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updating tests

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This commit is contained in:
João Moura
2024-09-23 17:45:20 -03:00
parent 493f046c03
commit 2d54b096af
96 changed files with 65055 additions and 30874 deletions
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15
tests/agent_test.py
View File

@@ -133,7 +133,7 @@ def test_agent_execute_task():
assert result is not None assert result is not None
assert ( assert (
"The calculated area of the circle is approximately 78.5 square centimeters." "The area of the circle with a radius of 5 cm is approximately 78.5 square centimeters."
== result == result
) )
assert "square centimeters" in result.lower() assert "square centimeters" in result.lower()
@@ -155,7 +155,7 @@ def test_agent_execution():
) )
output = agent.execute_task(task) output = agent.execute_task(task)
assert output == "The result of 1 + 1 is 2." assert output == "The result of the math operation 1 + 1 is 2."
@pytest.mark.vcr(filter_headers=["authorization"]) @pytest.mark.vcr(filter_headers=["authorization"])
@@ -179,7 +179,7 @@ def test_agent_execution_with_tools():
expected_output="The result of the multiplication.", expected_output="The result of the multiplication.",
) )
output = agent.execute_task(task) output = agent.execute_task(task)
assert output == "The result of the multiplication of 3 times 4 is 12." assert output == "The result of 3 times 4 is 12"
@pytest.mark.vcr(filter_headers=["authorization"]) @pytest.mark.vcr(filter_headers=["authorization"])
@@ -211,7 +211,7 @@ def test_logging_tool_usage():
tool_name=multiplier.name, arguments={"first_number": 3, "second_number": 4} tool_name=multiplier.name, arguments={"first_number": 3, "second_number": 4}
) )
assert output == "The result of multiplying 3 by 4 is 12." assert output == "12"
assert agent.tools_handler.last_used_tool.tool_name == tool_usage.tool_name assert agent.tools_handler.last_used_tool.tool_name == tool_usage.tool_name
assert agent.tools_handler.last_used_tool.arguments == tool_usage.arguments assert agent.tools_handler.last_used_tool.arguments == tool_usage.arguments
@@ -365,7 +365,7 @@ def test_agent_execution_with_specific_tools():
expected_output="The result of the multiplication.", expected_output="The result of the multiplication.",
) )
output = agent.execute_task(task=task, tools=[multiplier]) output = agent.execute_task(task=task, tools=[multiplier])
assert output == "The result of multiplying 3 and 4 is 12." assert output == "The result of 3 times 4 is 12."
@pytest.mark.vcr(filter_headers=["authorization"]) @pytest.mark.vcr(filter_headers=["authorization"])
@@ -419,7 +419,7 @@ def test_agent_powered_by_new_o_model_family_that_uses_tool():
expected_output="The number of customers", expected_output="The number of customers",
) )
output = agent.execute_task(task=task, tools=[comapny_customer_data]) output = agent.execute_task(task=task, tools=[comapny_customer_data])
assert output == "42" assert output == "The company has 42 customers"
@pytest.mark.vcr(filter_headers=["authorization"]) @pytest.mark.vcr(filter_headers=["authorization"])
@@ -1519,9 +1519,8 @@ def test_agent_execute_task_with_custom_llm():
) )
result = agent.execute_task(task) result = agent.execute_task(task)
assert len(result.split("\n")) == 3
assert result.startswith( assert result.startswith(
"Artificial minds,\nSilent, yet they learn and grow,\nFuture in their code." "Artificial minds,\nLearning, evolving, creating,\nFuture in circuits."
