diff --git a/lib/crewai/src/crewai/context.py b/lib/crewai/src/crewai/context.py index 8edc4fdfbf..bf73a221c4 100644 --- a/lib/crewai/src/crewai/context.py +++ b/lib/crewai/src/crewai/context.py @@ -43,3 +43,23 @@ def platform_context(integration_token: str) -> Generator[None, Any, None]: yield finally: _platform_integration_token.reset(token) + + +_current_task_id: contextvars.ContextVar[str | None] = contextvars.ContextVar( + "current_task_id", default=None +) + + +def set_current_task_id(task_id: str | None) -> contextvars.Token[str | None]: + """Set the current task ID in the context. Returns a token for reset.""" + return _current_task_id.set(task_id) + + +def reset_current_task_id(token: contextvars.Token[str | None]) -> None: + """Reset the current task ID to its previous value.""" + _current_task_id.reset(token) + + +def get_current_task_id() -> str | None: + """Get the current task ID from the context.""" + return _current_task_id.get() diff --git a/lib/crewai/src/crewai/crew.py b/lib/crewai/src/crewai/crew.py index 09a103eba4..c69dae65ae 100644 --- a/lib/crewai/src/crewai/crew.py +++ b/lib/crewai/src/crewai/crew.py @@ -1517,6 +1517,7 @@ def _create_crew_output(self, task_outputs: list[TaskOutput]) -> CrewOutput: final_string_output = final_task_output.raw self._finish_execution(final_string_output) self.token_usage = self.calculate_usage_metrics() + crewai_event_bus.flush() crewai_event_bus.emit( self, CrewKickoffCompletedEvent( diff --git a/lib/crewai/src/crewai/experimental/agent_executor.py b/lib/crewai/src/crewai/experimental/agent_executor.py index 87f9e83d40..037df67935 100644 --- a/lib/crewai/src/crewai/experimental/agent_executor.py +++ b/lib/crewai/src/crewai/experimental/agent_executor.py @@ -32,7 +32,8 @@ ToolUsageFinishedEvent, ToolUsageStartedEvent, ) -from crewai.flow.flow import Flow, listen, or_, router, start +from crewai.flow.flow import Flow, StateProxy, listen, or_, router, start +from crewai.flow.types import FlowMethodName from crewai.hooks.llm_hooks import ( get_after_llm_call_hooks, get_before_llm_call_hooks, @@ -225,7 +226,11 @@ def messages(self) -> list[LLMMessage]: @messages.setter def messages(self, value: list[LLMMessage]) -> None: """Delegate to state for ExecutorContext conformance.""" - self._state.messages = value + if self._flow_initialized and hasattr(self, "_state_lock"): + with self._state_lock: + self._state.messages = value + else: + self._state.messages = value @property def ask_for_human_input(self) -> bool: @@ -353,6 +358,8 @@ def state(self) -> AgentReActState: Flow initialization is deferred to prevent event emission during agent setup. Returns the temporary state until invoke() is called. """ + if self._flow_initialized and hasattr(self, "_state_lock"): + return StateProxy(self._state, self._state_lock) # type: ignore[return-value] return self._state @property @@ -461,15 +468,14 @@ def call_llm_and_parse(self) -> Literal["parsed", "parser_error", "context_error raise @listen("continue_reasoning_native") - def call_llm_native_tools( - self, - ) -> Literal["native_tool_calls", "native_finished", "context_error"]: + def call_llm_native_tools(self) -> None: """Execute LLM call with native function calling. Always calls the LLM so it can read reflection prompts and decide whether to provide a final answer or request more tools. - Returns routing decision based on whether tool calls or final answer. + Note: This is a listener, not a router. The route_native_tool_result + router fires after this to determine the next step based on state. """ try: # Clear pending tools - LLM will decide what to do next after reading @@ -499,8 +505,7 @@ def call_llm_native_tools( if isinstance(answer, list) and answer and self._is_tool_call_list(answer): # Store tool calls for sequential processing self.state.pending_tool_calls = list(answer) - - return "native_tool_calls" + return # Router will check pending_tool_calls if isinstance(answer, BaseModel): self.state.current_answer = AgentFinish( @@ -510,7 +515,7 @@ def call_llm_native_tools( ) self._invoke_step_callback(self.state.current_answer) self._append_message_to_state(answer.model_dump_json()) - return "native_finished" + return # Router will check current_answer # Text response - this is the final answer if isinstance(answer, str): @@ -521,8 +526,7 @@ def call_llm_native_tools( ) self._invoke_step_callback(self.state.current_answer) self._append_message_to_state(answer) - - return "native_finished" + return # Router will check current_answer # Unexpected response type, treat as final answer self.state.current_answer = AgentFinish( @@ -532,13 +536,12 @@ def call_llm_native_tools( ) self._invoke_step_callback(self.state.current_answer) self._append_message_to_state(str(answer)) - - return "native_finished" + # Router will check current_answer except Exception as e: if is_context_length_exceeded(e): self._last_context_error = e - return "context_error" + return # Router will check _last_context_error if e.__class__.__module__.startswith("litellm"): raise e handle_unknown_error(self._printer, e, verbose=self.agent.verbose) @@ -551,6 +554,22 @@ def route_by_answer_type(self) -> Literal["execute_tool", "agent_finished"]: return "execute_tool" return "agent_finished" + @router(call_llm_native_tools) + def route_native_tool_result( + self, + ) -> Literal["native_tool_calls", "native_finished", "context_error"]: + """Route based on LLM response for native tool calling. + + Checks state set by call_llm_native_tools to determine next step. + This router is needed because only router return values trigger + downstream listeners. + """ + if self._last_context_error is not None: + return "context_error" + if self.state.pending_tool_calls: + return "native_tool_calls" + return "native_finished" + @listen("execute_tool") def execute_tool_action(self) -> Literal["tool_completed", "tool_result_is_final"]: """Execute the tool action and handle the result.""" @@ -908,9 +927,11 @@ def increment_native_and_continue(self) -> Literal["initialized"]: self.state.iterations += 1 return "initialized" - @listen("initialized") + @listen(or_("initialized", "tool_completed", "native_tool_completed")) def continue_iteration(self) -> Literal["check_iteration"]: """Bridge listener that connects iteration loop back to iteration check.""" + if self._flow_initialized: + self._discard_or_listener(FlowMethodName("continue_iteration")) return "check_iteration" @router(or_(initialize_reasoning, continue_iteration)) diff --git a/lib/crewai/src/crewai/flow/flow.py b/lib/crewai/src/crewai/flow/flow.py index 64bd86d53d..5a6ac45578 100644 --- a/lib/crewai/src/crewai/flow/flow.py +++ b/lib/crewai/src/crewai/flow/flow.py @@ -7,7 +7,14 @@ from __future__ import annotations import asyncio -from collections.abc import Callable, Sequence +from collections.abc import ( + Callable, + ItemsView, + Iterator, + KeysView, + Sequence, + ValuesView, +) from concurrent.futures import Future import copy import inspect @@ -409,6 +416,132 @@ def and_(*conditions: str | FlowCondition | Callable[..., Any]) -> FlowCondition return {"type": AND_CONDITION, "conditions": processed_conditions} +class LockedListProxy(Generic[T]): + """Thread-safe proxy for list operations. + + Wraps a list and uses a lock for all mutating operations. + """ + + def __init__(self, lst: list[T], lock: threading.Lock) -> None: + self._list = lst + self._lock = lock + + def append(self, item: T) -> None: + with self._lock: + self._list.append(item) + + def extend(self, items: list[T]) -> None: + with self._lock: + self._list.extend(items) + + def insert(self, index: int, item: T) -> None: + with self._lock: + self._list.insert(index, item) + + def remove(self, item: T) -> None: + with self._lock: + self._list.remove(item) + + def pop(self, index: int = -1) -> T: + with self._lock: + return self._list.pop(index) + + def clear(self) -> None: + with self._lock: + self._list.clear() + + def __setitem__(self, index: int, value: T) -> None: + with self._lock: + self._list[index] = value + + def __delitem__(self, index: int) -> None: + with self._lock: + del self._list[index] + + def __getitem__(self, index: int) -> T: + return self._list[index] + + def __len__(self) -> int: + return len(self._list) + + def __iter__(self) -> Iterator[T]: + return iter(self._list) + + def __contains__(self, item: object) -> bool: + return item in self._list + + def __repr__(self) -> str: + return