Lorenze Jay 6b52587c67 feat: expose messages to TaskOutput and LiteAgentOutputs (#3880) ...

* feat: add messages to task and agent outputs

- Introduced a new  field in  and  to capture messages from the last task execution.
- Updated the  class to store the last messages and provide a property for easy access.
- Enhanced the  and  classes to include messages in their outputs.
- Added tests to ensure that messages are correctly included in task outputs and agent outputs during execution.

* using typing_extensions for 3.10 compatability

* feat: add last_messages attribute to agent for improved task tracking

- Introduced a new `last_messages` attribute in the agent class to store messages from the last task execution.
- Updated the `Crew` class to handle the new messages attribute in task outputs.
- Enhanced existing tests to ensure that the `last_messages` attribute is correctly initialized and utilized across various guardrail scenarios.

* fix: add messages field to TaskOutput in tests for consistency

- Updated multiple test cases to include the new `messages` field in the `TaskOutput` instances.
- Ensured that all relevant tests reflect the latest changes in the TaskOutput structure, maintaining consistency across the test suite.
- This change aligns with the recent addition of the `last_messages` attribute in the agent class for improved task tracking.

* feat: preserve messages in task outputs during replay

- Added functionality to the Crew class to store and retrieve messages in task outputs.
- Enhanced the replay mechanism to ensure that messages from stored task outputs are preserved and accessible.
- Introduced a new test case to verify that messages are correctly stored and replayed, ensuring consistency in task execution and output handling.
- This change improves the overall tracking and context retention of task interactions within the CrewAI framework.

* fix original test, prev was debugging

2025-11-10 17:38:30 -08:00

..

test_after_crew_modification.yaml

Release/v1.0.0 (#3618)

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test_after_kickoff_modification.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_agent_custom_max_iterations.yaml

Release/v1.0.0 (#3618)

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test_agent_error_on_parsing_tool.yaml

Release/v1.0.0 (#3618)

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test_agent_execute_task_basic.yaml

Release/v1.0.0 (#3618)

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test_agent_execute_task_with_context.yaml

feat: add pydantic validation dunder to BaseInterceptor

2025-11-06 15:27:07 -05:00

test_agent_execute_task_with_custom_llm.yaml

Release/v1.0.0 (#3618)

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test_agent_execute_task_with_ollama.yaml

Release/v1.0.0 (#3618)

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test_agent_execute_task_with_tool.yaml

Release/v1.0.0 (#3618)

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test_agent_execution_with_specific_tools.yaml

Release/v1.0.0 (#3618)

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test_agent_execution_with_tools.yaml

Release/v1.0.0 (#3618)

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test_agent_execution.yaml

Release/v1.0.0 (#3618)

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test_agent_function_calling_llm.yaml

Release/v1.0.0 (#3618)

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test_agent_kickoff_with_mcp_tools.yaml

liteagent supports apps and mcps (#3794)

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test_agent_kickoff_with_platform_tools.yaml

liteagent supports apps and mcps (#3794)

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test_agent_knowledege_with_crewai_knowledge.yaml

Release/v1.0.0 (#3618)

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

test_agent_max_iterations_stops_loop.yaml

fix: properly handle agent max iterations

2025-11-07 13:54:11 -05:00

test_agent_moved_on_after_max_iterations.yaml

Release/v1.0.0 (#3618)

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test_agent_output_when_guardrail_returns_base_model.yaml

Release/v1.0.0 (#3618)

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test_agent_powered_by_new_o_model_family_that_allows_skipping_tool.yaml

Release/v1.0.0 (#3618)

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test_agent_powered_by_new_o_model_family_that_uses_tool.yaml

Release/v1.0.0 (#3618)

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test_agent_remembers_output_format_after_using_tools_too_many_times.yaml

Release/v1.0.0 (#3618)

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test_agent_repeated_tool_usage_check_even_with_disabled_cache.yaml

Release/v1.0.0 (#3618)

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test_agent_repeated_tool_usage.yaml

Release/v1.0.0 (#3618)

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test_agent_respect_the_max_rpm_set_over_crew_rpm.yaml

Release/v1.0.0 (#3618)

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

test_agent_respect_the_max_rpm_set.yaml

feat: add pydantic validation dunder to BaseInterceptor

2025-11-06 15:27:07 -05:00

test_agent_step_callback.yaml

Release/v1.0.0 (#3618)