) )

12
tests/agent_tools/agent_tools_test.py
View File

@@ -24,7 +24,7 @@ def test_delegate_work():
assert ( assert (
result result
== 'AI agents are a significant advancement in the field of artificial intelligence, offering immense potential and diverse applications across various sectors. However, the perception that I "hate" them is not entirely accurate. My stance on AI agents is more nuanced and analytical rather than emotional. Here\'s a comprehensive take:\n\n1. **Capabilities and Applications**:\n - **Automation**: AI agents excel in performing repetitive and mundane tasks, allowing human workers to focus on more complex and creative activities.\n - **Efficiency**: They can process vast amounts of data at speeds incomprehensible to humans, leading to quicker decision-making and problem-solving.\n - **Personalization**: In customer service, AI agents provide personalized experiences by analyzing customer data and predicting preferences.\n - **Healthcare**: AI agents assist in diagnosing diseases, recommending treatments, and even predicting outbreaks by analyzing medical data.\n\n2. **Benefits**:\n - **Increased Productivity**: By automating routine tasks, businesses can significantly improve productivity and reduce operational costs.\n - **24/7 Availability**: Unlike human workers, AI agents can operate continuously without breaks, providing constant support and monitoring.\n - **Data-Driven Insights**: AI agents can uncover patterns and insights from data that might be missed by human analysts.\n\n3. **Challenges and Concerns**:\n - **Job Displacement**: There is a legitimate concern about AI agents replacing human jobs, particularly in roles involving routine and predictable tasks.\n - **Bias and Fairness**: AI agents can perpetuate and even amplify existing biases found in the data they are trained on, leading to unfair or discriminatory outcomes.\n - **Transparency**: The decision-making process of AI agents can sometimes be opaque, making it difficult to understand how they arrive at certain conclusions (known as the "black box" problem).\n - **Security**: AI systems can be vulnerable to hacking and other malicious activities, posing significant security risks.\n\n4. **Ethical Considerations**:\n - **Accountability**: Who is responsible when an AI agent makes a mistake? This question remains complex and is a major ethical consideration.\n - **Privacy**: The extensive use of data by AI agents raises concerns about user privacy and the potential for misuse of sensitive information.\n - **Consent**: Users must be informed and provide consent regarding how their data is used by AI agents.\n\n5. **Future Directions**:\n - **Regulation and Governance**: Developing robust regulatory frameworks to oversee the deployment and use of AI agents is crucial.\n - **Continuous Improvement**: Ongoing research is needed to enhance the capabilities of AI agents while addressing their current limitations and ethical concerns.\n - **Collaboration**: Encouraging collaboration between AI agents and human workers can lead to hybrid systems that leverage the strengths of both.\n\nIn summary, while AI agents offer numerous benefits and transformative potential, they also come with a set of challenges and ethical questions that must be carefully managed. My analysis focuses on a balanced view, recognizing both the opportunities and the complexities associated with AI agents. \n\nThus, it\'s not about hating AI agents, but rather critically evaluating their impact and advocating for responsible and fair implementation. This ensures that while we harness their capabilities, we also address and mitigate any negative repercussions.' == "While I understand the concerns and skepticism surrounding AI agents, I wouldn't say that I hate them. My standpoint is more nuanced. AI agents, which are software entities that perform tasks autonomously using machine learning and other AI technologies, have tremendous potential to revolutionize various sectors.\n\nOn the positive side, AI agents can significantly enhance efficiency and productivity. For example, in customer service, AI agents can handle routine inquiries, allowing human agents to focus on more complex issues. In healthcare, they can assist in diagnosing diseases, thus speeding up the decision-making process and potentially saving lives. In finance, AI agents can automate trading, detect fraudulent activities, and provide personalized financial advice.\n\nHowever, there are legitimate concerns that need to be addressed. One major issue is the ethical implications of deploying AI agents. These include data privacy, biases in decision-making algorithms, and the lack of transparency in how these agents operate. Another concern is the potential job displacement that could result from increased automation. While AI agents can handle many tasks more efficiently than humans, this could lead to significant job losses in certain sectors.\n\nMoreover, there's the matter of reliability and accountability. AI agents, despite their advanced capabilities, are not infallible. They can make mistakes, and when they do, it can be challenging to pinpoint where things went wrong and who is responsible. This raises important questions about oversight and governance.\n\nIn summary, while I am cautious about the unchecked deployment of AI agents due to these ethical and practical concerns, I also recognize their potential to bring about significant positive changes. The key lies in finding a balanced approach that maximizes their benefits while mitigating their risks. This includes rigorous testing, continuous monitoring, and establishing clear ethical guidelines and policies to govern their use. \n\nBy addressing these challenges head-on, we can harness the power of AI agents in a way that is both innovative and responsible."