repr(self._list) + + def __bool__(self) -> bool: + return bool(self._list) + + +class LockedDictProxy(Generic[T]): + """Thread-safe proxy for dict operations. + + Wraps a dict and uses a lock for all mutating operations. + """ + + def __init__(self, d: dict[str, T], lock: threading.Lock) -> None: + self._dict = d + self._lock = lock + + def __setitem__(self, key: str, value: T) -> None: + with self._lock: + self._dict[key] = value + + def __delitem__(self, key: str) -> None: + with self._lock: + del self._dict[key] + + def pop(self, key: str, *default: T) -> T: + with self._lock: + return self._dict.pop(key, *default) + + def update(self, other: dict[str, T]) -> None: + with self._lock: + self._dict.update(other) + + def clear(self) -> None: + with self._lock: + self._dict.clear() + + def setdefault(self, key: str, default: T) -> T: + with self._lock: + return self._dict.setdefault(key, default) + + def __getitem__(self, key: str) -> T: + return self._dict[key] + + def __len__(self) -> int: + return len(self._dict) + + def __iter__(self) -> Iterator[str]: + return iter(self._dict) + + def __contains__(self, key: object) -> bool: + return key in self._dict + + def keys(self) -> KeysView[str]: + return self._dict.keys() + + def values(self) -> ValuesView[T]: + return self._dict.values() + + def items(self) -> ItemsView[str, T]: + return self._dict.items() + + def get(self, key: str, default: T | None = None) -> T | None: + return self._dict.get(key, default) + + def __repr__(self) -> str: + return repr(self._dict) + + def __bool__(self) -> bool: + return bool(self._dict) + + class StateProxy(Generic[T]): """Proxy that provides thread-safe access to flow state. @@ -423,7 +556,13 @@ def __init__(self, state: T, lock: threading.Lock) -> None: object.__setattr__(self, "_proxy_lock", lock) def __getattr__(self, name: str) -> Any: - return getattr(object.__getattribute__(self, "_proxy_state"), name) + value = getattr(object.__getattribute__(self, "_proxy_state"), name) + lock = object.__getattribute__(self, "_proxy_lock") + if isinstance(value, list): + return LockedListProxy(value, lock) + if isinstance(value, dict): + return LockedDictProxy(value, lock) + return value def __setattr__(self, name: str, value: Any) -> None: if name in ("_proxy_state", "_proxy_lock"): @@ -1593,7 +1732,6 @@ async def run_flow() -> None: reset_emission_counter() reset_last_event_id() - # Emit FlowStartedEvent and log the start of the flow. if not self.suppress_flow_events: future = crewai_event_bus.emit( self, @@ -1604,7 +1742,10 @@ async def run_flow() -> None: ), ) if future: - self._event_futures.append(future) + try: + await asyncio.wrap_future(future) + except Exception: + logger.warning("FlowStartedEvent handler failed", exc_info=True) self._log_flow_event( f"Flow started with ID: {self.flow_id}", color="bold magenta" ) @@ -1696,6 +1837,12 @@ async def run_flow() -> None: final_output = self._method_outputs[-1] if self._method_outputs else None + if self._event_futures: + await asyncio.gather( + *[asyncio.wrap_future(f) for f in self._event_futures] + ) + self._event_futures.clear() + if not self.suppress_flow_events: future = crewai_event_bus.emit( self, @@ -1707,13 +1854,12 @@ async def run_flow() -> None: ), ) if future: - self._event_futures.append(future) - - if self._event_futures: - await asyncio.gather( - *[asyncio.wrap_future(f) for f in self._event_futures] - ) - self._event_futures.clear() + try: + await asyncio.wrap_future(future) + except Exception: + logger.warning( + "FlowFinishedEvent handler failed", exc_info=True + ) if not self.suppress_flow_events: trace_listener = TraceCollectionListener() @@ -2027,15 +2173,14 @@ async def _execute_listeners( router_input = router_result_to_feedback.get( str(current_trigger), current_result ) - current_triggering_event_id = await self._execute_single_listener( + ( + router_result, + current_triggering_event_id, + ) = await self._execute_single_listener( router_name, router_input, current_triggering_event_id ) - # After executing router, the router's result is the path - router_result = ( - self._method_outputs[-1] if self._method_outputs else None - ) if router_result: # Only add non-None results - router_results.append(router_result) + router_results.append(FlowMethodName(str(router_result))) # If this was a human_feedback router, map the outcome to the feedback if self.last_human_feedback is not None: router_result_to_feedback[str(router_result)] = ( @@ -2265,7 +2410,7 @@ async def _execute_single_listener( listener_name: FlowMethodName, result: Any, triggering_event_id: str | None = None, - ) -> str | None: + ) -> tuple[Any, str | None]: """Executes a single listener method with proper event handling. This internal method manages the execution of an individual listener, @@ -2278,8 +2423,9 @@ async def _execute_single_listener( used for causal chain tracking. Returns: - The event_id of the MethodExecutionFinishedEvent emitted by this listener, - or None if events are suppressed. + A tuple of (listener_result, event_id) where listener_result is the return + value of the listener method and event_id is the MethodExecutionFinishedEvent + id, or (None, None) if skipped during resumption. Note: - Inspects method signature to determine if it accepts the trigger result @@ -2305,7 +2451,7 @@ async def _execute_single_listener( ): # This conditional start was executed, continue its chain await self._execute_start_method(start_method_name) - return None + return (None, None) # For cyclic flows, clear from completed to allow re-execution self._completed_methods.discard(listener_name) # Also clear from fired OR listeners for cyclic flows @@ -2343,46 +2489,7 @@ async def _execute_single_listener( listener_name, listener_result, finished_event_id ) - # If this listener is also a router (e.g., has @human_feedback with emit), - # we need to trigger listeners for the router result as well - if listener_name in self._routers and listener_result is not None: - router_result_trigger = FlowMethodName(str(listener_result)) - listeners_for_result = self._find_triggered_methods( - router_result_trigger, router_only=False - ) - if listeners_for_result: - # Pass the HumanFeedbackResult if available - feedback_result = ( - self.last_human_feedback - if self.last_human_feedback is not None - else listener_result - ) - racing_group = self._get_racing_group_for_listeners( - listeners_for_result - ) - if racing_group: - racing_members, _ = racing_group - other_listeners = [ - name - for name in listeners_for_result - if name not in racing_members - ] - await self._execute_racing_listeners( - racing_members, - other_listeners, - feedback_result, - finished_event_id, - ) - else: - tasks = [ - self._execute_single_listener( - name, feedback_result, finished_event_id - ) - for name in listeners_for_result - ] - await asyncio.gather(*tasks) - - return finished_event_id + return (listener_result, finished_event_id) except Exception as e: # Don't log HumanFeedbackPending as an error - it's expected control flow diff --git a/lib/crewai/src/crewai/task.py b/lib/crewai/src/crewai/task.py index d73c3d919c..eac42f956e 100644 --- a/lib/crewai/src/crewai/task.py +++ b/lib/crewai/src/crewai/task.py @@ -31,6 +31,7 @@ from typing_extensions import Self from crewai.agents.agent_builder.base_agent import BaseAgent +from crewai.context import reset_current_task_id, set_current_task_id from crewai.core.providers.content_processor import process_content from crewai.events.event_bus import crewai_event_bus from crewai.events.types.task_events import ( @@ -561,6 +562,7 @@ async def _aexecute_core( tools: list[Any] | None, ) -> TaskOutput: """Run the core execution logic of the task asynchronously.""" + task_id_token = set_current_task_id(str(self.id)) self._store_input_files() try: agent = agent or self.agent @@ -648,6 +650,7 @@ async def _aexecute_core( raise e # Re-raise the exception after emitting the event finally: clear_task_files(self.id) + reset_current_task_id(task_id_token) def _execute_core( self, @@ -656,6 +659,7 @@ def _execute_core( tools: list[Any] | None, ) -> TaskOutput: """Run the core execution logic of the task.""" + task_id_token = set_current_task_id(str(self.id)) self._store_input_files() try: agent = agent or self.agent @@ -744,6 +748,7 @@ def _execute_core( raise e # Re-raise the exception after emitting the event finally: clear_task_files(self.id) + reset_current_task_id(task_id_token) def _post_agent_execution(self, agent: BaseAgent) -> None: pass diff --git a/lib/crewai/tests/agents/test_lite_agent.py b/lib/crewai/tests/agents/test_lite_agent.py index 32a7c0ef1c..6f989a27c6 100644 --- a/lib/crewai/tests/agents/test_lite_agent.py +++ b/lib/crewai/tests/agents/test_lite_agent.py @@ -606,9 +606,10 @@ def test_lite_agent_with_invalid_llm(): @patch.dict("os.environ", {"CREWAI_PLATFORM_INTEGRATION_TOKEN": "test_token"}) +@patch("crewai_tools.tools.crewai_platform_tools.crewai_platform_action_tool.requests.post") @patch("crewai_tools.tools.crewai_platform_tools.crewai_platform_tool_builder.requests.get") @pytest.mark.vcr() -def test_agent_kickoff_with_platform_tools(mock_get): +def test_agent_kickoff_with_platform_tools(mock_get, mock_post): """Test that Agent.kickoff() properly integrates platform tools with LiteAgent""" mock_response = Mock() mock_response.raise_for_status.return_value = None @@ -632,6 +633,15 @@ def test_agent_kickoff_with_platform_tools(mock_get): } mock_get.return_value = mock_response + # Mock the platform tool execution + mock_post_response = Mock() + mock_post_response.ok = True + mock_post_response.json.return_value = { + "success": True, + "issue_url": "https://github.com/test/repo/issues/1" + } + mock_post.return_value = mock_post_response + agent = Agent( role="Test Agent", goal="Test goal", diff --git a/lib/crewai/tests/cassettes/agents/test_agent_kickoff_with_platform_tools.yaml b/lib/crewai/tests/cassettes/agents/test_agent_kickoff_with_platform_tools.yaml index 53b4c57e23..72c629c70f 100644 --- a/lib/crewai/tests/cassettes/agents/test_agent_kickoff_with_platform_tools.yaml +++ b/lib/crewai/tests/cassettes/agents/test_agent_kickoff_with_platform_tools.yaml @@ -1,98 +1,227 @@ interactions: - 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Here's a structured list + of the top 10 best soccer players in the world as of 2024, considering their + performance, skills, achievements, and impact in recent seasons:\\n\\n### + Top 10 Best Soccer Players in the World (2024)\\n\\n| Rank | Player Name | + Nationality | Club (2023/24 Season) | Position | Key Attributes + \ | Recent Achievements |\\n|-------|---------------------|-------------|----------------------------|------------------|---------------------------------|------------------------------------|\\n| + 1 | Lionel Messi | Argentina | Paris Saint-Germain (PSG) | + Forward/Playmaker| Dribbling, Vision, Free kicks | 2023 World Cup Golden + Ball, Club Successes |\\n| 2 | Kylian Mbapp\xE9 | France | + Paris Saint-Germain (PSG) | Forward | Speed, Finishing, Dribbling + \ | Ligue 1 Top Scorer, World Cup Winner 2018|\\n| 3 | Erling Haaland + \ | Norway | Manchester City | Striker | Strength, + Finishing, Positioning| Premier League Golden Boot, Champions League Impact|\\n| + 4 | Kevin De Bruyne | Belgium | Manchester City | + Midfielder | Passing, Vision, Creativity | Premier League Titles, + Key Playmaker|\\n| 5 | Robert Lewandowski | Poland | FC Barcelona + \ | Striker | Finishing, Positioning, Composure| La + Liga Top Scorer, Consistent Scorer|\\n| 6 | Neymar Jr. | Brazil + \ | Al-Hilal | Forward/Winger | Dribbling, Creativity, + Flair | Copa America Titles, Club Success |\\n| 7 | Mohamed Salah | + Egypt | Liverpool | Forward/Winger | Pace, Finishing, + Work Rate | Premier League Golden Boot, Champions League Winner|\\n| + 8 | Vin\xEDcius Jr. | Brazil | Real Madrid | + Winger | Speed, Dribbling, Crossing | La Liga Titles, UEFA Champions + League Winner|\\n| 9 | Luka Modri\u0107 | Croatia | Real Madrid + \ | Midfielder | Passing, Control, Experience | Ballon + d\u2019Or 2018, Multiple Champions League Titles|\\n| 10 | Karim Benzema + \ | France | Al-Ittihad | Striker | Finishing, + Link-up Play, Movements| Ballon d\u2019Or 2022, UEFA Champions League Top + Scorer |\\n\\n### Notes:\\n- The rankings reflect a combination of individual + skill, recent performance, consistency, and influence on the game.\\n- Players\u2019 + clubs are based on the 2023/24 season affiliations.\\n- Achievements highlight + recent titles, awards, or standout contributions.\\n\\nIf you would like me + to focus on specific leagues, historical players, or emerging talents, just + let me know!\",\n \"refusal\": null,\n \"annotations\": []\n + \ },\n \"logprobs\": null,\n \"finish_reason\": \"stop\"\n }\n + \ ],\n \"usage\": {\n \"prompt_tokens\": 68,\n \"completion_tokens\": + 605,\n \"total_tokens\": 673,\n \"prompt_tokens_details\": {\n \"cached_tokens\": + 0,\n \"audio_tokens\": 0\n },\n \"completion_tokens_details\": + {\n \"reasoning_tokens\": 0,\n \"audio_tokens\": 0,\n \"accepted_prediction_tokens\": + 0,\n \"rejected_prediction_tokens\": 0\n }\n },\n \"service_tier\": + \"default\",\n \"system_fingerprint\": \"fp_75546bd1a7\"\n}\n" headers: CF-RAY: - - 94d9b6782db84d3b-GRU + - CF-RAY-XXX Connection: - keep-alive Content-Type: - application/json Date: - - Tue, 10 Jun 2025 14:56:30 GMT + - Fri, 06 Feb 2026 18:41:49 GMT Server: - cloudflare + Strict-Transport-Security: + - STS-XXX Transfer-Encoding: - chunked X-Content-Type-Options: - - nosniff + - X-CONTENT-TYPE-XXX access-control-expose-headers: - - X-Request-ID + - ACCESS-CONTROL-XXX alt-svc: - h3=":443"; ma=86400 cf-cache-status: - DYNAMIC openai-organization: - - crewai-iuxna1 + - OPENAI-ORG-XXX openai-processing-ms: - - '31484' + - '9044' + openai-project: + - OPENAI-PROJECT-XXX openai-version: - '2020-10-01' - strict-transport-security: - - max-age=31536000; includeSubDomains; preload - x-envoy-upstream-service-time: - - '31490' + x-openai-proxy-wasm: + - v0.1 x-ratelimit-limit-requests: - - '30000' + - X-RATELIMIT-LIMIT-REQUESTS-XXX x-ratelimit-limit-tokens: - - '150000000' + - X-RATELIMIT-LIMIT-TOKENS-XXX x-ratelimit-remaining-requests: - - '29999' + - X-RATELIMIT-REMAINING-REQUESTS-XXX x-ratelimit-remaining-tokens: - - '149999166' + - X-RATELIMIT-REMAINING-TOKENS-XXX x-ratelimit-reset-requests: - - 2ms + - X-RATELIMIT-RESET-REQUESTS-XXX x-ratelimit-reset-tokens: - - 0s + - X-RATELIMIT-RESET-TOKENS-XXX x-request-id: - - req_aa737cf40bb76af9f458bfd35f7a77a1 + - X-REQUEST-ID-XXX status: code: 200 message: OK - request: - body: '{"messages": [{"role": "system", "content": "You are Sports Analyst. You are an expert at gathering and organizing information. You carefully collect details and present them in a structured way.\nYour personal goal is: Gather information about the best soccer players\n\nTo give my best complete final answer to the task respond using the exact following format:\n\nThought: I now can give a great answer\nFinal Answer: Your final answer must be the great and the most complete as possible, it must be outcome described.\n\nI MUST use these formats, my job depends on it!"}, {"role": "user", "content": "Top 10 best players in the world?"}, {"role": "assistant", "content": "Thought: I now can give a great answer \nFinal Answer: The top 10 best soccer players in the world, as of October 2023, can be identified based on their recent performances, skills, impact on games, and overall contributions to their teams. Here is the structured list:\n\n1. **Lionel Messi (Inter Miami CF)**\n - - Position: Forward\n - Key Attributes: Dribbling, vision, goal-scoring ability.\n - Achievements: Multiple Ballon d''Or winner, Copa America champion, World Cup champion (2022).\n\n2. **Kylian Mbapp\u00e9 (Paris Saint-Germain)**\n - Position: Forward\n - Key Attributes: Speed, technique, finishing.\n - Achievements: FIFA World Cup champion (2018), Ligue 1 titles, multiple domestic cups.\n\n3. **Erling Haaland (Manchester City)**\n - Position: Forward\n - Key Attributes: Power, speed, goal-scoring instinct.\n - Achievements: Bundesliga top scorer, UEFA Champions League winner (2023), Premier League titles.\n\n4. **Kevin De Bruyne (Manchester City)**\n - Position: Midfielder\n - Key Attributes: Passing, vision, creativity.\n - Achievements: Multiple Premier League titles, FA Cups, UEFA Champions League winner (2023).\n\n5. **Karim Benzema (Al-Ittihad)**\n - Position: Forward\n - Key Attributes: Goal-scoring, playmaking, tactical intelligence.\n - Achievements: - 2022 Ballon d''Or winner, multiple Champions Leagues with Real Madrid.\n\n6. **Neymar Jr. (Al Hilal)**\n - Position: Forward\n - Key Attributes: Flair, dribbling, creativity.\n - Achievements: Multiple domestic league titles, Champions League runner-up.