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test_agent_usage_metrics_are_captured_for_hierarchical_process.yaml

Release/v1.0.0 (#3618)

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test_agent_use_specific_tasks_output_as_context.yaml

Release/v1.0.0 (#3618)

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test_agent_with_knowledge_sources_extensive_role.yaml

chore: update codeql config paths to new folders

2025-10-21 14:43:25 -04:00

test_agent_with_knowledge_sources_generate_search_query.yaml

Release/v1.0.0 (#3618)

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test_agent_with_knowledge_sources_with_query_limit_and_score_threshold_default.yaml

Release/v1.0.0 (#3618)

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test_agent_with_knowledge_sources_with_query_limit_and_score_threshold.yaml

Release/v1.0.0 (#3618)

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test_agent_with_knowledge_sources_works_with_copy.yaml

Release/v1.0.0 (#3618)

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test_agent_with_knowledge_sources.yaml

Release/v1.0.0 (#3618)

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test_agent_with_knowledge_with_no_crewai_knowledge.yaml

Release/v1.0.0 (#3618)

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test_agent_with_ollama_llama3.yaml

Release/v1.0.0 (#3618)

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test_agent_with_only_crewai_knowledge.yaml

feat: add pydantic validation dunder to BaseInterceptor

2025-11-06 15:27:07 -05:00

test_agent_without_max_rpm_respects_crew_rpm.yaml

Release/v1.0.0 (#3618)

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test_agent_without_max_rpm_respet_crew_rpm.yaml

Release/v1.0.0 (#3618)

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test_agents_do_not_get_delegation_tools_with_there_is_only_one_agent.yaml

Release/v1.0.0 (#3618)

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

test_anthropic_stop_sequences_sent_to_api.yaml

fix: keep stopwords updated

2025-11-06 21:10:25 -05:00

test_api_calls_throttling.yaml

Release/v1.0.0 (#3618)

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test_async_tool_using_decorator_within_flow.yaml

Release/v1.0.0 (#3618)

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test_async_tool_using_decorator_within_isolated_crew.yaml

Release/v1.0.0 (#3618)

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test_async_tool_using_within_isolated_crew.yaml

Release/v1.0.0 (#3618)

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test_async_tool_within_flow.yaml

Release/v1.0.0 (#3618)

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test_before_crew_modification.yaml

Release/v1.0.0 (#3618)

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test_before_crew_with_none_input.yaml

Release/v1.0.0 (#3618)

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test_before_kickoff_callback.yaml

Release/v1.0.0 (#3618)

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

test_before_kickoff_modification.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_before_kickoff_with_none_input.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_before_kickoff_without_inputs.yaml

Release/v1.0.0 (#3618)

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test_cache_hitting_between_agents.yaml

Release/v1.0.0 (#3618)

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test_cache_hitting.yaml

Release/v1.0.0 (#3618)

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test_conditional_task_last_task_when_conditional_is_false.yaml

Release/v1.0.0 (#3618)

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test_conditional_task_last_task_when_conditional_is_true.yaml

Release/v1.0.0 (#3618)

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test_crew_creation.yaml

Release/v1.0.0 (#3618)

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test_crew_does_not_interpolate_without_inputs.yaml

Release/v1.0.0 (#3618)

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test_crew_external_memory_save_using_crew_without_memory_flag[save].yaml

Release/v1.0.0 (#3618)

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test_crew_external_memory_save_using_crew_without_memory_flag[search].yaml

Release/v1.0.0 (#3618)

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test_crew_external_memory_save_with_memory_flag[save].yaml

Gl/feat/a2a refactor (#3793)

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test_crew_external_memory_save_with_memory_flag[search].yaml

Gl/feat/a2a refactor (#3793)

2025-10-31 18:42:03 -07:00

test_crew_external_memory_save.yaml

Release/v1.0.0 (#3618)

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test_crew_external_memory_search.yaml

Release/v1.0.0 (#3618)

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test_crew_function_calling_llm.yaml

Release/v1.0.0 (#3618)

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test_crew_kickoff_streaming_usage_metrics.yaml

Release/v1.0.0 (#3618)

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test_crew_kickoff_usage_metrics.yaml