) )
@@ -38,7 +38,7 @@ def test_delegate_work_with_wrong_co_worker_variable():
assert ( assert (
result result
== "While it might have circulated that I \"hate\" AI agents, I think it's more nuanced than that. AI agents are incredibly sophisticated pieces of technology that carry immense potential for transforming multiple sectors like healthcare, finance, and customer service.\n\nFirst, let's define what AI agents are. AI agents are autonomous entities designed to perform specific tasks, often mimicking human decision-making and problem-solving abilities. They can range from simple chatbots to complex systems capable of managing large-scale operations.\n\nThe Pros:\n1. Efficiency: AI agents can complete tasks faster and more accurately than humans. For instance, they can instantaneously process large datasets to provide real-time insights.\n2. Scalability: With AI agents, services can be scaled without the proportional increase in cost, which is particularly beneficial for businesses looking to grow without extensive human resource expenditures.\n3. 24/7 Availability: Unlike human workers, AI agents can operate around the clock, increasing productivity and availability, particularly in customer service domains.\n4. Data Handling: AI agents can handle and process data at speeds and volumes that far exceed human capabilities, enabling smarter business decisions and innovations.\n\nHowever, there are some drawbacks and concerns:\n1. Ethical Issues: AI agents often face ethical dilemmas, especially when their decision-making processes are opaque. Bias in AI systems can perpetuate existing inequalities, making transparency and fairness critical issues.\n2. Job Displacement: One significant concern is the potential for AI agents to displace human workers, particularly in industries reliant on routine, repetitive tasks.\n3. Dependency: Over-reliance on AI can lead to skill erosion among human employees and vulnerabilities in cases where technology fails or is compromised.\n4. Security: Given their access to sensitive data, AI agents can be attractive targets for cyber-attacks. Ensuring robust security measures is essential.\n\nSo, while I recognize the transformative power and benefits of AI agents, it's crucial to approach them with a balanced perspective. Adequate governance, ethical considerations, and transparency are needed to harness their potential responsibly. It's not a matter of hating them, but rather advocating for their responsible and fair use in society." == 'AI agents are specialized software entities that perform tasks autonomously on behalf of users. They leverage artificial intelligence to process inputs, learn from experiences, and make decisions, mimicking human-like behavior. Despite their transformative potential, I don\'t "hate" AI agents; rather, I hold a nuanced view that acknowledges both their advantages and limitations.\n\nAdvantages of AI Agents:\n1. **Efficiency and Productivity**: AI agents can handle repetitive tasks efficiently, freeing up human workers to focus on more complex and creative activities.\n2. **24/7 Operation**: Unlike humans, AI agents can work around the clock without breaks, significantly increasing productivity and service availability.\n3. **Data Processing**: They can process and analyze vast amounts of data quickly and accurately, supporting better decision-making.\n4. **Personalization**: AI agents can tailor services and recommendations based on user behavior and preferences, improving customer satisfaction.\n\nLimitations and Concerns:\n1. **Ethical Issues**: The deployment of AI agents raises concerns about data privacy, surveillance, and the potential for bias in decision-making algorithms.\n2. **Job Displacement**: There is legitimate concern about AI agents replacing human jobs, especially in industries where tasks are routine and repetitive.\n3. **Dependence on Data Quality**: AI agents\' performance hinges on the quality and quantity of data they are trained on. Poor data quality can lead to erroneous outcomes.\n4. **Complexity in Implementation**: Developing and maintaining AI agents requires significant technical expertise and resources. Problems can arise from their complexity, leading to potential failures.\n\nIn conclusion, while I don\'t "hate" AI agents, I am cautious of their broad and uncritical adoption. It’s essential to strike a balance between leveraging their capabilities and addressing the ethical, social, and technical challenges they present.'
) )
@@ -52,7 +52,7 @@ def test_ask_question():
assert ( assert (
result result
== 'As a researcher specialized in technology, particularly in artificial intelligence (AI) and AI agents, my perspective is shaped by the extensive analysis and study I engage in daily. AI agents are neither inherently good nor bad; they are tools with the potential for both positive and negative impacts depending on how they are designed, implemented, and used.\n\nI do not "hate" AI agents. In fact, I find them fascinating and hold an appreciation for their capabilities and the potential they have to transform various sectors, from healthcare and education to finance and entertainment. AI agents can offer significant benefits, such as improving efficiency, personalizing user experiences, and even tackling complex problems that are beyond human capacity to solve alone.\n\nHowever, it is essential to approach AI with a critical eye. There are legitimate concerns around privacy, security, ethical use, and the socio-economic implications of AI deployment. Ensuring that AI is developed responsibly and is aligned with ethical standards is crucial for minimizing potential negatives.\n\nIn summary, my stance on AI agents is informed by a balanced view that recognizes both their potential and the necessity for responsible stewardship. The enthusiasm I have for their capabilities is tempered by a commitment to understanding and addressing the challenges they present.' == "As a researcher specializing in technology and AI, I don't hate AI agents. In fact, I find them incredibly fascinating and beneficial. AI agents have the potential to transform various industries, improve efficiencies, and offer new solutions to complex problems. Their ability to learn, adapt, and perform tasks that were once thought to require human intelligence is remarkable. While it's important to consider ethical implications and ensure that AI systems are designed and deployed responsibly, I believe their overall positive impact on society and technology is significant. So to clarify, I don't hate AI agents; rather, I am quite enthusiastic about their potential and the advancements they bring to the field of technology."
