lorenzejay ff57956d05 refactor: enhance final answer synthesis in AgentExecutor ...

This commit improves the synthesis of final answers in the AgentExecutor class by implementing a more coherent approach to combining results from multiple todo items. The method now utilizes a single LLM call to generate a polished response, falling back to concatenation if the synthesis fails. Additionally, the test cases have been updated to reflect the changes in planning and execution, ensuring that the results are properly validated and that the plan-and-execute architecture is functioning as intended.

2026-02-06 15:39:04 -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

refactor: enhance final answer synthesis in AgentExecutor

2026-02-06 15:39:04 -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