\n\n7. **Robert Lewandowski (FC Barcelona)**\n - Position: Forward\n - Key Attributes: Finishing, positioning, aerial ability.\n - Achievements: FIFA Best Men''s Player, multiple Bundesliga titles, La Liga champion (2023).\n\n8. **Mohamed Salah (Liverpool)**\n - Position: Forward\n - Key Attributes: Speed, finishing, dribbling.\n - Achievements: Premier League champion, FA Cup, UEFA Champions League winner.\n\n9. **Vin\u00edcius J\u00fanior (Real Madrid)**\n - Position: Forward\n - Key Attributes: Speed, dribbling, creativity.\n - Achievements: UEFA Champions League winner (2022), La Liga champion (2023).\n\n10. **Luka Modri\u0107 (Real Madrid)**\n - Position: Midfielder\n - Key Attributes: Passing, vision, - tactical intelligence.\n - Achievements: Multiple Champions League titles, Ballon d''Or winner (2018).\n\nThis list is compiled based on their current form, past performances, and contributions to their respective teams in both domestic and international competitions. Player rankings can vary based on personal opinion and specific criteria used for evaluation, but these players have consistently been regarded as some of the best in the world as of October 2023."}, {"role": "user", "content": "You are not allowed to include Brazilian players"}, {"role": "assistant", "content": "Thought: I now can give a great answer \nFinal Answer: Here is an updated list of the top 10 best soccer players in the world as of October 2023, excluding Brazilian players:\n\n1. **Lionel Messi (Inter Miami CF)**\n - Position: Forward\n - Key Attributes: Dribbling, vision, goal-scoring ability.\n - Achievements: Multiple Ballon d''Or winner, Copa America champion, World Cup champion (2022).\n\n2. - **Kylian Mbapp\u00e9 (Paris Saint-Germain)**\n - Position: Forward\n - Key Attributes: Speed, technique, finishing.\n - Achievements: FIFA World Cup champion (2018), Ligue 1 titles, multiple domestic cups.\n\n3. **Erling Haaland (Manchester City)**\n - Position: Forward\n - Key Attributes: Power, speed, goal-scoring instinct.\n - Achievements: Bundesliga top scorer, UEFA Champions League winner (2023), Premier League titles.\n\n4. **Kevin De Bruyne (Manchester City)**\n - Position: Midfielder\n - Key Attributes: Passing, vision, creativity.\n - Achievements: Multiple Premier League titles, FA Cups, UEFA Champions League winner (2023).\n\n5. **Karim Benzema (Al-Ittihad)**\n - Position: Forward\n - Key Attributes: Goal-scoring, playmaking, tactical intelligence.\n - Achievements: 2022 Ballon d''Or winner, multiple Champions Leagues with Real Madrid.\n\n6. **Robert Lewandowski (FC Barcelona)**\n - Position: Forward\n - Key Attributes: Finishing, positioning, - aerial ability.\n - Achievements: FIFA Best Men''s Player, multiple Bundesliga titles, La Liga champion (2023).\n\n7. **Mohamed Salah (Liverpool)**\n - Position: Forward\n - Key Attributes: Speed, finishing, dribbling.\n - Achievements: Premier League champion, FA Cup, UEFA Champions League winner.\n\n8. **Vin\u00edcius J\u00fanior (Real Madrid)**\n - Position: Forward\n - Key Attributes: Speed, dribbling, creativity.\n - Achievements: UEFA Champions League winner (2022), La Liga champion (2023).\n\n9. **Luka Modri\u0107 (Real Madrid)**\n - Position: Midfielder\n - Key Attributes: Passing, vision, tactical intelligence.\n - Achievements: Multiple Champions League titles, Ballon d''Or winner (2018).\n\n10. **Harry Kane (Bayern Munich)**\n - Position: Forward\n - Key Attributes: Goal-scoring, technique, playmaking.\n - Achievements: Golden Boot winner, Premier League titles, UEFA European Championship runner-up.\n\nThis list has been adjusted to exclude Brazilian - players and focuses on those who have made significant impacts in their clubs and on the international stage as of October 2023. 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Here is a list of the top + 10 best soccer players in the world as of 2024, considering their recent performances, + skills, impact, and accolades:\\n\\n1. **Lionel Messi** \\n - Nationality: + Argentine \\n - Position: Forward \\n - Key Achievements: 7 Ballon d'Or + awards, led Argentina to 2021 Copa Am\xE9rica victory and 2022 FIFA World + Cup triumph, exceptional dribbling and playmaking skills.\\n\\n2. **Kylian + Mbapp\xE9** \\n - Nationality: French \\n - Position: Forward \\n - + Key Achievements: FIFA World Cup winner (2018), multiple Ligue 1 titles, known + for incredible speed, finishing, and consistency.\\n\\n3. **Erling Haaland** + \ \\n - Nationality: Norwegian \\n - Position: Striker \\n - Key Achievements: + Premier League Golden Boot winner (2022-23), prolific goal scorer, physical + presence, and finishing ability.\\n\\n4. **Karim Benzema** \\n - Nationality: + French \\n - Position: Forward \\n - Key Achievements: 2022 Ballon d'Or + winner, key player for Real Madrid\u2019s recent Champions League victories, + excellent technical skills and leadership.\\n\\n5. **Kevin De Bruyne** \\n + \ - Nationality: Belgian \\n - Position: Midfielder \\n - Key Achievements: + Premier League playmaker, known for vision, passing accuracy, and creativity.\\n\\n6. + **Robert Lewandowski** \\n - Nationality: Polish \\n - Position: Striker + \ \\n - Key Achievements: Multiple Bundesliga top scorer titles, consistent + goal scorer, known for positioning and finishing.\\n\\n7. **Neymar Jr.** \\n + \ - Nationality: Brazilian \\n - Position: Forward \\n - Key Achievements: + Exceptional dribbling, creativity, and flair; multiple domestic titles and + Copa Libertadores winner.\\n\\n8. **Mohamed Salah** \\n - Nationality: + Egyptian \\n - Position: Forward \\n - Key Achievements: Premier League + Golden Boot, consistent goal scoring with Liverpool, known for speed and finishing.\\n\\n9. + **Luka Modri\u0107** \\n - Nationality: Croatian \\n - Position: Midfielder + \ \\n - Key Achievements: 2018 Ballon d\u2019Or winner, pivotal midfield + maestro, excellent passing and control.\\n\\n10. **Thibaut Courtois** \\n + \ - Nationality: Belgian \\n - Position: Goalkeeper \\n - Key Achievements: + Exceptional shot-stopper, key player in Real Madrid's recent successes.\\n\\nThis + list includes a blend of forwards, midfielders, and a goalkeeper, showcasing + the best talents in various positions worldwide. 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You are an expert at gathering and organizing information. You carefully collect details and present them in a structured way.\nYour personal goal is: Gather information about the best soccer players\n\nTo give my best complete final answer to the task respond using the exact following format:\n\nThought: I now can give a great answer\nFinal Answer: Your final answer must be the great and the most complete as possible, it must be outcome described.\n\nI MUST use these formats, my job depends on it!"}, {"role": "user", "content": "Top 10 best players in the world?"}, {"role": "assistant", "content": "Thought: I now can give a great answer \nFinal Answer: The top 10 best soccer players in the world, as of October 2023, can be identified based on their recent performances, skills, impact on games, and overall contributions to their teams. Here is the structured list:\n\n1. **Lionel Messi (Inter Miami CF)**\n - - Position: Forward\n - Key Attributes: Dribbling, vision, goal-scoring ability.\n - Achievements: Multiple Ballon d''Or winner, Copa America champion, World Cup champion (2022).\n\n2. **Kylian Mbapp\u00e9 (Paris Saint-Germain)**\n - Position: Forward\n - Key Attributes: Speed, technique, finishing.\n - Achievements: FIFA World Cup champion (2018), Ligue 1 titles, multiple domestic cups.\n\n3. **Erling Haaland (Manchester City)**\n - Position: Forward\n - Key Attributes: Power, speed, goal-scoring instinct.\n - Achievements: Bundesliga top scorer, UEFA Champions League winner (2023), Premier League titles.\n\n4. **Kevin De Bruyne (Manchester City)**\n - Position: Midfielder\n - Key Attributes: Passing, vision, creativity.\n - Achievements: Multiple Premier League titles, FA Cups, UEFA Champions League winner (2023).\n\n5. **Karim Benzema (Al-Ittihad)**\n - Position: Forward\n - Key Attributes: Goal-scoring, playmaking, tactical intelligence.\n - Achievements: - 2022 Ballon d''Or winner, multiple Champions Leagues with Real Madrid.\n\n6. **Neymar Jr. (Al Hilal)**\n - Position: Forward\n - Key Attributes: Flair, dribbling, creativity.\n - Achievements: Multiple domestic league titles, Champions League runner-up.