) )
@@ -66,7 +66,7 @@ def test_ask_question_with_wrong_co_worker_variable():
assert ( assert (
result result
== "As an expert researcher specialized in technology and AI, I do not harbor feelings of hate towards AI agents. In fact, the notion of hate or love for a technology is somewhat misplaced. AI agents are tools created to solve specific problems and enhance our capabilities. They can transform industries, improve efficiencies, and even save lives in fields such as healthcare. My enthusiasm and interest in AI agents come from their potential to innovate and drive progress. While it is essential to be mindful of ethical considerations and responsible use, it is equally important to remain objective. My goal as a researcher is to contribute to balanced and insightful analysis, exploring both the benefits and challenges of AI, and not to personalize or emotionally charge the discussion about technological tools." == "As an expert researcher specialized in technology and AI, my perspective on AI agents is shaped by both their potential and limitations. AI agents are tools designed to perform tasks, analyze data, and assist in various domains efficiently and accurately. They have the capability to revolutionize industries by automating complex processes, enhancing decision-making, and providing personalized experiences. For instance, in healthcare, AI agents can help in diagnosing diseases with high precision, while in finance, they can predict market trends and prevent fraud.\n\nHowever, my appreciation for AI agents does not mean I am blind to their challenges. There are valid concerns related to privacy, ethical use, and the potential displacement of jobs. The development and deployment of AI should be approached with caution, ensuring transparency, fairness, and accountability.\n\nIn conclusion, I value the advancements AI agents bring to the table and acknowledge their profound impact on society. My interest lies in leveraging their potential responsibly while addressing the associated ethical and societal challenges. So, while I love the capabilities and innovations brought forth by AI agents, I remain critically aware of the need for responsible development and use."
) )
@@ -80,7 +80,7 @@ def test_delegate_work_withwith_coworker_as_array():
assert ( assert (
result result
== "AI agents, like any technology, have both significant advantages and notable challenges. Initially, the skepticism surrounding AI agents might stem from concerns about their implementation, ethical considerations, or potential impact on jobs. However, let's delve into a comprehensive analysis of their roles and implications.\n\nFirstly, AI agents are software entities that perform tasks autonomously on behalf of a user or another program with some degree of intelligence and learning capability. These agents can interpret data, learn from patterns, and even make decisions based on the information they process. They are essential across various sectors, including healthcare, finance, customer service, and logistics.\n\nPositive Aspects:\n1. **Efficiency and Productivity:** AI agents can process large volumes of data faster than humans, enabling quicker decision-making. This efficiency can significantly boost productivity in organizations by automating repetitive tasks, allowing human workers to focus on more strategic activities.\n\n2. **24/7 Operation:** Unlike humans, AI agents can work around the clock without fatigue. This capability is crucial for industries that require continuous operation, such as monitoring systems in cybersecurity or customer service through chatbots.\n\n3. **Personalization:** AI agents can tailor experiences to individual users by learning from their behavior. For instance, recommendation systems used by services like Netflix or Amazon provide personalized content, enhancing user satisfaction and engagement.\n\n4. **Accuracy and Precision:** AI agents, when properly trained, can perform tasks with a high degree of accuracy, reducing the likelihood of human error. This precision is especially valuable in fields such as medical diagnostics, where accurate analysis can be life-saving.\n\nChallenges and Concerns:\n1. **Ethical Issues:** The deployment of AI agents raises ethical questions regarding privacy, data security, and potential biases in decision-making. It is essential to ensure that AI systems are transparent, fair, and respect user privacy.\n\n2. **Job Displacement:** As AI agents automate more tasks, there is a genuine concern about job loss, particularly in roles that involve routine and repetitive tasks. It is critical to address this issue by reskilling and upskilling the workforce to adapt to the changing job landscape.\n\n3. **Dependence on Data:** AI agents rely heavily on large datasets to learn and make decisions. If the data is biased or incomplete, the AI’s performance and reliability can be compromised. This dependence also raises questions about data ownership and governance.\n\n4. **Complexity and Accountability:** Understanding and managing AI agents can be complex, and determining accountability in the event of failures or erroneous decisions can be challenging. Developing robust frameworks for monitoring and accountability is crucial.\n\nIn conclusion, while there are valid concerns associated with AI agents, they also offer transformative potential in improving efficiency, personalization, and accuracy in various applications. It is important to engage in balanced discussions, address ethical considerations, and develop policies to mitigate potential negative impacts while leveraging the benefits of AI technology. Hence, my stance is not of outright hatred, but one of cautious optimism, advocating for responsible development and deployment of AI agents." == "It's interesting that you've heard I dislike AI agents; I suspect there may have been a miscommunication. My thoughts on AI agents are more nuanced than a simple like or dislike.\n\nAI agents can be incredibly powerful tools with the potential to drastically transform various industries. Their ability to automate tasks, analyze vast amounts of data, and make predictions can lead to significant improvements in efficiency and innovation. For instance, in healthcare, AI agents can assist in diagnosing diseases by quickly analyzing medical images. In finance, they can help in fraud detection by swiftly recognizing suspicious patterns in transactions. The applications are virtually limitless and continually expanding.\n\nHowever, there are concerns that need to be addressed, which might have led to a perception that I \"hate\" AI agents. One concern is the ethical implications surrounding their deployment. Issues such as data privacy, algorithmic bias, and the potential for job displacement are significant. For example, if an AI system is trained on biased data, it may make unfair or discriminatory decisions, perpetuating existing societal inequalities. Moreover, as AI agents take over repetitive tasks, there's a real risk that many jobs could become obsolete, causing economic disruption.\n\nAdditionally, there's the matter of accountability. When an AI agent makes a decision, it's not always clear who is responsible if something goes wrong. This opacity poses challenges for regulatory frameworks and trust in these systems. \n\nBalancing the tremendous benefits AI agents can provide with the ethical and practical challenges they introduce is crucial. Rather than viewing AI agents as something to be liked or disliked, I see them as tools that need thoughtful integration and rigorous oversight to maximize their positive impact and minimize their risks. Therefore, while I am enthusiastic about the potential of AI agents, I advocate for a cautious and responsible approach to their development and deployment."