Release/v1.0.0 (#3618)

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test_crew_log_file_output.yaml

Release/v1.0.0 (#3618)

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test_crew_output_file_end_to_end.yaml

Release/v1.0.0 (#3618)

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test_crew_testing_function.yaml

tests: cassettes, threading for flow tests

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test_crew_train_success.yaml

Gl/feat/a2a refactor (#3793)

2025-10-31 18:42:03 -07:00

test_crew_verbose_output.yaml

Release/v1.0.0 (#3618)

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test_crew_with_delegating_agents_should_not_override_agent_tools.yaml

Release/v1.0.0 (#3618)

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test_crew_with_delegating_agents_should_not_override_task_tools.yaml

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test_crew_with_delegating_agents.yaml

Release/v1.0.0 (#3618)

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test_crew_with_failing_task_guardrails.yaml

Release/v1.0.0 (#3618)

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test_crew_with_knowledge_sources_works_with_copy.yaml

Release/v1.0.0 (#3618)

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test_custom_converter_cls.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_custom_llm_implementation.yaml

Release/v1.0.0 (#3618)

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test_custom_llm_within_crew.yaml

Release/v1.0.0 (#3618)

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test_deepseek_r1_with_open_router.yaml

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test_delegation_is_not_enabled_if_there_are_only_one_agent.yaml

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test_disabled_memory_using_contextual_memory.yaml

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test_disabling_cache_for_agent.yaml

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test_do_not_allow_crewai_trigger_context_for_first_task_hierarchical.yaml

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test_docling_source.yaml

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test_ensure_exchanged_messages_are_propagated_to_external_memory.yaml

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test_ensure_first_task_allow_crewai_trigger_context_is_false_does_not_inject.yaml

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test_first_task_auto_inject_trigger.yaml

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

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

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

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test_gemini_models[gemini-gemini-2.5-flash-preview-04-17].yaml

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test_gemini_models[gemini-gemini-2.5-pro-exp-03-25].yaml

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

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test_get_knowledge_search_query.yaml

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

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

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test_gpt_4_1[gpt-4.1].yaml

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test_guardrail_emits_events.yaml

fix: ensure lite agents course-correct on validation errors

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test_guardrail_is_called_using_callable.yaml

Release/v1.0.0 (#3618)

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test_guardrail_is_called_using_string.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_guardrail_reached_attempt_limit.yaml

Release/v1.0.0 (#3618)

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test_guardrail_when_an_error_occurs.yaml

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test_handle_context_length_exceeds_limit_cli_no.yaml

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test_handle_context_length_exceeds_limit.yaml

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test_handle_streaming_tool_calls_no_available_functions.yaml

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test_handle_streaming_tool_calls_no_tools.yaml

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test_handle_streaming_tool_calls_with_error.yaml

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test_handle_streaming_tool_calls.yaml

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test_hierarchical_crew_creation_tasks_with_agents.yaml

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test_hierarchical_crew_creation_tasks_with_async_execution.yaml

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test_hierarchical_crew_creation_tasks_with_sync_last.yaml

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test_hierarchical_process.yaml

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test_hierarchical_verbose_false_manager_agent.yaml

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test_hierarchical_verbose_manager_agent.yaml

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test_increment_delegations_for_hierarchical_process.yaml

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test_increment_delegations_for_sequential_process.yaml

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test_increment_tool_errors.yaml

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test_inject_date_custom_format.yaml

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test_inject_date.yaml

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test_json_property_without_output_json.yaml

Gl/feat/a2a refactor (#3793)

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test_kickoff_for_each_error_handling.yaml

Release/v1.0.0 (#3618)

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test_kickoff_for_each_invalid_input.yaml

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test_kickoff_for_each_multiple_inputs.yaml

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test_kickoff_for_each_single_input.yaml

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test_lite_agent_created_with_correct_parameters[False].yaml

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test_lite_agent_created_with_correct_parameters[True].yaml

Release/v1.0.0 (#3618)

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test_lite_agent_output_includes_messages.yaml

feat: expose messages to TaskOutput and LiteAgentOutputs (#3880)

2025-11-10 17:38:30 -08:00

test_lite_agent_returns_usage_metrics_async.yaml

Release/v1.0.0 (#3618)

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test_lite_agent_returns_usage_metrics.yaml

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test_lite_agent_structured_output.yaml

fix: ensure lite agents course-correct on validation errors

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test_lite_agent_with_tools.yaml

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test_litellm_auth_error_handling.yaml

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test_llm_call_when_stop_is_unsupported_when_additional_drop_params_is_provided.yaml

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test_llm_call_when_stop_is_unsupported.yaml

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test_llm_call_with_all_attributes.yaml

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test_llm_call_with_error.yaml

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test_llm_call_with_message_list.yaml

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test_llm_call_with_ollama_llama3.yaml

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test_llm_call_with_string_input_and_callbacks.yaml

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test_llm_call_with_string_input.yaml

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test_llm_call_with_tool_and_message_list.yaml

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test_llm_call_with_tool_and_string_input.yaml

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test_llm_call.yaml

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test_llm_callback_replacement.yaml

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test_llm_passes_additional_params.yaml

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test_logging_tool_usage.yaml

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test_long_term_memory_with_memory_flag.yaml

Gl/feat/a2a refactor (#3793)

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test_manager_agent_delegating_to_all_agents.yaml

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test_manager_agent_delegating_to_assigned_task_agent.yaml

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test_manager_agent_with_tools_raises_exception.yaml

tests: cassettes, threading for flow tests

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test_manager_agent.yaml

tests: cassettes, threading for flow tests

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test_max_usage_count_is_respected.yaml

Release/v1.0.0 (#3618)

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test_memory_events_are_emitted.yaml

Gl/feat/a2a refactor (#3793)

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test_multimodal_agent_describing_image_successfully.yaml

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test_multimodal_agent_live_image_analysis.yaml

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

test_multiple_before_after_crew.yaml

Release/v1.0.0 (#3618)

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

test_multiple_before_after_kickoff.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_multiple_docling_sources.yaml

Release/v1.0.0 (#3618)

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

test_no_inject_date.yaml

Release/v1.0.0 (#3618)

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

test_o3_mini_reasoning_effort_high.yaml

Release/v1.0.0 (#3618)

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

test_o3_mini_reasoning_effort_low.yaml

Release/v1.0.0 (#3618)

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

test_o3_mini_reasoning_effort_medium.yaml

Release/v1.0.0 (#3618)

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

test_openai_completion_call_returns_usage_metrics.yaml

Release/v1.0.0 (#3618)

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

test_openai_completion_call.yaml

Release/v1.0.0 (#3618)

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

test_openai_is_default_provider_without_explicit_llm_set_on_agent.yaml

Release/v1.0.0 (#3618)

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

test_output_json_dict_hierarchical.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_output_json_dict_sequential.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_output_json_hierarchical.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_output_json_sequential.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_output_json_to_another_task.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_output_pydantic_hierarchical.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_output_pydantic_sequential.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_output_pydantic_to_another_task.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_replay_interpolates_inputs_properly.yaml

Release/v1.0.0 (#3618)

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

test_replay_setup_context.yaml

Release/v1.0.0 (#3618)

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

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

Release/v1.0.0 (#3618)

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

test_save_task_json_output.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_save_task_output.yaml

Release/v1.0.0 (#3618)

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

test_save_task_pydantic_output.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_sequential_async_task_execution_completion.yaml

Release/v1.0.0 (#3618)

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

test_sets_parent_flow_when_inside_flow.yaml

tests: cassettes, threading for flow tests

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

test_single_task_with_async_execution.yaml

Release/v1.0.0 (#3618)

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

test_task_allow_crewai_trigger_context_no_payload.yaml

Release/v1.0.0 (#3618)

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

test_task_allow_crewai_trigger_context.yaml

Release/v1.0.0 (#3618)

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

test_task_execution_times.yaml

Release/v1.0.0 (#3618)

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

test_task_guardrail_process_output.yaml

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_task_interpolation_with_hyphens.yaml

Release/v1.0.0 (#3618)

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

test_task_output_includes_messages.yaml

feat: expose messages to TaskOutput and LiteAgentOutputs (#3880)

2025-11-10 17:38:30 -08:00

test_task_tools_override_agent_tools.yaml

Release/v1.0.0 (#3618)

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

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

fix: ensure lite agents course-correct on validation errors

2025-11-05 19:02:11 -05:00

test_task_with_max_execution_time.yaml

Release/v1.0.0 (#3618)

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

test_task_with_no_arguments.yaml

Release/v1.0.0 (#3618)

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

test_task_without_allow_crewai_trigger_context.yaml

Release/v1.0.0 (#3618)

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

test_telemetry_fails_due_connect_timeout.yaml

Release/v1.0.0 (#3618)

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

test_tool_result_as_answer_is_the_final_answer_for_the_agent.yaml

Release/v1.0.0 (#3618)

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

test_tool_usage_information_is_appended_to_agent.yaml

feat: add pydantic validation dunder to BaseInterceptor

2025-11-06 15:27:07 -05:00

test_tools_with_custom_caching.yaml

Release/v1.0.0 (#3618)

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

test_using_contextual_memory_with_long_term_memory.yaml

Release/v1.0.0 (#3618)

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

test_using_contextual_memory_with_short_term_memory.yaml

Release/v1.0.0 (#3618)

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

test_using_contextual_memory.yaml

Gl/feat/a2a refactor (#3793)

2025-10-31 18:42:03 -07:00

test_warning_long_term_memory_without_entity_memory.yaml

Release/v1.0.0 (#3618)

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

TestAgentEvaluator.test_eval_lite_agent.yaml

Release/v1.0.0 (#3618)

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

TestAgentEvaluator.test_eval_specific_agents_from_crew.yaml

Release/v1.0.0 (#3618)

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

TestAgentEvaluator.test_evaluate_current_iteration.yaml

Release/v1.0.0 (#3618)

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

TestAgentEvaluator.test_failed_evaluation.yaml

Release/v1.0.0 (#3618)

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

TestAnthropicHeaderInterceptor.test_header_interceptor_with_real_call.yaml

feat: add support for llm message interceptor hooks

2025-11-05 11:38:44 -05:00

TestAnthropicInterceptorIntegration.test_anthropic_call_with_interceptor_tracks_requests.yaml

feat: add support for llm message interceptor hooks

2025-11-05 11:38:44 -05:00

TestAnthropicLoggingInterceptor.test_logging_interceptor_tracks_details.yaml

feat: add support for llm message interceptor hooks

2025-11-05 11:38:44 -05:00

TestOpenAIAuthInterceptor.test_auth_interceptor_with_real_call.yaml

feat: add support for llm message interceptor hooks

2025-11-05 11:38:44 -05:00

TestOpenAIInterceptorIntegration.test_openai_call_with_interceptor_tracks_requests.yaml

feat: add support for llm message interceptor hooks

2025-11-05 11:38:44 -05:00

TestOpenAILoggingInterceptor.test_logging_interceptor_tracks_details.yaml

feat: add support for llm message interceptor hooks

2025-11-05 11:38:44 -05:00

TestTraceListenerSetup.test_batch_manager_finalizes_batch_clears_buffer.yaml

Release/v1.0.0 (#3618)

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

TestTraceListenerSetup.test_events_collection_batch_manager.yaml

Release/v1.0.0 (#3618)

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

TestTraceListenerSetup.test_first_time_user_trace_collection_user_accepts.yaml

Release/v1.0.0 (#3618)

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

TestTraceListenerSetup.test_first_time_user_trace_collection_with_timeout.yaml

Release/v1.0.0 (#3618)

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

TestTraceListenerSetup.test_first_time_user_trace_consolidation_logic.yaml

Release/v1.0.0 (#3618)

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

TestTraceListenerSetup.test_trace_batch_marked_as_failed_on_finalize_error.yaml

Release/v1.0.0 (#3618)

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

TestTraceListenerSetup.test_trace_listener_collects_crew_events.yaml

Release/v1.0.0 (#3618)

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

TestTraceListenerSetup.test_trace_listener_disabled_when_env_false.yaml

Release/v1.0.0 (#3618)

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

TestTraceListenerSetup.test_trace_listener_ephemeral_batch.yaml

Release/v1.0.0 (#3618)

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

TestTraceListenerSetup.test_trace_listener_setup_correctly_with_tracing_flag.yaml

Release/v1.0.0 (#3618)

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

TestTraceListenerSetup.test_trace_listener_with_authenticated_user.yaml

Release/v1.0.0 (#3618)

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