\n\n7. **Robert Lewandowski (FC Barcelona)**\n - Position: Forward\n - Key Attributes: Finishing, positioning, aerial ability.\n - Achievements: FIFA Best Men''s Player, multiple Bundesliga titles, La Liga champion (2023).\n\n8. **Mohamed Salah (Liverpool)**\n - Position: Forward\n - Key Attributes: Speed, finishing, dribbling.\n - Achievements: Premier League champion, FA Cup, UEFA Champions League winner.\n\n9. **Vin\u00edcius J\u00fanior (Real Madrid)**\n - Position: Forward\n - Key Attributes: Speed, dribbling, creativity.\n - Achievements: UEFA Champions League winner (2022), La Liga champion (2023).\n\n10. **Luka Modri\u0107 (Real Madrid)**\n - Position: Midfielder\n - Key Attributes: Passing, vision, - tactical intelligence.\n - Achievements: Multiple Champions League titles, Ballon d''Or winner (2018).\n\nThis list is compiled based on their current form, past performances, and contributions to their respective teams in both domestic and international competitions. Player rankings can vary based on personal opinion and specific criteria used for evaluation, but these players have consistently been regarded as some of the best in the world as of October 2023."}, {"role": "user", "content": "You are not allowed to include Brazilian players"}, {"role": "assistant", "content": "Thought: I now can give a great answer \nFinal Answer: Here is an updated list of the top 10 best soccer players in the world as of October 2023, excluding Brazilian players:\n\n1. **Lionel Messi (Inter Miami CF)**\n - Position: Forward\n - Key Attributes: Dribbling, vision, goal-scoring ability.\n - Achievements: Multiple Ballon d''Or winner, Copa America champion, World Cup champion (2022).\n\n2. - **Kylian Mbapp\u00e9 (Paris Saint-Germain)**\n - Position: Forward\n - Key Attributes: Speed, technique, finishing.\n - Achievements: FIFA World Cup champion (2018), Ligue 1 titles, multiple domestic cups.\n\n3. **Erling Haaland (Manchester City)**\n - Position: Forward\n - Key Attributes: Power, speed, goal-scoring instinct.\n - Achievements: Bundesliga top scorer, UEFA Champions League winner (2023), Premier League titles.\n\n4. **Kevin De Bruyne (Manchester City)**\n - Position: Midfielder\n - Key Attributes: Passing, vision, creativity.\n - Achievements: Multiple Premier League titles, FA Cups, UEFA Champions League winner (2023).\n\n5. **Karim Benzema (Al-Ittihad)**\n - Position: Forward\n - Key Attributes: Goal-scoring, playmaking, tactical intelligence.\n - Achievements: 2022 Ballon d''Or winner, multiple Champions Leagues with Real Madrid.\n\n6. **Robert Lewandowski (FC Barcelona)**\n - Position: Forward\n - Key Attributes: Finishing, positioning, - aerial ability.\n - Achievements: FIFA Best Men''s Player, multiple Bundesliga titles, La Liga champion (2023).\n\n7. **Mohamed Salah (Liverpool)**\n - Position: Forward\n - Key Attributes: Speed, finishing, dribbling.\n - Achievements: Premier League champion, FA Cup, UEFA Champions League winner.\n\n8. **Vin\u00edcius J\u00fanior (Real Madrid)**\n - Position: Forward\n - Key Attributes: Speed, dribbling, creativity.\n - Achievements: UEFA Champions League winner (2022), La Liga champion (2023).\n\n9. **Luka Modri\u0107 (Real Madrid)**\n - Position: Midfielder\n - Key Attributes: Passing, vision, tactical intelligence.\n - Achievements: Multiple Champions League titles, Ballon d''Or winner (2018).\n\n10. **Harry Kane (Bayern Munich)**\n - Position: Forward\n - Key Attributes: Goal-scoring, technique, playmaking.\n - Achievements: Golden Boot winner, Premier League titles, UEFA European Championship runner-up.\n\nThis list has been adjusted to exclude Brazilian - players and focuses on those who have made significant impacts in their clubs and on the international stage as of October 2023. Each player is recognized for their exceptional skills, performances, and achievements."}, {"role": "user", "content": "You are not allowed to include Brazilian players"}, {"role": "assistant", "content": "Thought: I now can give a great answer \nFinal Answer: Here is the revised list of the top 10 best soccer players in the world as of October 2023, explicitly excluding Brazilian players:\n\n1. **Lionel Messi (Inter Miami CF)**\n - Position: Forward\n - Key Attributes: Dribbling, vision, goal-scoring ability.\n - Achievements: Multiple Ballon d''Or winner, Copa America champion, World Cup champion (2022).\n\n2. **Kylian Mbapp\u00e9 (Paris Saint-Germain)**\n - Position: Forward\n - Key Attributes: Speed, technique, finishing.\n - Achievements: FIFA World Cup champion (2018), multiple Ligue 1 titles, and various domestic cups.\n\n3. **Erling Haaland - (Manchester City)**\n - Position: Forward\n - Key Attributes: Power, speed, goal-scoring instinct.\n - Achievements: Bundesliga top scorer, UEFA Champions League winner (2023), Premier League titles.\n\n4. **Kevin De Bruyne (Manchester City)**\n - Position: Midfielder\n - Key Attributes: Passing, vision, creativity.\n - Achievements: Multiple Premier League titles, FA Cups, UEFA Champions League winner (2023).\n\n5. **Karim Benzema (Al-Ittihad)**\n - Position: Forward\n - Key Attributes: Goal-scoring, playmaking, tactical intelligence.\n - Achievements: 2022 Ballon d''Or winner, multiple Champions Leagues with Real Madrid.\n\n6. **Robert Lewandowski (FC Barcelona)**\n - Position: Forward\n - Key Attributes: Finishing, positioning, aerial ability.\n - Achievements: FIFA Best Men''s Player, multiple Bundesliga titles, La Liga champion (2023).\n\n7. **Mohamed Salah (Liverpool)**\n - Position: Forward\n - Key Attributes: Speed, finishing, dribbling.\n - Achievements: - Premier League champion, FA Cup, UEFA Champions League winner.\n\n8. **Luka Modri\u0107 (Real Madrid)**\n - Position: Midfielder\n - Key Attributes: Passing, vision, tactical intelligence.\n - Achievements: Multiple Champions League titles, Ballon d''Or winner (2018).\n\n9. **Harry Kane (Bayern Munich)**\n - Position: Forward\n - Key Attributes: Goal-scoring, technique, playmaking.\n - Achievements: Golden Boot winner, Premier League titles, UEFA European Championship runner-up.\n\n10. **Rodri (Manchester City)**\n - Position: Midfielder\n - Key Attributes: Defensive skills, passing, positional awareness.\n - Achievements: Premier League titles, UEFA Champions League winner (2023).\n\nThis list is curated while adhering to the restriction of excluding Brazilian players. 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A helpful - test assistant\nYour personal goal is: Answer questions\nTo give my best complete - final answer to the task respond using the exact following format:\n\nThought: - I now can give a great answer\nFinal Answer: Your final answer must be the great - and the most complete as possible, it must be outcome described.\n\nI MUST use - these formats, my job depends on it!"},{"role":"user","content":"\nCurrent Task: - What is 2+2? Reply with just the number.\n\nBegin! This is VERY important to - you, use the tools available and give your best Final Answer, your job depends - on it!\n\nThought:"}],"model":"gpt-4o-mini"}' + test assistant\nYour personal goal is: Answer questions"},{"role":"user","content":"\nCurrent + Task: What is 2+2? Reply with just the number.