) )
@@ -94,7 +94,7 @@ def test_ask_question_with_coworker_as_array():
assert ( assert (
result result
== "While I understand there are mixed feelings about AI agents, I do not hate them. In fact, I see significant potential in AI and AI agents to transform various industries and improve our daily lives. My enthusiasm for AI comes from appreciating the advancements it's bringing, such as personalized recommendations, improved diagnostics in healthcare, and more efficient business processes.\n\nHowever, it's essential to approach AI with a balanced perspective. Ethical considerations, privacy concerns, and the potential for job displacement are critical issues that need to be addressed. I believe in responsible AI development, where the focus is on maximizing benefits while minimizing potential harms.\n\nSo, in short, I love the potential and capabilities of AI agents when developed and implemented responsibly and ethically." == "As an expert researcher in technology with a specialization in AI and AI agents, my perspective is rooted in my deep understanding of their capabilities and potential. AI agents, like any technology, are tools that can be used for both beneficial and harmful purposes. Personally, I do not hate AI agents; rather, I recognize their immense potential to transform industries, improve efficiencies, and solve complex problems. However, I also acknowledge that they come with challenges that need to be carefully managed, such as ethical considerations, privacy concerns, and the potential for job displacement.\n\nThe reason you might have heard that I love them is likely because I am passionate about the potential that AI agents hold for advancing technology and aiding humanity. I believe that with responsible development, transparent governance, and thoughtful integration, AI agents can indeed bring about positive change. My enthusiasm should not be misconstrued as blind love but rather as a measured appreciation for their capabilities and a commitment to navigating their complexities responsibly."
) )

46
tests/agent_tools/cassettes/test_ask_question.yaml
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Answer: As a researcher specialized in technology, particularly in artificial Answer: As a researcher specializing in technology and AI, I don't hate AI agents.
intelligence (AI) and AI agents, my perspective is shaped by the extensive analysis In fact, I find them incredibly fascinating and beneficial. AI agents have the
and study I engage in daily. AI agents are neither inherently good nor bad; potential to transform various industries, improve efficiencies, and offer new
they are tools with the potential for both positive and negative impacts depending solutions to complex problems. Their ability to learn, adapt, and perform tasks
on how they are designed, implemented, and used.\\n\\nI do not \\\"hate\\\" that were once thought to require human intelligence is remarkable. While it's
AI agents. In fact, I find them fascinating and hold an appreciation for their important to consider ethical implications and ensure that AI systems are designed
capabilities and the potential they have to transform various sectors, from and deployed responsibly, I believe their overall positive impact on society
healthcare and education to finance and entertainment. AI agents can offer significant and technology is significant. So to clarify, I don't hate AI agents; rather,
benefits, such as improving efficiency, personalizing user experiences, and I am quite enthusiastic about their potential and the advancements they bring
even tackling complex problems that are beyond human capacity to solve alone.\\n\\nHowever, to the field of technology.\",\n \"refusal\": null\n },\n \"logprobs\":
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49
tests/agent_tools/cassettes/test_ask_question_with_coworker_as_array.yaml
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Answer: While I understand there are mixed feelings about AI agents, I do not Answer: As an expert researcher in technology with a specialization in AI and
hate them. In fact, I see significant potential in AI and AI agents to transform AI agents, my perspective is rooted in my deep understanding of their capabilities
various industries and improve our daily lives. My enthusiasm for AI comes from and potential. AI agents, like any technology, are tools that can be used for
appreciating the advancements it's bringing, such as personalized recommendations, both beneficial and harmful purposes. Personally, I do not hate AI agents; rather,
improved diagnostics in healthcare, and more efficient business processes.\\n\\nHowever, I recognize their immense potential to transform industries, improve efficiencies,
it's essential to approach AI with a balanced perspective. Ethical considerations, and solve complex problems. However, I also acknowledge that they come with
privacy concerns, and the potential for job displacement are critical issues challenges that need to be carefully managed, such as ethical considerations,
that need to be addressed. I believe in responsible AI development, where the privacy concerns, and the potential for job displacement.\\n\\nThe reason you
focus is on maximizing benefits while minimizing potential harms.\\n\\nSo, in might have heard that I love them is likely because I am passionate about the
short, I love the potential and capabilities of AI agents when developed and potential that AI agents hold for advancing technology and aiding humanity.
