, tools)
+    except Exception as e:
+        for context in reversed(contexts):
+            context.__exit__(type(e), e, e.__traceback__)
+        raise
+    else:
+        for context in reversed(contexts):
+            context.__exit__(None, None, None)
 
 
 def evaluate_ast(
@@ -501,7 +634,7 @@ def evaluate_ast(
             encounters assignements.
         tools (`Dict[str, Callable]`):
             The functions that may be called during the evaluation. Any call to another function will fail with an
-            `InterpretorError`.
+            `InterpreterError`.
         authorized_imports (`List[str]`):
             The list of modules that can be imported by the code. By default, only a few safe modules are allowed.
             Add more at your own risk!
@@ -537,8 +670,6 @@ def evaluate_ast(
     elif isinstance(expression, ast.Compare):
         # Comparison -> evaluate the comparison
         return evaluate_condition(expression, state, tools)
-    elif isinstance(expression, ast.Return):
-        return evaluate_ast(expression.value, state, tools)
     elif isinstance(expression, ast.Lambda):
         return evaluate_lambda(expression, state, tools)
     elif isinstance(expression, ast.FunctionDef):
@@ -615,7 +746,7 @@ def evaluate_ast(
                 module = __import__(alias.name)
                 state[alias.asname or alias.name] = module
             else:
-                raise InterpretorError(f"Import of {alias.name} is not allowed.")
+                raise InterpreterError(f"Import of {alias.name} is not allowed.")
         return None
     elif isinstance(expression, ast.While):
         return evaluate_while(expression, state, tools)
@@ -625,7 +756,7 @@ def evaluate_ast(
             for alias in expression.names:
                 state[alias.asname or alias.name] = getattr(module, alias.name)
         else:
-            raise InterpretorError(f"Import from {expression.module} is not allowed.")
+            raise InterpreterError(f"Import from {expression.module} is not allowed.")
         return None
     elif isinstance(expression, ast.ClassDef):
         return evaluate_class_def(expression, state, tools)
@@ -633,9 +764,17 @@ def evaluate_ast(
         return evaluate_try(expression, state, tools)
     elif isinstance(expression, ast.Raise):
         return evaluate_raise(expression, state, tools)
+    elif isinstance(expression, ast.Assert):
+        return evaluate_assert(expression, state, tools)
+    elif isinstance(expression, ast.With):
+        return evaluate_with(expression, state, tools)
+    elif isinstance(expression, ast.Set):
+        return {evaluate_ast(elt, state, tools) for elt in expression.elts}
+    elif isinstance(expression, ast.Return):
+        raise ReturnException(evaluate_ast(expression.value, state, tools) if expression.value else None)
     else:
         # For now we refuse anything else. Let's add things as we need them.
-        raise InterpretorError(f"{expression.__class__.__name__} is not supported.")
+        raise InterpreterError(f"{expression.__class__.__name__} is not supported.")
 
 
 def evaluate_python_code(
@@ -652,7 +791,7 @@ def evaluate_python_code(
             The code to evaluate.
         tools (`Dict[str, Callable]`):
             The functions that may be called during the evaluation. Any call to another function will fail with an
-            `InterpretorError`.
+            `InterpreterError`.
         state (`Dict[str, Any]`):
             A dictionary mapping variable names to values. The `state` should contain the initial inputs but will be
             updated by this function to contain all variables as they are evaluated.
@@ -665,17 +804,17 @@ def evaluate_python_code(
     if state is None:
         state = {}
     result = None
-    state["print_outputs"] = ""
-
-    for idx, node in enumerate(expression.body):
+    global PRINT_OUTPUTS
+    PRINT_OUTPUTS = ""
+    for node in expression.body:
         try:
-            line_result = evaluate_ast(node, state, tools, authorized_imports)
-        except InterpretorError as e:
-            msg = f"You tried to execute the following code:\n{code}\n"
-            msg += f"You got these outputs:\n{state['print_outputs']}\n"
-            msg += f"Evaluation stopped at line '{node}' because of the following error:\n{e}"
-            raise InterpretorError(msg)
-        if line_result is not None:
-            result = line_result
+            result = evaluate_ast(node, state, tools, authorized_imports)
+        except InterpreterError as e:
+            msg = f"Evaluation stopped at line '{ast.get_source_segment(code, node)}' because of the following error:\n{e}"
+            if len(PRINT_OUTPUTS) > 0:
+                msg += f"Executing code yielded these outputs:\n{PRINT_OUTPUTS}\n====\n"
+            raise InterpreterError(msg)
+        finally:
+            state["print_outputs"] = PRINT_OUTPUTS
 
     return result
diff --git a/tests/agents/test_agents.py b/tests/agents/test_agents.py
index 79e55bf652..062b98abd4 100644
--- a/tests/agents/test_agents.py
+++ b/tests/agents/test_agents.py
@@ -74,6 +74,26 @@ final_answer(7.2904)
 """
 
 
+def fake_react_code_llm_error(messages, stop_sequences=None) -> str:
+    prompt = str(messages)
+    if "special_marker" not in prompt:
+        return """
+Thought: I should multiply 2 by 3.6452. special_marker
+Code:
+```py
+print = 2
+```<end_code>
+"""
+    else:  # We're at step 2
+        return """
+Thought: I can now answer the initial question
+Code:
+```py
+final_answer("got an error")
+```<end_code>
+"""
+
+
 def fake_code_llm_oneshot(messages, stop_sequences=None) -> str:
     return """
 Thought: I should multiply 2 by 3.6452. special_marker
@@ -124,6 +144,13 @@ Action:
             "tool_name": "code interpreter",
         }
 
+    def test_react_code_agent_code_errors_show_offending_lines(self):
+        agent = ReactCodeAgent(tools=[PythonInterpreterTool()], llm_engine=fake_react_code_llm_error)
+        output = agent.run("What is 2 multiplied by 3.6452?")
+        assert isinstance(output, AgentText)
+        assert output == "got an error"
+        assert "Evaluation stopped at line 'print = 2' because of" in str(agent.logs)
+
     def test_setup_agent_with_empty_toolbox(self):
         ReactJsonAgent(llm_engine=fake_react_json_llm, tools=[])
 
diff --git a/tests/agents/test_python_interpreter.py b/tests/agents/test_python_interpreter.py
index 51775e31e7..6f5907e27b 100644
--- a/tests/agents/test_python_interpreter.py
+++ b/tests/agents/test_python_interpreter.py
@@ -20,7 +20,7 @@ import pytest
 from transformers import load_tool
 from transformers.agents.agent_types import AGENT_TYPE_MAPPING
 from transformers.agents.default_tools import BASE_PYTHON_TOOLS
-from transformers.agents.python_interpreter import InterpretorError, evaluate_python_code
+from transformers.agents.python_interpreter import InterpreterError, evaluate_python_code
 
 from .test_tools_common import ToolTesterMixin
 
@@ -35,16 +35,6 @@ class PythonInterpreterToolTester(unittest.TestCase, ToolTesterMixin):
         self.tool = load_tool("python_interpreter", authorized_imports=["sqlite3"])
         self.tool.setup()
 
-    def test_exact_match_input_spec(self):
-        inputs_spec = self.tool.inputs
-        expected_description = (
-            "The code snippet to evaluate. All variables used in this snippet must be defined in this same snippet, "
-            "else you will get an error. This code can only import the following python libraries: "
-            "['math', 'statistics', 'time', 'itertools', 'stat', 'unicodedata', 'sqlite3', 'queue', 'collections', "
-            "'random', 're']."
-        )
-        self.assertEqual(inputs_spec["code"]["description"], expected_description)
-
     def test_exact_match_arg(self):
         result = self.tool("(2 / 2) * 4")
         self.assertEqual(result, "4.0")
@@ -91,6 +81,17 @@ class PythonInterpreterTester(unittest.TestCase):
         assert result == 5
         self.assertDictEqual(state, {"x": 5, "y": 5, "print_outputs": ""})
 