\n\nProvide your complete response:"}],"model":"gpt-4o-mini"}' headers: User-Agent: - X-USER-AGENT-XXX @@ -21,7 +15,7 @@ interactions: connection: - keep-alive content-length: - - '673' + - '272' content-type: - application/json host: @@ -43,23 +37,22 @@ interactions: x-stainless-runtime: - CPython x-stainless-runtime-version: - - 3.13.3 + - 3.13.5 method: POST uri: https://api.openai.com/v1/chat/completions response: body: - string: "{\n \"id\": \"chatcmpl-Cy7b0HjL79y39EkUcMLrRhPFe3XGj\",\n \"object\": - \"chat.completion\",\n \"created\": 1768444914,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n + string: "{\n \"id\": \"chatcmpl-D6L4AzMHXLXDfyclWS6fJSwS0cvOl\",\n \"object\": + \"chat.completion\",\n \"created\": 1770403318,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n \ \"choices\": [\n {\n \"index\": 0,\n \"message\": {\n \"role\": - \"assistant\",\n \"content\": \"I now can give a great answer \\nFinal - Answer: 4\",\n \"refusal\": null,\n \"annotations\": []\n },\n - \ \"logprobs\": null,\n \"finish_reason\": \"stop\"\n }\n ],\n - \ \"usage\": {\n \"prompt_tokens\": 136,\n \"completion_tokens\": 13,\n - \ \"total_tokens\": 149,\n \"prompt_tokens_details\": {\n \"cached_tokens\": + \"assistant\",\n \"content\": \"4\",\n \"refusal\": null,\n + \ \"annotations\": []\n },\n \"logprobs\": null,\n \"finish_reason\": + \"stop\"\n }\n ],\n \"usage\": {\n \"prompt_tokens\": 50,\n \"completion_tokens\": + 1,\n \"total_tokens\": 51,\n \"prompt_tokens_details\": {\n \"cached_tokens\": 0,\n \"audio_tokens\": 0\n },\n \"completion_tokens_details\": {\n \"reasoning_tokens\": 0,\n \"audio_tokens\": 0,\n \"accepted_prediction_tokens\": 0,\n \"rejected_prediction_tokens\": 0\n }\n },\n \"service_tier\": - \"default\",\n \"system_fingerprint\": \"fp_8bbc38b4db\"\n}\n" + \"default\",\n \"system_fingerprint\": \"fp_f4ae844694\"\n}\n" headers: CF-RAY: - CF-RAY-XXX @@ -68,7 +61,7 @@ interactions: Content-Type: - application/json Date: - - Thu, 15 Jan 2026 02:41:55 GMT + - Fri, 06 Feb 2026 18:41:58 GMT Server: - cloudflare Set-Cookie: @@ -85,18 +78,14 @@ interactions: - h3=":443"; ma=86400 cf-cache-status: - DYNAMIC - content-length: - - '857' openai-organization: - OPENAI-ORG-XXX openai-processing-ms: - - '341' + - '264' openai-project: - OPENAI-PROJECT-XXX openai-version: - '2020-10-01' - x-envoy-upstream-service-time: - - '358' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: diff --git a/lib/crewai/tests/cassettes/agents/test_lite_agent_standalone_still_works.yaml b/lib/crewai/tests/cassettes/agents/test_lite_agent_standalone_still_works.yaml index 83bec39ce8..d3f8bb9e5b 100644 --- a/lib/crewai/tests/cassettes/agents/test_lite_agent_standalone_still_works.yaml +++ b/lib/crewai/tests/cassettes/agents/test_lite_agent_standalone_still_works.yaml @@ -1,14 +1,8 @@ interactions: - request: body: '{"messages":[{"role":"system","content":"You are Standalone Agent. A helpful - assistant\nYour personal goal is: Answer questions\nTo give my best complete - final answer to the task respond using the exact following format:\n\nThought: - I now can give a great answer\nFinal Answer: Your final answer must be the great - and the most complete as possible, it must be outcome described.\n\nI MUST use - these formats, my job depends on it!"},{"role":"user","content":"\nCurrent Task: - What is 5+5? Reply with just the number.\n\nBegin! This is VERY important to - you, use the tools available and give your best Final Answer, your job depends - on it!\n\nThought:"}],"model":"gpt-4o-mini"}' + assistant\nYour personal goal is: Answer questions"},{"role":"user","content":"\nCurrent + Task: What is 5+5? Reply with just the number.\n\nProvide your complete response:"}],"model":"gpt-4o-mini"}' headers: User-Agent: - X-USER-AGENT-XXX @@ -21,7 +15,7 @@ interactions: connection: - keep-alive content-length: - - '674' + - '273' content-type: - application/json host: @@ -43,23 +37,22 @@ interactions: x-stainless-runtime: - CPython x-stainless-runtime-version: - - 3.13.3 + - 3.13.5 method: POST uri: https://api.openai.com/v1/chat/completions response: body: - string: "{\n \"id\": \"chatcmpl-Cy7azhPwUHQ0p5tdhxSAmLPoE8UgC\",\n \"object\": - \"chat.completion\",\n \"created\": 1768444913,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n + string: "{\n \"id\": \"chatcmpl-D6L3cLs2ndBaXV2wnqYCdi6X1ykvv\",\n \"object\": + \"chat.completion\",\n \"created\": 1770403284,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n \ \"choices\": [\n {\n \"index\": 0,\n \"message\": {\n \"role\": - \"assistant\",\n \"content\": \"I now can give a great answer \\nFinal - Answer: 10\",\n \"refusal\": null,\n \"annotations\": []\n },\n - \ \"logprobs\": null,\n \"finish_reason\": \"stop\"\n }\n ],\n - \ \"usage\": {\n \"prompt_tokens\": 136,\n \"completion_tokens\": 13,\n - \ \"total_tokens\": 149,\n \"prompt_tokens_details\": {\n \"cached_tokens\": + \"assistant\",\n \"content\": \"10\",\n \"refusal\": null,\n + \ \"annotations\": []\n },\n \"logprobs\": null,\n \"finish_reason\": + \"stop\"\n }\n ],\n \"usage\": {\n \"prompt_tokens\": 50,\n \"completion_tokens\": + 1,\n \"total_tokens\": 51,\n \"prompt_tokens_details\": {\n \"cached_tokens\": 0,\n \"audio_tokens\": 0\n },\n \"completion_tokens_details\": {\n \"reasoning_tokens\": 0,\n \"audio_tokens\": 0,\n \"accepted_prediction_tokens\": 0,\n \"rejected_prediction_tokens\": 0\n }\n },\n \"service_tier\": - \"default\",\n \"system_fingerprint\": \"fp_29330a9688\"\n}\n" + \"default\",\n \"system_fingerprint\": \"fp_f4ae844694\"\n}\n" headers: CF-RAY: - CF-RAY-XXX @@ -68,7 +61,7 @@ interactions: Content-Type: - application/json Date: - - Thu, 15 Jan 2026 02:41:54 GMT + - Fri, 06 Feb 2026 18:41:25 GMT Server: - cloudflare Set-Cookie: @@ -85,18 +78,14 @@ interactions: - h3=":443"; ma=86400 cf-cache-status: - DYNAMIC - content-length: - - '858' openai-organization: - OPENAI-ORG-XXX openai-processing-ms: - - '455' + - '270' openai-project: - OPENAI-PROJECT-XXX openai-version: - '2020-10-01' - x-envoy-upstream-service-time: - - '583' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: diff --git a/lib/crewai/tests/cassettes/agents/test_multiple_agents_in_same_flow.yaml b/lib/crewai/tests/cassettes/agents/test_multiple_agents_in_same_flow.yaml index 46ba712c10..e66c25d992 100644 --- a/lib/crewai/tests/cassettes/agents/test_multiple_agents_in_same_flow.yaml +++ b/lib/crewai/tests/cassettes/agents/test_multiple_agents_in_same_flow.yaml @@ -1,13 +1,8 @@ interactions: - request: body: '{"messages":[{"role":"system","content":"You are First Agent. A friendly - greeter\nYour personal goal is: Greet users\nTo give my best complete final - answer to the task respond using the exact following format:\n\nThought: I now - can give a great answer\nFinal Answer: Your final answer must be the great and - the most complete as possible, it must be outcome described.\n\nI MUST use these - formats, my job depends on it!"},{"role":"user","content":"\nCurrent Task: Say - hello\n\nBegin! This is VERY important to you, use the tools available and give - your best Final Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4o-mini"}' + greeter\nYour personal goal is: Greet users"},{"role":"user","content":"\nCurrent + Task: Say hello\n\nProvide your complete response:"}],"model":"gpt-4o-mini"}' headers: User-Agent: - X-USER-AGENT-XXX @@ -20,7 +15,7 @@ interactions: connection: - keep-alive content-length: - - '632' + - '231' content-type: - application/json host: @@ -42,24 +37,22 @@ interactions: x-stainless-runtime: - CPython x-stainless-runtime-version: - - 3.13.3 + - 3.13.5 method: POST uri: https://api.openai.com/v1/chat/completions response: body: - string: "{\n \"id\": \"chatcmpl-CyRKzgODZ9yn3F9OkaXsscLk2Ln3N\",\n \"object\": - \"chat.completion\",\n \"created\": 1768520801,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n + string: "{\n \"id\": \"chatcmpl-D6L4A8Aad6P1YUxWjQpvyltn8GaKT\",\n \"object\": + \"chat.completion\",\n \"created\": 1770403318,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n \ \"choices\": [\n {\n \"index\": 0,\n \"message\": {\n \"role\": - \"assistant\",\n \"content\": \"I now can give a great answer \\nFinal - Answer: Hello! Welcome! I'm so glad to see you here. If you need any assistance - or have any questions, feel free to ask. Have a wonderful day!\",\n \"refusal\": - null,\n \"annotations\": []\n },\n \"logprobs\": null,\n - \ \"finish_reason\": \"stop\"\n }\n ],\n \"usage\": {\n \"prompt_tokens\": - 127,\n \"completion_tokens\": 43,\n \"total_tokens\": 170,\n \"prompt_tokens_details\": + \"assistant\",\n \"content\": \"Hello! \U0001F60A How are you today?\",\n + \ \"refusal\": null,\n \"annotations\": []\n },\n \"logprobs\": + null,\n \"finish_reason\": \"stop\"\n }\n ],\n \"usage\": {\n \"prompt_tokens\": + 41,\n \"completion_tokens\": 8,\n \"total_tokens\": 49,\n \"prompt_tokens_details\": {\n \"cached_tokens\": 0,\n \"audio_tokens\": 0\n },\n \"completion_tokens_details\": {\n \"reasoning_tokens\": 0,\n \"audio_tokens\": 0,\n \"accepted_prediction_tokens\": 0,\n \"rejected_prediction_tokens\": 0\n }\n },\n \"service_tier\": - \"default\",\n \"system_fingerprint\": \"fp_c4585b5b9c\"\n}\n" + \"default\",\n \"system_fingerprint\": \"fp_f4ae844694\"\n}\n" headers: CF-RAY: - CF-RAY-XXX @@ -68,7 +61,7 @@ interactions: Content-Type: - application/json Date: - - Thu, 15 Jan 2026 23:46:42 GMT + - Fri, 06 Feb 2026 18:41:58 GMT Server: - cloudflare Set-Cookie: @@ -85,18 +78,14 @@ interactions: - h3=":443"; ma=86400 cf-cache-status: - DYNAMIC - content-length: - - '990' openai-organization: - OPENAI-ORG-XXX openai-processing-ms: - - '880' + - '325' openai-project: - OPENAI-PROJECT-XXX openai-version: - '2020-10-01' - x-envoy-upstream-service-time: - - '1160' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: @@ -118,13 +107,8 @@ interactions: message: OK - request: body: '{"messages":[{"role":"system","content":"You are Second Agent. A polite - farewell agent\nYour personal goal is: Say goodbye\nTo give my best complete - final answer to the task respond using the exact following format:\n\nThought: - I now can give a great answer\nFinal Answer: Your final answer must be the great - and the most complete as possible, it must be outcome described.\n\nI MUST use - these formats, my job depends on it!"},{"role":"user","content":"\nCurrent Task: - Say goodbye\n\nBegin! This is VERY important to you, use the tools available - and give your best Final Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4o-mini"}' + farewell agent\nYour personal goal is: Say goodbye"},{"role":"user","content":"\nCurrent + Task: Say goodbye\n\nProvide your complete response:"}],"model":"gpt-4o-mini"}' headers: User-Agent: - X-USER-AGENT-XXX @@ -137,7 +121,7 @@ interactions: connection: - keep-alive content-length: - - '640' + - '239' content-type: - application/json host: @@ -159,27 +143,24 @@ interactions: x-stainless-runtime: - CPython x-stainless-runtime-version: - - 3.13.3 + - 3.13.5 method: POST uri: https://api.openai.com/v1/chat/completions response: body: - string: "{\n \"id\": \"chatcmpl-CyRL1Ua2PkK5xXPp3KeF0AnGAk3JP\",\n \"object\": - \"chat.completion\",\n \"created\": 1768520803,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n + string: "{\n \"id\": \"chatcmpl-D6L4BLMYC3ODccwbKfBIdtrEyd3no\",\n \"object\": + \"chat.completion\",\n \"created\": 1770403319,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n \ \"choices\": [\n {\n \"index\": 0,\n \"message\": {\n \"role\": - \"assistant\",\n \"content\": \"I now can give a great answer \\nFinal - Answer: As we reach the end of our conversation, I want to express my gratitude - for the time we've shared. It's been a pleasure assisting you, and I hope - you found our interaction helpful and enjoyable. Remember, whenever you need - assistance, I'm just a message away. Wishing you all the best in your future - endeavors. Goodbye and take care!\",\n \"refusal\": null,\n \"annotations\": + \"assistant\",\n \"content\": \"Thank you for the time we've spent + together! I wish you all the best in your future endeavors. Take care, and + until we meet again, goodbye!\",\n \"refusal\": null,\n \"annotations\": []\n },\n \"logprobs\": null,\n \"finish_reason\": \"stop\"\n - \ }\n ],\n \"usage\": {\n \"prompt_tokens\": 126,\n \"completion_tokens\": - 79,\n \"total_tokens\": 205,\n \"prompt_tokens_details\": {\n \"cached_tokens\": + \ }\n ],\n \"usage\": {\n \"prompt_tokens\": 40,\n \"completion_tokens\": + 31,\n \"total_tokens\": 71,\n \"prompt_tokens_details\": {\n \"cached_tokens\": 0,\n \"audio_tokens\": 0\n },\n \"completion_tokens_details\": {\n \"reasoning_tokens\": 0,\n \"audio_tokens\": 0,\n \"accepted_prediction_tokens\": 0,\n \"rejected_prediction_tokens\": 0\n }\n },\n \"service_tier\": - \"default\",\n \"system_fingerprint\": \"fp_29330a9688\"\n}\n" + \"default\",\n \"system_fingerprint\": \"fp_f4ae844694\"\n}\n" headers: CF-RAY: - CF-RAY-XXX @@ -188,7 +169,7 @@ interactions: Content-Type: - application/json Date: - - Thu, 15 Jan 2026 23:46:44 GMT + - Fri, 06 Feb 2026 18:41:59 GMT Server: - cloudflare Set-Cookie: @@ -205,18 +186,14 @@ interactions: - h3=":443"; ma=86400 cf-cache-status: - DYNAMIC - content-length: - - '1189' openai-organization: - OPENAI-ORG-XXX openai-processing-ms: - - '1363' + - '726' openai-project: - OPENAI-PROJECT-XXX openai-version: - '2020-10-01' - x-envoy-upstream-service-time: - - '1605' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: diff --git a/lib/crewai/tests/cassettes/agents/test_native_tool_calling_error_handling.yaml b/lib/crewai/tests/cassettes/agents/test_native_tool_calling_error_handling.yaml index f56e36c048..c61d2c0348 100644 --- a/lib/crewai/tests/cassettes/agents/test_native_tool_calling_error_handling.yaml +++ b/lib/crewai/tests/cassettes/agents/test_native_tool_calling_error_handling.yaml @@ -2,9 +2,8 @@ interactions: - request: body: '{"messages":[{"role":"system","content":"You are Calculator. You calculate things.\nYour personal goal is: Perform calculations efficiently"},{"role":"user","content":"\nCurrent - Task: Use the failing_tool to do something.\n\nThis is VERY important to you, - your job depends on it!"}],"model":"gpt-4o-mini","tool_choice":"auto","tools":[{"type":"function","function":{"name":"failing_tool","description":"This - tool always fails","parameters":{"properties":{},"type":"object"}}}]}' + Task: Use the failing_tool to do something."}],"model":"gpt-4o-mini","tool_choice":"auto","tools":[{"type":"function","function":{"name":"failing_tool","description":"This + tool always fails","strict":true,"parameters":{"properties":{},"type":"object","additionalProperties":false,"required":[]}}}]}' headers: User-Agent: - X-USER-AGENT-XXX @@ -17,7 +16,7 @@ interactions: connection: - keep-alive content-length: - - '477' + - '476' content-type: - application/json host: @@ -39,26 +38,26 @@ interactions: x-stainless-runtime: - CPython x-stainless-runtime-version: - - 3.13.3 + - 3.13.5 method: POST uri: https://api.openai.com/v1/chat/completions response: body: - string: "{\n \"id\": \"chatcmpl-D0vm2JDsOmy0czXPAr4vnw3wvuqYZ\",\n \"object\": - \"chat.completion\",\n \"created\": 1769114454,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n + string: "{\n \"id\": \"chatcmpl-D6L3dV6acwapgRyxmnzGfuOXemtjJ\",\n \"object\": + \"chat.completion\",\n \"created\": 1770403285,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n \ \"choices\": [\n {\n \"index\": 0,\n \"message\": {\n \"role\": \"assistant\",\n \"content\": null,\n \"tool_calls\": [\n {\n - \ \"id\": \"call_8xr8rPUDWzLfQ3LOWPHtBUjK\",\n \"type\": + \ \"id\": \"call_GCdaOdo32pr1sSk4RzO0tiB9\",\n \"type\": \"function\",\n \"function\": {\n \"name\": \"failing_tool\",\n \ \"arguments\": \"{}\"\n }\n }\n ],\n \ \"refusal\": null,\n \"annotations\": []\n },\n \"logprobs\": null,\n \"finish_reason\": \"tool_calls\"\n }\n ],\n \"usage\": - {\n \"prompt_tokens\": 78,\n \"completion_tokens\": 11,\n \"total_tokens\": - 89,\n \"prompt_tokens_details\": {\n \"cached_tokens\": 0,\n \"audio_tokens\": + {\n \"prompt_tokens\": 65,\n \"completion_tokens\": 11,\n \"total_tokens\": + 76,\n \"prompt_tokens_details\": {\n \"cached_tokens\": 0,\n \"audio_tokens\": 0\n },\n \"completion_tokens_details\": {\n \"reasoning_tokens\": 0,\n \"audio_tokens\": 0,\n \"accepted_prediction_tokens\": 0,\n \ \"rejected_prediction_tokens\": 0\n }\n },\n \"service_tier\": - \"default\",\n \"system_fingerprint\": \"fp_c4585b5b9c\"\n}\n" + \"default\",\n \"system_fingerprint\": \"fp_6c0d1490cb\"\n}\n" headers: CF-RAY: - CF-RAY-XXX @@ -67,7 +66,7 @@ interactions: Content-Type: - application/json Date: - - Thu, 22 Jan 2026 20:40:54 GMT + - Fri, 06 Feb 2026 18:41:25 GMT Server: - cloudflare Set-Cookie: @@ -87,13 +86,11 @@ interactions: openai-organization: - OPENAI-ORG-XXX openai-processing-ms: - - '593' + - '436' openai-project: - OPENAI-PROJECT-XXX openai-version: - '2020-10-01' - x-envoy-upstream-service-time: - - '621' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: @@ -116,12 +113,9 @@ interactions: - request: body: '{"messages":[{"role":"system","content":"You are Calculator. You calculate things.\nYour personal goal is: Perform calculations efficiently"},{"role":"user","content":"\nCurrent - Task: Use the failing_tool to do something.\n\nThis is VERY important to you, - your job depends on it!"},{"role":"assistant","content":null,"tool_calls":[{"id":"call_8xr8rPUDWzLfQ3LOWPHtBUjK","type":"function","function":{"name":"failing_tool","arguments":"{}"}}]},{"role":"tool","tool_call_id":"call_8xr8rPUDWzLfQ3LOWPHtBUjK","content":"Error - executing tool: This tool always fails"},{"role":"user","content":"Analyze the - tool result. If requirements are met, provide the Final Answer. Otherwise, call - the next tool. Deliver only the answer without meta-commentary."}],"model":"gpt-4o-mini","tool_choice":"auto","tools":[{"type":"function","function":{"name":"failing_tool","description":"This - tool always fails","parameters":{"properties":{},"type":"object"}}}]}' + Task: Use the failing_tool to do something."},{"role":"assistant","content":null,"tool_calls":[{"id":"call_GCdaOdo32pr1sSk4RzO0tiB9","type":"function","function":{"name":"failing_tool","arguments":"{}"}}]},{"role":"tool","tool_call_id":"call_GCdaOdo32pr1sSk4RzO0tiB9","name":"failing_tool","content":"Error + executing tool: This tool always fails"}],"model":"gpt-4o-mini","tool_choice":"auto","tools":[{"type":"function","function":{"name":"failing_tool","description":"This + tool always fails","strict":true,"parameters":{"properties":{},"type":"object","additionalProperties":false,"required":[]}}}]}' headers: User-Agent: - X-USER-AGENT-XXX @@ -134,7 +128,7 @@ interactions: connection: - keep-alive content-length: - - '941' + - '778' content-type: - application/json cookie: @@ -158,22 +152,25 @@ interactions: x-stainless-runtime: - CPython x-stainless-runtime-version: - - 3.13.3 + - 3.13.5 method: POST uri: https://api.openai.com/v1/chat/completions response: body: - string: "{\n \"id\": \"chatcmpl-D0vm3xcywoKBW75bhBXfkGJNim6Th\",\n \"object\": - \"chat.completion\",\n \"created\": 1769114455,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n + string: "{\n \"id\": \"chatcmpl-D6L3dhjDZOoihHvXvRpbJD3ReGu0z\",\n \"object\": + \"chat.completion\",\n \"created\": 1770403285,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n \ \"choices\": [\n {\n \"index\": 0,\n \"message\": {\n \"role\": - \"assistant\",\n \"content\": \"Error: This tool always fails.\",\n - \ \"refusal\": null,\n \"annotations\": []\n },\n \"logprobs\": - null,\n \"finish_reason\": \"stop\"\n }\n ],\n \"usage\": {\n \"prompt_tokens\": - 141,\n \"completion_tokens\": 8,\n \"total_tokens\": 149,\n \"prompt_tokens_details\": - {\n \"cached_tokens\": 0,\n \"audio_tokens\": 0\n },\n \"completion_tokens_details\": + \"assistant\",\n \"content\": \"The attempt to use the failing tool + resulted in an error, as expected since it is designed to always fail. If + there's anything else you would like to calculate or explore, please let me + know!\",\n \"refusal\": null,\n \"annotations\": []\n },\n + \ \"logprobs\": null,\n \"finish_reason\": \"stop\"\n }\n ],\n + \ \"usage\": {\n \"prompt_tokens\": 93,\n \"completion_tokens\": 40,\n + \ \"total_tokens\": 133,\n \"prompt_tokens_details\": {\n \"cached_tokens\": + 0,\n \"audio_tokens\": 0\n },\n \"completion_tokens_details\": {\n \"reasoning_tokens\": 0,\n \"audio_tokens\": 0,\n \"accepted_prediction_tokens\": 0,\n \"rejected_prediction_tokens\": 0\n }\n },\n \"service_tier\": - \"default\",\n \"system_fingerprint\": \"fp_c4585b5b9c\"\n}\n" + \"default\",\n \"system_fingerprint\": \"fp_6c0d1490cb\"\n}\n" headers: CF-RAY: - CF-RAY-XXX @@ -182,7 +179,7 @@ interactions: Content-Type: - application/json Date: - - Thu, 22 Jan 2026 20:40:55 GMT + - Fri, 06 Feb 2026 18:41:26 GMT Server: - cloudflare Strict-Transport-Security: @@ -200,13 +197,11 @@ interactions: openai-organization: - OPENAI-ORG-XXX openai-processing-ms: - - '420' + - '776' openai-project: - OPENAI-PROJECT-XXX openai-version: - '2020-10-01' - x-envoy-upstream-service-time: - - '436' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: diff --git a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_agent_kickoff_structured_output_with_tools.yaml b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_agent_kickoff_structured_output_with_tools.yaml index 879eea9e6b..31124d09c5 100644 --- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_agent_kickoff_structured_output_with_tools.yaml +++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_agent_kickoff_structured_output_with_tools.yaml @@ -43,15 +43,15 @@ interactions: x-stainless-runtime: - CPython x-stainless-runtime-version: - - 3.13.3 + - 3.13.5 x-stainless-timeout: - NOT_GIVEN method: POST uri: https://api.anthropic.com/v1/messages response: body: - string: '{"model":"claude-3-5-haiku-20241022","id":"msg_0149zKBgM47utdBdrfJjM6YZ","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_011jnBYLgtzXqdmSi7JDyQHj","name":"structured_output","input":{"operation":"Addition","result":42,"explanation":"Adding - 15 and 27 together results in 42"}}],"stop_reason":"tool_use","stop_sequence":null,"usage":{"input_tokens":573,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":79,"service_tier":"standard"}}' + string: '{"model":"claude-3-5-haiku-20241022","id":"msg_01A41GpDoJbZLUhR8dQzUcUX","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01UNPdzpayoWyqDYVE7fR5oA","name":"structured_output","input":{"operation":"Addition","result":42,"explanation":"Added + 15 and 27 together"}}],"stop_reason":"tool_use","stop_sequence":null,"usage":{"input_tokens":573,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":75,"service_tier":"standard","inference_geo":"not_available"}}' headers: CF-RAY: - CF-RAY-XXX @@ -62,7 +62,7 @@ interactions: Content-Type: - application/json Date: - - Fri, 30 Jan 2026 18:56:15 GMT + - Fri, 06 Feb 2026 18:41:25 GMT Server: - cloudflare Transfer-Encoding: @@ -88,7 +88,7 @@ interactions: anthropic-ratelimit-requests-remaining: - '3999' anthropic-ratelimit-requests-reset: - - '2026-01-30T18:56:14Z' + - '2026-02-06T18:41:24Z' anthropic-ratelimit-tokens-limit: - ANTHROPIC-RATELIMIT-TOKENS-LIMIT-XXX anthropic-ratelimit-tokens-remaining: @@ -102,7 +102,7 @@ interactions: strict-transport-security: - STS-XXX x-envoy-upstream-service-time: - - '1473' + - '1247' status: code: 200 message: OK diff --git a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_agent_kickoff_structured_output_without_tools.yaml b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_agent_kickoff_structured_output_without_tools.yaml index 02739fef14..70478203b2 100644 --- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_agent_kickoff_structured_output_without_tools.yaml +++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_agent_kickoff_structured_output_without_tools.yaml @@ -44,21 +44,20 @@ interactions: x-stainless-runtime: - CPython x-stainless-runtime-version: - - 3.13.3 + - 3.13.5 x-stainless-timeout: - NOT_GIVEN method: POST uri: https://api.anthropic.com/v1/messages response: body: - string: '{"model":"claude-3-5-haiku-20241022","id":"msg_013iHkpmto99iyH5kDvn8uER","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Kpda2DzHBqWq9a2FS2Bdw6","name":"structured_output","input":{"topic":"Benefits + string: '{"model":"claude-3-5-haiku-20241022","id":"msg_016wrV83wm3FLYD4JoTy2Piw","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01V6Pzr7eGfuG4Q3mc25ZXwN","name":"structured_output","input":{"topic":"Benefits of Remote Work","summary":"Remote work offers significant advantages for both - employees and employers, transforming traditional work paradigms by providing - flexibility, increased productivity, and cost savings.","key_points":["Increased - employee flexibility and work-life balance","Reduced commuting time and associated - stress","Cost savings for companies on office infrastructure","Access to a - global talent pool","Higher employee productivity and job satisfaction","Lower - carbon footprint due to reduced travel"]}}],"stop_reason":"tool_use","stop_sequence":null,"usage":{"input_tokens":589,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":153,"service_tier":"standard"}}' + employees and employers, transforming traditional workplace dynamics.","key_points":["Increased + flexibility in work schedule","Reduced commute time and transportation costs","Improved + work-life balance","Higher productivity for many employees","Cost savings + for companies on office infrastructure","Expanded talent pool for hiring","Enhanced + employee job satisfaction"]}}],"stop_reason":"tool_use","stop_sequence":null,"usage":{"input_tokens":589,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":142,"service_tier":"standard","inference_geo":"not_available"}}' headers: CF-RAY: - CF-RAY-XXX @@ -69,7 +68,7 @@ interactions: Content-Type: - application/json Date: - - Fri, 30 Jan 2026 18:56:19 GMT + - Fri, 06 Feb 2026 18:41:28 GMT Server: - cloudflare Transfer-Encoding: @@ -95,7 +94,7 @@ interactions: anthropic-ratelimit-requests-remaining: - '3999' anthropic-ratelimit-requests-reset: - - '2026-01-30T18:56:16Z' + - '2026-02-06T18:41:26Z' anthropic-ratelimit-tokens-limit: - ANTHROPIC-RATELIMIT-TOKENS-LIMIT-XXX anthropic-ratelimit-tokens-remaining: @@ -109,7 +108,7 @@ interactions: strict-transport-security: - STS-XXX x-envoy-upstream-service-time: - - '3107' + - '2650' status: code: 200 message: OK