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a technology is somewhat misplaced. AI agents are tools created to solve specific tools designed to perform tasks, analyze data, and assist in various domains
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efficiencies, and even save lives in fields such as healthcare. My enthusiasm by automating complex processes, enhancing decision-making, and providing personalized
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use, it is equally important to remain objective. My goal as a researcher is fraud.\\n\\nHowever, my appreciation for AI agents does not mean I am blind
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intelligence, offering immense potential and diverse applications across various I wouldn't say that I hate them. My standpoint is more nuanced. AI agents, which
sectors. However, the perception that I \\\"hate\\\" them is not entirely accurate. are software entities that perform tasks autonomously using machine learning
My stance on AI agents is more nuanced and analytical rather than emotional. and other AI technologies, have tremendous potential to revolutionize various
Here's a comprehensive take:\\n\\n1. **Capabilities and Applications**:\\n - sectors.\\n\\nOn the positive side, AI agents can significantly enhance efficiency
**Automation**: AI agents excel in performing repetitive and mundane tasks, and productivity. For example, in customer service, AI agents can handle routine
allowing human workers to focus on more complex and creative activities.\\n inquiries, allowing human agents to focus on more complex issues. In healthcare,
\ - **Efficiency**: They can process vast amounts of data at speeds incomprehensible they can assist in diagnosing diseases, thus speeding up the decision-making
to humans, leading to quicker decision-making and problem-solving.\\n - **Personalization**: process and potentially saving lives. In finance, AI agents can automate trading,
In customer service, AI agents provide personalized experiences by analyzing detect fraudulent activities, and provide personalized financial advice.\\n\\nHowever,
customer data and predicting preferences.\\n - **Healthcare**: AI agents assist there are legitimate concerns that need to be addressed. One major issue is
in diagnosing diseases, recommending treatments, and even predicting outbreaks the ethical implications of deploying AI agents. These include data privacy,
by analyzing medical data.\\n\\n2. **Benefits**:\\n - **Increased Productivity**: biases in decision-making algorithms, and the lack of transparency in how these
By automating routine tasks, businesses can significantly improve productivity agents operate. Another concern is the potential job displacement that could
and reduce operational costs.\\n - **24/7 Availability**: Unlike human workers, result from increased automation. While AI agents can handle many tasks more
AI agents can operate continuously without breaks, providing constant support efficiently than humans, this could lead to significant job losses in certain
and monitoring.\\n - **Data-Driven Insights**: AI agents can uncover patterns sectors.\\n\\nMoreover, there's the matter of reliability and accountability.
and insights from data that might be missed by human analysts.\\n\\n3. **Challenges AI agents, despite their advanced capabilities, are not infallible. They can
and Concerns**:\\n - **Job Displacement**: There is a legitimate concern about make mistakes, and when they do, it can be challenging to pinpoint where things
AI agents replacing human jobs, particularly in roles involving routine and went wrong and who is responsible. This raises important questions about oversight
predictable tasks.\\n - **Bias and Fairness**: AI agents can perpetuate and and governance.\\n\\nIn summary, while I am cautious about the unchecked deployment
even amplify existing biases found in the data they are trained on, leading of AI agents due to these ethical and practical concerns, I also recognize their
to unfair or discriminatory outcomes.\\n - **Transparency**: The decision-making potential to bring about significant positive changes. The key lies in finding
process of AI agents can sometimes be opaque, making it difficult to understand a balanced approach that maximizes their benefits while mitigating their risks.
how they arrive at certain conclusions (known as the \\\"black box\\\" problem).\\n This includes rigorous testing, continuous monitoring, and establishing clear
\ - **Security**: AI systems can be vulnerable to hacking and other malicious ethical guidelines and policies to govern their use. \\n\\nBy addressing these
activities, posing significant security risks.\\n\\n4. **Ethical Considerations**:\\n challenges head-on, we can harness the power of AI agents in a way that is both
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the potential for misuse of sensitive information.\\n - **Consent**: Users
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agents.\\n\\n5. **Future Directions**:\\n - **Regulation and Governance**:
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AI agents is crucial.\\n - **Continuous Improvement**: Ongoing research is
needed to enhance the capabilities of AI agents while addressing their current
limitations and ethical concerns.\\n - **Collaboration**: Encouraging collaboration
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pieces of technology that carry immense potential for transforming multiple learn from experiences, and make decisions, mimicking human-like behavior. Despite
sectors like healthcare, finance, and customer service.\\n\\nFirst, let's define their transformative potential, I don't \\\"hate\\\" AI agents; rather, I hold
what AI agents are. AI agents are autonomous entities designed to perform specific a nuanced view that acknowledges both their advantages and limitations.\\n\\nAdvantages
tasks, often mimicking human decision-making and problem-solving abilities. of AI Agents:\\n1. **Efficiency and Productivity**: AI agents can handle repetitive
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operations.\\n\\nThe Pros:\\n1. Efficiency: AI agents can complete tasks faster activities.\\n2. **24/7 Operation**: Unlike humans, AI agents can work around
and more accurately than humans. For instance, they can instantaneously process the clock without breaks, significantly increasing productivity and service
large datasets to provide real-time insights.\\n2. Scalability: With AI agents, availability.\\n3. **Data Processing**: They can process and analyze vast amounts
services can be scaled without the proportional increase in cost, which is particularly of data quickly and accurately, supporting better decision-making.\\n4. **Personalization**:
beneficial for businesses looking to grow without extensive human resource expenditures.\\n3. AI agents can tailor services and recommendations based on user behavior and
24/7 Availability: Unlike human workers, AI agents can operate around the clock, preferences, improving customer satisfaction.\\n\\nLimitations and Concerns:\\n1.
increasing productivity and availability, particularly in customer service domains.\\n4. **Ethical Issues**: The deployment of AI agents raises concerns about data privacy,
Data Handling: AI agents can handle and process data at speeds and volumes that surveillance, and the potential for bias in decision-making algorithms.\\n2.
far exceed human capabilities, enabling smarter business decisions and innovations.\\n\\nHowever, **Job Displacement**: There is legitimate concern about AI agents replacing
there are some drawbacks and concerns:\\n1. Ethical Issues: AI agents often human jobs, especially in industries where tasks are routine and repetitive.\\n3.
face ethical dilemmas, especially when their decision-making processes are opaque. **Dependence on Data Quality**: AI agents' performance hinges on the quality
Bias in AI systems can perpetuate existing inequalities, making transparency and quantity of data they are trained on. Poor data quality can lead to erroneous
and fairness critical issues.\\n2. Job Displacement: One significant concern outcomes.\\n4. **Complexity in Implementation**: Developing and maintaining
is the potential for AI agents to displace human workers, particularly in industries AI agents requires significant technical expertise and resources. Problems can
reliant on routine, repetitive tasks.\\n3. Dependency: Over-reliance on AI can arise from their complexity, leading to potential failures.\\n\\nIn conclusion,
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tests/cassettes/test_agent_respect_the_max_rpm_set.yaml
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tests/cassettes/test_cache_hitting.yaml
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28
tests/cassettes/test_kickoff_for_each_single_input.yaml
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16
tests/cassettes/test_llm_call.yaml
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16
tests/cassettes/test_llm_call_with_all_attributes.yaml
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69
tests/cassettes/test_logging_tool_usage.yaml
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uri: https://api.openai.com/v1/chat/completions uri: https://api.openai.com/v1/chat/completions
