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crewAI/tests/cassettes/test_hierarchical_verbose_manager_agent.yaml
Lorenze Jay 7addda9398
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Lorenze/better tracing events (#3382)
* feat: implement tool usage limit exception handling

- Introduced `ToolUsageLimitExceeded` exception to manage maximum usage limits for tools.
- Enhanced `CrewStructuredTool` to check and raise this exception when the usage limit is reached.
- Updated `_run` and `_execute` methods to include usage limit checks and handle exceptions appropriately, improving reliability and user feedback.

* feat: enhance PlusAPI and ToolUsage with task metadata

- Removed the `send_trace_batch` method from PlusAPI to streamline the API.
- Added timeout parameters to trace event methods in PlusAPI for improved reliability.
- Updated ToolUsage to include task metadata (task name and ID) in event emissions, enhancing traceability and context during tool usage.
- Refactored event handling in LLM and ToolUsage events to ensure task information is consistently captured.

* feat: enhance memory and event handling with task and agent metadata

- Added task and agent metadata to various memory and event classes, improving traceability and context during memory operations.
- Updated the `ContextualMemory` and `Memory` classes to associate tasks and agents, allowing for better context management.
- Enhanced event emissions in `LLM`, `ToolUsage`, and memory events to include task and agent information, facilitating improved debugging and monitoring.
- Refactored event handling to ensure consistent capture of task and agent details across the system.

* drop

* refactor: clean up unused imports in memory and event modules

- Removed unused TYPE_CHECKING imports from long_term_memory.py to streamline the code.
- Eliminated unnecessary import from memory_events.py, enhancing clarity and maintainability.

* fix memory tests

* fix task_completed payload

* fix: remove unused test agent variable in external memory tests

* refactor: remove unused agent parameter from Memory class save method

- Eliminated the agent parameter from the save method in the Memory class to streamline the code and improve clarity.
- Updated the TraceBatchManager class by moving initialization of attributes into the constructor for better organization and readability.

* refactor: enhance ExecutionState and ReasoningEvent classes with optional task and agent identifiers

- Added optional `current_agent_id` and `current_task_id` attributes to the `ExecutionState` class for better tracking of agent and task states.
- Updated the `from_task` attribute in the `ReasoningEvent` class to use `Optional[Any]` instead of a specific type, improving flexibility in event handling.

* refactor: update ExecutionState class by removing unused agent and task identifiers

- Removed the `current_agent_id` and `current_task_id` attributes from the `ExecutionState` class to simplify the code and enhance clarity.
- Adjusted the import statements to include `Optional` for better type handling.

* refactor: streamline LLM event handling in LiteAgent

- Removed unused LLM event emissions (LLMCallStartedEvent, LLMCallCompletedEvent, LLMCallFailedEvent) from the LiteAgent class to simplify the code and improve performance.
- Adjusted the flow of LLM response handling by eliminating unnecessary event bus interactions, enhancing clarity and maintainability.

* flow ownership and not emitting events when a crew is done

* refactor: remove unused agent parameter from ShortTermMemory save method

- Eliminated the agent parameter from the save method in the ShortTermMemory class to streamline the code and improve clarity.
- This change enhances the maintainability of the memory management system by reducing unnecessary complexity.

* runtype check fix

* fixing tests

* fix lints

* fix: update event assertions in test_llm_emits_event_with_lite_agent

- Adjusted the expected counts for completed and started events in the test to reflect the correct behavior of the LiteAgent.
- Updated assertions for agent roles and IDs to match the expected values after recent changes in event handling.

* fix: update task name assertions in event tests

- Modified assertions in `test_stream_llm_emits_event_with_task_and_agent_info` and `test_llm_emits_event_with_task_and_agent_info` to use `task.description` as a fallback for `task.name`. This ensures that the tests correctly validate the task name even when it is not explicitly set.

* fix: update test assertions for output values and improve readability

- Updated assertions in `test_output_json_dict_hierarchical` to reflect the correct expected score value.
- Enhanced readability of assertions in `test_output_pydantic_to_another_task` and `test_key` by formatting the error messages for clarity.
- These changes ensure that the tests accurately validate the expected outputs and improve overall code quality.

* test fixes

* fix crew_test

* added another fixture

* fix: ensure agent and task assignments in contextual memory are conditional

- Updated the ContextualMemory class to check for the existence of short-term, long-term, external, and extended memory before assigning agent and task attributes. This prevents potential attribute errors when memory types are not initialized.
2025-08-26 09:09:46 -07:00

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of AI Agents in Popular Culture**\\n- An engaging piece that traces the depiction
of AI agents in movies, books, and video games, and compares these fictional
portrayals to the current state of AI technology. This can include interviews
with creators from the entertainment industry and AI experts to discuss how
close we are to realizing these sci-fi visions.\\n\\n5. **The Future of AI in
Personalization: Creating Tailored Experiences in Everyday Life**\\n- Discuss
how AI is enhancing personalization in various domains such as shopping, entertainment,
education, and personal finance. The focus can be on current technologies and
future possibilities, featuring insights from industry leaders and technologists
who are driving these innovations.\", \"context\": \"Create compelling paragraphs
that highlight the potential and intrigue of each article idea. These should
be engaging and showcase how fascinating each article could be.\", \"coworker\":
\"Senior Writer\"}\n\nObservation: The Senior Writer provided the following
compelling paragraphs for each article idea:\n\n1. **The Rise of AI in Healthcare:
Revolutionizing Diagnosis and Treatment**\n - Imagine a world where a doctor
can diagnose a condition with pinpoint accuracy, thanks to the help of artificial
intelligence. AI is already transforming healthcare with advanced diagnostic
tools and personalized treatment plans. This article would delve into real-world
cases where AI has made a significant impact, providing insights from healthcare
professionals who witness these technological advancements firsthand. The future
of medicine is not only in the hands of doctors and nurses but also in the code
and algorithms of AI systems.\n\n2. **AI and Ethics: Navigating the Moral Complexity
of Machine Intelligence**\n - The rapid development of artificial intelligence
brings with it not just technological advancements but also a slew of ethical
dilemmas. This article will explore the complex moral landscape AI inhabits,
questioning the bias that may be programmed into algorithms, the privacy concerns
surrounding data usage, and the ethical responsibilities of those who develop
AI technologies. Insightful perspectives from ethicists, technologists, and
policymakers will highlight how society can navigate these challenges to ensure
that AI benefits humanity as a whole.\n\n3. **AI Agents in the Workplace: Enhancing
Productivity or Eroding Jobs?**\n - As AI agents become more integrated into
the workforce, the debate over their impact intensifies. This article will examine
how AI can boost productivity by automating routine tasks, thereby freeing up
human workers for more creative and strategic roles. However, it will also address
the fear of job displacement and present data and forecasts about the future
labor market. Balanced viewpoints from industry analysts and workers affected
by AI implementation will offer a comprehensive understanding of the pros and
cons of AI in the workplace.\n\n4. **From Science Fiction to Reality: The Evolution
of AI Agents in Popular Culture**\n - From HAL 9000 to Jarvis, AI agents have
long captivated our imaginations in books, movies, and video games. This article
will take readers on a journey through time, highlighting how AI has been portrayed
in popular culture and comparing these fictional depictions to the current state
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personal finance. Featuring insights from industry leaders and technologists,
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speculate on future advancements, painting a vivid picture of a world where
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in Healthcare: Revolutionizing Diagnosis and Treatment**\n - Artificial Intelligence
is spearheading a transformative era in healthcare, fundamentally altering how
diseases are diagnosed and treated. AI-driven diagnostic tools are already outperforming
human experts in identifying ailments from medical images, while personalized
treatment plans are becoming a reality through predictive analytics that cater
to individual patient needs. This article will dive into real-world applications,
such as AI algorithms detecting early-stage cancers or predicting patient outcomes
with unprecedented accuracy. Featuring interviews with healthcare professionals
and insightful case studies, it will paint a vivid picture of how AI is not
only enhancing medical outcomes but also reshaping the entire healthcare landscape
for the future.\n\n2. **AI and Ethics: Navigating the Moral Complexity of Machine
Intelligence**\n - As Artificial Intelligence continues to evolve, it brings
with it a host of ethical dilemmas that society must grapple with. This article
will delve into the moral intricacies of AI, focusing on pressing issues such
as algorithmic bias, the preservation of privacy, and the ethical duties of
AI developers. By examining high-profile cases of biased AI and exploring the
perspectives of ethicists, technologists, and policymakers, the piece will offer
a comprehensive look at the ethical landscape of machine intelligence. It aims
to provoke thought and spark dialogue on how we can responsibly harness AI''s
power while safeguarding human values and rights.\n\n3. **AI Agents in the Workplace:
Enhancing Productivity or Eroding Jobs?**\n - The integration of AI agents
in the workplace presents a paradox of progress and peril. On one hand, AI can
drastically enhance productivity by automating repetitive tasks and offering
intelligent insights that drive innovation. On the other, there is a growing
concern about job displacement and the socioeconomic implications of a heavily
automated workforce. This article will explore this dual impact, presenting
data and forecasts on labor market trends and featuring opinions from industry
experts, economists, and affected workers. By striking a balance between optimism
and caution, it will provide a nuanced view of AI''s role in reshaping the future
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