lorenzejay 8e1474d371 feat: introduce PlannerObserver and StepExecutor for enhanced plan execution ...

This commit adds the PlannerObserver and StepExecutor classes to the CrewAI framework, implementing the observation phase of the Plan-and-Execute architecture. The PlannerObserver analyzes step execution results, determines plan validity, and suggests refinements, while the StepExecutor executes individual todo items in isolation. These additions improve the overall planning and execution process, allowing for more dynamic and responsive agent behavior. Additionally, new observation events have been defined to facilitate monitoring and logging of the planning process.

2026-02-05 15:46:21 -08:00

..

a2a

feat: add a2a update mechanisms (poll/stream/push) with handlers, config, and tests

2026-01-07 11:36:36 -05:00

agents

feat: introduce PlannerObserver and StepExecutor for enhanced plan execution

2026-02-05 15:46:21 -08:00

events

feat: add event ordering and parent-child hierarchy

2026-01-21 11:12:10 -05:00

experimental/evaluation

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

hooks

feat: implement before and after tool call hooks in CrewAgentExecutor… (#4287)

2026-01-27 14:56:50 -08:00

knowledge

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

llms

fix: improve output handling and response model integration in agents (#4307)

2026-01-30 12:27:46 -08:00

memory

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

pipeline

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

rag/embeddings

Lorenze/supporting vertex embeddings (#4282)

2026-01-26 14:55:03 -08:00

telemetry

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

tools

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

tracing

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

utilities

Merge branch 'lorenze/feat/planning-pt-1' of github.com:crewAIInc/crewAI into lorenze/feat-planning-pt-2-todo-list-gen

2026-02-03 13:54:47 -08:00

test_after_crew_modification.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_after_kickoff_modification.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_agent_usage_metrics_are_captured_for_hierarchical_process.yaml

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_agents_do_not_get_delegation_tools_with_there_is_only_one_agent.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_anthropic_function_calling.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_anthropic_thinking_blocks_preserved_across_turns.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_anthropic_thinking.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_api_calls_throttling.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_before_crew_modification.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_before_crew_with_none_input.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_before_kickoff_callback.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_before_kickoff_modification.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_before_kickoff_with_none_input.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_before_kickoff_without_inputs.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_cache_hitting_between_agents.yaml

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_conditional_task_last_task_when_conditional_is_false.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_conditional_task_last_task_when_conditional_is_true.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_crew_creation.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_crew_does_not_interpolate_without_inputs.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_crew_function_calling_llm.yaml

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_crew_kickoff_streaming_usage_metrics.yaml

Release/v1.0.0 (#3618)

2025-10-20 14:10:19 -07:00

test_crew_kickoff_usage_metrics.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_crew_log_file_output.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_crew_output_file_end_to_end.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_crew_testing_function.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_crew_train_success.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_crew_verbose_output.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_crew_with_delegating_agents_should_not_override_agent_tools.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_crew_with_delegating_agents_should_not_override_task_tools.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_crew_with_delegating_agents.yaml

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_crew_with_failing_task_guardrails.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_crew_with_knowledge_sources_works_with_copy.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_custom_converter_cls.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_custom_llm_implementation.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_custom_llm_within_crew.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_deepseek_r1_with_open_router.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_delegation_is_not_enabled_if_there_are_only_one_agent.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_disabled_memory_using_contextual_memory.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_ensure_exchanged_messages_are_propagated_to_external_memory.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_gemini_models[gemini-gemini-2.0-flash-001].yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_gemini_models[gemini-gemini-2.0-flash-lite-001].yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_gemini_models[gemini-gemini-2.0-flash-thinking-exp-01-21].yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_gemini_models[gemini-gemini-3-pro-preview].yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_gemma3[gemini-gemma-3-27b-it].yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_gpt_4_1[gpt-4.1-mini-2025-04-14].yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_gpt_4_1[gpt-4.1-nano-2025-04-14].yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_gpt_4_1[gpt-4.1].yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_guardrail_emits_events.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_guardrail_when_an_error_occurs.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_handle_context_length_exceeds_limit.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_handle_streaming_tool_calls_no_available_functions.yaml

Release/v1.0.0 (#3618)

2025-10-20 14:10:19 -07:00

test_handle_streaming_tool_calls_no_tools.yaml

Release/v1.0.0 (#3618)

2025-10-20 14:10:19 -07:00

test_handle_streaming_tool_calls_with_error.yaml

Release/v1.0.0 (#3618)

2025-10-20 14:10:19 -07:00

test_handle_streaming_tool_calls.yaml

Release/v1.0.0 (#3618)

2025-10-20 14:10:19 -07:00

test_hierarchical_crew_creation_tasks_with_agents.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_hierarchical_crew_creation_tasks_with_async_execution.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_hierarchical_crew_creation_tasks_with_sync_last.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_hierarchical_process.yaml

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_hierarchical_verbose_false_manager_agent.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_hierarchical_verbose_manager_agent.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_increment_delegations_for_hierarchical_process.yaml

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_increment_delegations_for_sequential_process.yaml

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_increment_tool_errors.yaml

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_inject_date_custom_format.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_inject_date.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_json_property_without_output_json.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_kickoff_for_each_error_handling.yaml

Release/v1.0.0 (#3618)

2025-10-20 14:10:19 -07:00

test_kickoff_for_each_multiple_inputs.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_kickoff_for_each_single_input.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_litellm_auth_error_handling.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_llm_call_when_stop_is_unsupported_when_additional_drop_params_is_provided.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_llm_call_when_stop_is_unsupported.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_llm_call_with_error.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_llm_call_with_message_list.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_llm_call_with_string_input_and_callbacks.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_llm_call_with_string_input.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_llm_call_with_tool_and_message_list.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_llm_call_with_tool_and_string_input.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_llm_callback_replacement.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_llm_passes_additional_params.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_long_term_memory_with_memory_flag.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_manager_agent_delegating_to_all_agents.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_manager_agent_delegating_to_assigned_task_agent.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_manager_agent_with_tools_raises_exception.yaml

tests: cassettes, threading for flow tests

2025-10-21 13:48:21 -04:00

test_manager_agent.yaml

tests: cassettes, threading for flow tests

2025-10-21 13:48:21 -04:00

test_memory_events_are_emitted.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_multimodal_agent_describing_image_successfully.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_multimodal_agent_live_image_analysis.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_multiple_before_after_crew.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_multiple_before_after_kickoff.yaml

Lorenze/enh decouple executor from crew (#4209)

2026-01-20 21:44:45 -08:00

test_no_inject_date.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_o3_mini_reasoning_effort_high.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_o3_mini_reasoning_effort_low.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_o3_mini_reasoning_effort_medium.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_output_json_dict_hierarchical.yaml

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_output_json_dict_sequential.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_output_json_hierarchical.yaml

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_output_json_sequential.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_output_json_to_another_task.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_output_pydantic_hierarchical.yaml

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_output_pydantic_sequential.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_output_pydantic_to_another_task.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_replay_interpolates_inputs_properly.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_replay_setup_context.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_replay_with_context_set_to_nullable.yaml

tests: cassettes, threading for flow tests

2025-10-21 13:48:21 -04:00

test_replay_with_context.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_save_task_json_output.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_save_task_output.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_save_task_pydantic_output.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_sequential_async_task_execution_completion.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_sets_flow_context_when_inside_flow.yaml

fix: use contextvars for flow execution context

2026-02-02 11:24:02 -05:00

test_single_task_with_async_execution.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_task_execution_times.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_task_guardrail_process_output.yaml

Lorenze/enh decouple executor from crew (#4209)