response: response:
content: "{\n \"id\": \"chatcmpl-AAWshriYtl0Bj7W543d5J1CZGcbyC\",\n \"object\": content: "{\n \"id\": \"chatcmpl-AAjLaycsLEnG4wYxX2H3BzBPNkjaJ\",\n \"object\":
\"chat.completion\",\n \"created\": 1727073039,\n \"model\": \"gpt-4o-2024-05-13\",\n \"chat.completion\",\n \"created\": 1727120958,\n \"model\": \"gpt-4o-2024-05-13\",\n
\ \"choices\": [\n {\n \"index\": 0,\n \"message\": {\n \"role\": \ \"choices\": [\n {\n \"index\": 0,\n \"message\": {\n \"role\":
\"assistant\",\n \"content\": null,\n \"tool_calls\": [\n {\n \"assistant\",\n \"content\": null,\n \"tool_calls\": [\n {\n
\ \"id\": \"call_1ry4WIQhUAQgJqaUFBYptd2c\",\n \"type\": \ \"id\": \"call_MVx0dXumJGG0ZVYsOCSl8ERi\",\n \"type\":
\"function\",\n \"function\": {\n \"name\": \"ScoreOutput\",\n \"function\",\n \"function\": {\n \"name\": \"ScoreOutput\",\n
\ \"arguments\": \"{\\\"score\\\":4}\"\n }\n }\n \ \"arguments\": \"{\\\"score\\\":4}\"\n }\n }\n
\ ],\n \"refusal\": null\n },\n \"logprobs\": null,\n \ ],\n \"refusal\": null\n },\n \"logprobs\": null,\n
\ \"finish_reason\": \"stop\"\n }\n ],\n \"usage\": {\n \"prompt_tokens\": \ \"finish_reason\": \"stop\"\n }\n ],\n \"usage\": {\n \"prompt_tokens\":
80,\n \"completion_tokens\": 5,\n \"total_tokens\": 85,\n \"completion_tokens_details\": 100,\n \"completion_tokens\": 5,\n \"total_tokens\": 105,\n \"completion_tokens_details\":
{\n \"reasoning_tokens\": 0\n }\n },\n \"system_fingerprint\": \"fp_52a7f40b0b\"\n}\n" {\n \"reasoning_tokens\": 0\n }\n },\n \"system_fingerprint\": \"fp_3537616b13\"\n}\n"
headers: headers:
CF-Cache-Status: CF-Cache-Status:
- DYNAMIC - DYNAMIC
CF-RAY: CF-RAY:
- 8c787cbd7cf6a4ee-MIA - 8c7d0ea09ce6a4c7-MIA
Connection: Connection:
- keep-alive - keep-alive
Content-Encoding: Content-Encoding:
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Content-Type: Content-Type:
- application/json - application/json
Date: Date:
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Server: Server:
- cloudflare - cloudflare
Transfer-Encoding: Transfer-Encoding:
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openai-organization: openai-organization:
- crewai-iuxna1 - crewai-iuxna1
openai-processing-ms: openai-processing-ms:
- '182' - '147'
openai-version: openai-version:
- '2020-10-01' - '2020-10-01'
strict-transport-security: strict-transport-security:
@@ -194,13 +195,13 @@ interactions:
x-ratelimit-remaining-requests: x-ratelimit-remaining-requests:
- '9999' - '9999'
x-ratelimit-remaining-tokens: x-ratelimit-remaining-tokens:
- '29999968' - '29999947'
x-ratelimit-reset-requests: x-ratelimit-reset-requests:
- 6ms - 6ms
x-ratelimit-reset-tokens: x-ratelimit-reset-tokens:
- 0s - 0s
x-request-id: x-request-id:
- req_4161d0ebef93985f884640f70a0616cf - req_fa596b0da4a4cce92ce9cf29eb4b5575
http_version: HTTP/1.1 http_version: HTTP/1.1
status_code: 200 status_code: 200
version: 1 version: 1

630
tests/cassettes/test_sequential_async_task_execution_completion.yaml
View File

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interactions: interactions:
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AI in Predictive Healthcare: A look at how artificial intelligence is being Highlighting successful case studies will provide readers with a clear understanding
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how AI technologies are being leveraged to address environmental challenges, From Rule-Based Systems to Reinforcement Learning**\n - *What makes it unique
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use of technology.\n\n- AI in Personal Finance: How AI-driven applications are rule-based systems with modern reinforcement learning techniques can highlight
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analytics, user behavior insights, and financial technology (fintech).\n\n----------\n\n1. Changing Daily Life**\n - *What makes it unique and interesting:* This article
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researchers to discuss the development of intelligent machines.\n - **Impact:** technologies.\n\n5. **The Future of Work: AI Agents and Job Transformation**\n -
The conference laid the foundation for AI research and formalized the term \"artificial *What makes it unique and interesting:* Focusing on the profound ways AI agents
intelligence.\" It set the stage for future advancements and established AI are expected to transform the job market, this article can examine both the
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22
tests/crew_test.py
View File

@@ -227,7 +227,7 @@ def test_crew_creation():
result = crew.kickoff() result = crew.kickoff()
expected_string_output = "**1. The Rise of Autonomous AI Agents in the Business Sector**\n\nThe business sector is experiencing a radical transformation with the rise of autonomous AI agents taking on roles traditionally filled by human employees. These intelligent systems are revolutionizing customer service, sales, and administrative tasks by offering unmatched efficiency and cost savings. