diff --git a/pyproject.toml b/pyproject.toml
index a4863ee..a2b6ff1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -9,8 +9,8 @@ dependencies = [
     "prefect>=3.0",
     "jinja2>=3.1.4",
     "langchain_core>=0.3",
-    "langchain_openai>=0.1.8",
-    "langchain-anthropic>=0.1.19",
+    "langchain_openai>=0.2",
+    "langchain-anthropic>=0.2",
     "markdownify>=0.12.1",
     "pydantic-settings>=2.2.1",
     "textual>=0.61.1",
diff --git a/src/controlflow/run.py b/src/controlflow/run.py
index 1f01a35..0d38eb9 100644
--- a/src/controlflow/run.py
+++ b/src/controlflow/run.py
@@ -23,7 +23,7 @@ def run_tasks(
     flow: Flow = None,
     agent: Agent = None,
     turn_strategy: TurnStrategy = None,
-    raise_on_error: bool = True,
+    raise_on_failure: bool = True,
     max_llm_calls: int = None,
     max_agent_turns: int = None,
     handlers: list[Handler] = None,
@@ -47,7 +47,7 @@ def run_tasks(
         max_agent_turns=max_agent_turns,
     )
 
-    if raise_on_error and any(t.is_failed() for t in tasks):
+    if raise_on_failure and any(t.is_failed() for t in tasks):
         errors = [f"- {t.friendly_name()}: {t.result}" for t in tasks if t.is_failed()]
         if errors:
             raise ValueError(
@@ -64,7 +64,7 @@ async def run_tasks_async(
     flow: Flow = None,
     agent: Agent = None,
     turn_strategy: TurnStrategy = None,
-    raise_on_error: bool = True,
+    raise_on_failure: bool = True,
     max_llm_calls: int = None,
     max_agent_turns: int = None,
     handlers: list[Handler] = None,
@@ -85,7 +85,7 @@ async def run_tasks_async(
         max_agent_turns=max_agent_turns,
     )
 
-    if raise_on_error and any(t.is_failed() for t in tasks):
+    if raise_on_failure and any(t.is_failed() for t in tasks):
         errors = [f"- {t.friendly_name()}: {t.result}" for t in tasks if t.is_failed()]
         if errors:
             raise ValueError(
@@ -102,14 +102,14 @@ def run(
     turn_strategy: TurnStrategy = None,
     max_llm_calls: int = None,
     max_agent_turns: int = None,
-    raise_on_error: bool = True,
+    raise_on_failure: bool = True,
     handlers: list[Handler] = None,
     **task_kwargs,
 ) -> Any:
     task = Task(objective=objective, **task_kwargs)
     results = run_tasks(
         tasks=[task],
-        raise_on_error=raise_on_error,
+        raise_on_failure=raise_on_failure,
         turn_strategy=turn_strategy,
         max_llm_calls=max_llm_calls,
         max_agent_turns=max_agent_turns,
@@ -126,7 +126,7 @@ async def run_async(
     turn_strategy: TurnStrategy = None,
     max_llm_calls: int = None,
     max_agent_turns: int = None,
-    raise_on_error: bool = True,
+    raise_on_failure: bool = True,
     handlers: list[Handler] = None,
     **task_kwargs,
 ) -> Any:
@@ -138,7 +138,7 @@ async def run_async(
         turn_strategy=turn_strategy,
         max_llm_calls=max_llm_calls,
         max_agent_turns=max_agent_turns,
-        raise_on_error=raise_on_error,
+        raise_on_failure=raise_on_failure,
         handlers=handlers,
     )
     return results[0]
diff --git a/src/controlflow/tasks/task.py b/src/controlflow/tasks/task.py
index 2c18902..34c1b7e 100644
--- a/src/controlflow/tasks/task.py
+++ b/src/controlflow/tasks/task.py
@@ -360,6 +360,7 @@ def run(
         max_llm_calls: int = None,
         max_agent_turns: int = None,
         handlers: list["Handler"] = None,
+        raise_on_failure: bool = True,
     ) -> T:
         """
         Run the task
@@ -372,13 +373,13 @@ def run(
             turn_strategy=turn_strategy,
             max_llm_calls=max_llm_calls,
             max_agent_turns=max_agent_turns,
-            raise_on_error=False,
+            raise_on_failure=False,
             handlers=handlers,
         )
 
         if self.is_successful():
             return self.result
-        elif self.is_failed():
+        elif raise_on_failure and self.is_failed():
             raise ValueError(f"{self.friendly_name()} failed: {self.result}")
 
     @prefect_task(task_run_name=get_task_run_name)
@@ -390,6 +391,7 @@ async def run_async(
         max_llm_calls: int = None,
         max_agent_turns: int = None,
         handlers: list["Handler"] = None,
+        raise_on_failure: bool = True,
     ) -> T:
         """
         Run the task
@@ -402,13 +404,13 @@ async def run_async(
             turn_strategy=turn_strategy,
             max_llm_calls=max_llm_calls,
             max_agent_turns=max_agent_turns,
-            raise_on_error=False,
+            raise_on_failure=False,
             handlers=handlers,
         )
 
         if self.is_successful():
             return self.result
-        elif self.is_failed():
+        elif raise_on_failure and self.is_failed():
             raise ValueError(f"{self.friendly_name()} failed: {self.result}")
 
     @contextmanager