2026-01-20 21:44:45 -08:00

test_task_interpolation_with_hyphens.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_task_output_includes_messages.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

test_task_tools_override_agent_tools.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_task_tools_preserve_code_execution_tools.yaml

tests: cassettes, threading for flow tests

2025-10-21 13:48:21 -04:00

test_task_with_max_execution_time_exceeded.yaml

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_task_with_max_execution_time.yaml

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_task_with_no_arguments.yaml

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_tools_with_custom_caching.yaml

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_usage_info_non_streaming_with_acall_and_stop.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_usage_info_non_streaming_with_acall.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_usage_info_non_streaming_with_call.yaml

Adding usage info in llm.py (#4172)

2026-01-07 10:42:27 -08:00

test_usage_info_streaming_with_acall.yaml

Adding usage info in llm.py (#4172)

2026-01-07 10:42:27 -08:00

test_usage_info_streaming_with_call.yaml

Adding usage info in llm.py (#4172)

2026-01-07 10:42:27 -08:00

test_using_contextual_memory_with_long_term_memory.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_using_contextual_memory_with_short_term_memory.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_using_contextual_memory.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_warning_long_term_memory_without_entity_memory.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalAnthropic.test_image_file[anthropic-claude-3-5-haiku-20241022].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalAnthropic.test_mixed_files[anthropic-claude-3-5-haiku-20241022].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalAnthropic.test_pdf_file[anthropic-claude-3-5-haiku-20241022].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalAsync.test_async_agent_with_image.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalFileTypes.test_audio_gemini.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalFileTypes.test_image_openai.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalFileTypes.test_pdf_anthropic.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalFileTypes.test_pdf_openai_responses.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalFileTypes.test_text_gemini.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalFileTypes.test_video_gemini.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalGemini.test_audio_file[gemini-gemini-2.0-flash].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalGemini.test_image_file[gemini-gemini-2.0-flash].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalGemini.test_mixed_files[gemini-gemini-2.0-flash].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalGemini.test_text_file[gemini-gemini-2.0-flash].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalGemini.test_video_file[gemini-gemini-2.0-flash].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalOpenAI.test_generic_file_image[openai-gpt-4o-mini].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalOpenAI.test_generic_file_image[openai-gpt-4o].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalOpenAI.test_generic_file_image[openai-o4-mini].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalOpenAI.test_image_bytes[openai-gpt-4o-mini].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalOpenAI.test_image_bytes[openai-gpt-4o].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalOpenAI.test_image_bytes[openai-o4-mini].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalOpenAI.test_image_file[openai-gpt-4o-mini].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalOpenAI.test_image_file[openai-gpt-4o].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalOpenAI.test_image_file[openai-o4-mini].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalOpenAIResponses.test_image_file[openai-gpt-4o-mini-responses].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalOpenAIResponses.test_image_file[openai-o4-mini-responses].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalOpenAIResponses.test_pdf_file[openai-gpt-4o-mini-responses].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestAgentMultimodalOpenAIResponses.test_pdf_file[openai-o4-mini-responses].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalAnthropic.test_image_file[anthropic-claude-3-5-haiku-20241022].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalAnthropic.test_image_file[anthropic-claude-sonnet-4-20250514].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalAnthropic.test_mixed_files[anthropic-claude-3-5-haiku-20241022].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalAnthropic.test_mixed_files[anthropic-claude-sonnet-4-20250514].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalAnthropic.test_pdf_file[anthropic-claude-3-5-haiku-20241022].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalAnthropic.test_pdf_file[anthropic-claude-sonnet-4-20250514].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalBedrock.test_image_file[bedrock-anthropic.claude-3-haiku-20240307-v1-0].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalBedrock.test_pdf_file[bedrock-anthropic.claude-3-haiku-20240307-v1-0].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalFileTypes.test_audio_gemini.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalFileTypes.test_image_openai.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalFileTypes.test_pdf_anthropic.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalFileTypes.test_pdf_openai_responses.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalFileTypes.test_text_gemini.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalFileTypes.test_video_gemini.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalFileUpload.test_image_upload_anthropic.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalFileUpload.test_image_upload_openai_responses.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalFileUpload.test_pdf_upload_anthropic.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalGemini.test_audio_file[gemini-gemini-2.0-flash].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalGemini.test_image_file[gemini-gemini-1.5-flash].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalGemini.test_image_file[gemini-gemini-2.0-flash].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalGemini.test_mixed_files[gemini-gemini-2.0-flash].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalGemini.test_text_file[gemini-gemini-2.0-flash].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalGemini.test_video_file[gemini-gemini-2.0-flash].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAI.test_generic_file_image[openai-gpt-4.1-mini].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAI.test_generic_file_image[openai-gpt-4o-mini].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAI.test_generic_file_image[openai-gpt-4o].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAI.test_generic_file_image[openai-o4-mini].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAI.test_image_bytes[openai-gpt-4.1-mini].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAI.test_image_bytes[openai-gpt-4o-mini].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAI.test_image_bytes[openai-gpt-4o].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAI.test_image_bytes[openai-o4-mini].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAI.test_image_file[openai-gpt-4.1-mini].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAI.test_image_file[openai-gpt-4o-mini].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAI.test_image_file[openai-gpt-4o].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAI.test_image_file[openai-o4-mini].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAIResponses.test_image_file[openai-gpt-4o-mini-responses].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAIResponses.test_image_file[openai-o4-mini-responses].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAIResponses.test_pdf_file[openai-gpt-4o-mini-responses].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalOpenAIResponses.test_pdf_file[openai-o4-mini-responses].yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalUnsupportedTypes.test_audio_with_anthropic_uses_tool.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestCrewMultimodalUnsupportedTypes.test_video_with_openai_uses_tool.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestFlowMultimodalAnthropic.test_flow_with_image_file.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestFlowMultimodalAnthropic.test_flow_with_pdf_file.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestFlowMultimodalAsync.test_async_flow_with_image.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestFlowMultimodalGemini.test_flow_with_audio_file.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestFlowMultimodalGemini.test_flow_with_image_file.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestFlowMultimodalGemini.test_flow_with_text_file.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestFlowMultimodalGemini.test_flow_with_video_file.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestFlowMultimodalMultiStep.test_flow_with_mixed_files.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestFlowMultimodalMultiStep.test_flow_with_multiple_crews.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestFlowMultimodalOpenAI.test_flow_with_image_bytes.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestFlowMultimodalOpenAI.test_flow_with_image_file.yaml