+        code = "a=1;b=None"
+        result = evaluate_python_code(code, {}, state={})
+        # evaluate returns the value of the last assignment.
+        assert result is None
+
+    def test_assignment_cannot_overwrite_tool(self):
+        code = "print = '3'"
+        with pytest.raises(InterpreterError) as e:
+            evaluate_python_code(code, {"print": print}, state={})
+        assert "Cannot assign to name 'print': doing this would erase the existing tool!" in str(e)
+
     def test_evaluate_call(self):
         code = "y = add_two(x)"
         state = {"x": 3}
@@ -99,7 +100,7 @@ class PythonInterpreterTester(unittest.TestCase):
         self.assertDictEqual(state, {"x": 3, "y": 5, "print_outputs": ""})
 
         # Should not work without the tool
-        with pytest.raises(InterpretorError) as e:
+        with pytest.raises(InterpreterError) as e:
             evaluate_python_code(code, {}, state=state)
         assert "tried to execute add_two" in str(e.value)
 
@@ -237,6 +238,12 @@ for block in text_block:
         result = evaluate_python_code(code, {}, state={})
         assert result == 2
 
+        code = """
+digits, i = [1, 2, 3], 1
+digits[i], digits[i + 1] = digits[i + 1], digits[i]"""
+        state = {}
+        evaluate_python_code(code, {"range": range, "print": print, "int": int}, state)
+
     def test_listcomp(self):
         code = "x = [i for i in range(3)]"
         result = evaluate_python_code(code, {"range": range}, state={})
@@ -278,10 +285,20 @@ for block in text_block:
 
         # test infinite loop
         code = "i = 0\nwhile i < 3:\n    i -= 1\ni"
-        with pytest.raises(InterpretorError) as e:
+        with pytest.raises(InterpreterError) as e:
             evaluate_python_code(code, BASE_PYTHON_TOOLS, state={})
         assert "iterations in While loop exceeded" in str(e)
 
+        # test lazy evaluation
+        code = """
+house_positions = [0, 7, 10, 15, 18, 22, 22]
+i, n, loc = 0, 7, 30
+while i < n and house_positions[i] <= loc:
+    i += 1
+"""
+        state = {}
+        evaluate_python_code(code, BASE_PYTHON_TOOLS, state=state)
+
     def test_generator(self):
         code = "a = [1, 2, 3, 4, 5]; b = (i**2 for i in a); list(b)"
         result = evaluate_python_code(code, BASE_PYTHON_TOOLS, state={})
@@ -353,7 +370,19 @@ if char.isalpha():
         assert result == "LATIN CAPITAL LETTER A"
 
     def test_multiple_comparators(self):
-        code = "0x30A0 <= ord('a') <= 0x30FF"
+        code = "0 <= -1 < 4 and 0 <= -5 < 4"
+        result = evaluate_python_code(code, BASE_PYTHON_TOOLS, state={})
+        assert not result
+
+        code = "0 <= 1 < 4 and 0 <= -5 < 4"
+        result = evaluate_python_code(code, BASE_PYTHON_TOOLS, state={})
+        assert not result
+
+        code = "0 <= 4 < 4 and 0 <= 3 < 4"
+        result = evaluate_python_code(code, BASE_PYTHON_TOOLS, state={})
+        assert not result
+
+        code = "0 <= 3 < 4 and 0 <= 3 < 4"
         result = evaluate_python_code(code, BASE_PYTHON_TOOLS, state={})
         assert result
 
@@ -364,6 +393,16 @@ if char.isalpha():
         assert result == "Ok no one cares"
         assert state["print_outputs"] == "Hello world!\nOk no one cares\n"
 
+        # test print in function
+        code = """
+print("1")
+def function():
+    print("2")
+function()"""
+        state = {}
+        evaluate_python_code(code, {"print": print}, state)
+        assert state["print_outputs"] == "1\n2\n"
+
     def test_tuple_target_in_iterator(self):
         code = "for a, b in [('Ralf Weikert', 'Austria'), ('Samuel Seungwon Lee', 'South Korea')]:res = a.split()[0]"
         result = evaluate_python_code(code, BASE_PYTHON_TOOLS, state={})
@@ -491,3 +530,147 @@ except ValueError as e:
         state = {}
         result = evaluate_python_code(code, {"float": float, "str": str, "int": int}, state=state)
         assert result == int
+
+    def test_tuple_id(self):
+        code = """
+food_items = {"apple": 2, "banana": 3, "orange": 1, "pear": 1}
+unique_food_items = [item for item, count in food_item_counts.items() if count == 1]
+"""
+        state = {}
+        result = evaluate_python_code(code, {}, state=state)
+        assert result == ["orange", "pear"]
+
+    def test_nonsimple_augassign(self):
+        code = """
+counts_dict = {'a': 0}
+counts_dict['a'] += 1
+counts_list = [1, 2, 3]
+counts_list += [4, 5, 6]
+
+class Counter:
+    self.count = 0
+
+a = Counter()
+a.count += 1
+"""
+        state = {}
+        evaluate_python_code(code, {}, state=state)
+        assert state["counts_dict"] == {"a": 1}
+        assert state["counts_list"] == [1, 2, 3, 4, 5, 6]
+        assert state["a"].count == 1
+
+    def test_adding_int_to_list_raises_error(self):
+        code = """
+counts = [1, 2, 3]
+counts += 1"""
+        with pytest.raises(InterpreterError) as e:
+            evaluate_python_code(code, BASE_PYTHON_TOOLS, state={})
+        assert "Cannot add non-list value 1 to a list." in str(e)
+
+    def test_error_highlights_correct_line_of_code(self):
+        code = """# Ok this is a very long code
+# It has many commented lines
+a = 1
+b = 2
+
+# Here is another piece
+counts = [1, 2, 3]
+counts += 1
+b += 1"""
+        with pytest.raises(InterpreterError) as e:
+            evaluate_python_code(code, BASE_PYTHON_TOOLS, state={})
+        assert "Evaluation stopped at line 'counts += 1" in str(e)
+
+    def test_assert(self):
+        code = """
+assert 1 == 1
+assert 1 == 2
+"""
+        with pytest.raises(AssertionError) as e:
+            evaluate_python_code(code, BASE_PYTHON_TOOLS, state={})
+        assert "1 == 2" in str(e) and "1 == 1" not in str(e)
+
+    def test_with_context_manager(self):
+        code = """
+class SimpleLock:
+    def __init__(self):
+        self.locked = False
+
+    def __enter__(self):
+        self.locked = True
+        return self
+
+    def __exit__(self, exc_type, exc_value, traceback):
+        self.locked = False
+
+lock = SimpleLock()
+
+with lock as l:
+    assert l.locked == True
+
+assert lock.locked == False
+    """
+        state = {}
+        tools = {}
+        evaluate_python_code(code, tools, state)
+
+    def test_default_arg_in_function(self):
+        code = """
+def f(a, b=333, n=1000):
+    return b + n
+n = f(1, n=667)
+"""
+        res = evaluate_python_code(code, {}, {})
+        assert res == 1000
+
+    def test_set(self):
+        code = """
+S1 = {'a', 'b', 'c'}
+S2 = {'b', 'c', 'd'}
+S3 = S1.difference(S2)
+S4 = S1.intersection(S2)
+"""
+        state = {}
+        evaluate_python_code(code, {}, state=state)
+        assert state["S3"] == {"a"}
+        assert state["S4"] == {"b", "c"}
+
+    def test_break(self):
+        code = """
+i = 0
+
+while True:
+    i+= 1
+    if i==3:
+        break
+
+i"""
+        result = evaluate_python_code(code, {"print": print, "round": round}, state={})
+        assert result == 3
+
+    def test_return(self):
+        # test early returns
+        code = """
+def add_one(n, shift):
+    if True:
+        return n + shift
+    return n
+
+add_one(1, 1)
+"""
+        state = {}
+        result = evaluate_python_code(code, {"print": print, "range": range, "ord": ord, "chr": chr}, state=state)
+        print(state)
+        assert result == 2
+
+        # test returning None
+        code = """
+def returns_none(a):
+    return
+
+returns_none(1)
+"""
+        state = {}
+        result = evaluate_python_code(code, {"print": print, "range": range, "ord": ord, "chr": chr}, state=state)
+        print(state)
+        assert result is None