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

TestLLMHooksIntegration.test_direct_llm_call_hooks_integration.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

TestLLMHooksIntegration.test_lite_agent_hooks_integration_with_real_llm.yaml

fix: ensure token usage recording, validate response model on stream

2025-12-10 20:32:10 -05:00

TestStreamingCrewIntegration.test_async_streaming_from_docs.yaml

feat: add streaming result support to flows and crews

2025-11-24 15:43:48 -05:00

TestStreamingCrewIntegration.test_basic_crew_streaming_from_docs.yaml

feat: add streaming result support to flows and crews

2025-11-24 15:43:48 -05:00

TestStreamingCrewIntegration.test_kickoff_for_each_streaming_from_docs.yaml

feat: add streaming result support to flows and crews

2025-11-24 15:43:48 -05:00

TestStreamingCrewIntegration.test_streaming_properties_from_docs.yaml

feat: add streaming result support to flows and crews

2025-11-24 15:43:48 -05:00

TestStreamingCrewIntegration.test_streaming_with_chunk_context_from_docs.yaml

feat: add streaming result support to flows and crews

2025-11-24 15:43:48 -05:00

TestStreamingFlowIntegration.test_async_flow_streaming_from_docs.yaml

feat: add streaming result support to flows and crews

2025-11-24 15:43:48 -05:00

TestStreamingFlowIntegration.test_basic_flow_streaming_from_docs.yaml

feat: add streaming result support to flows and crews

2025-11-24 15:43:48 -05:00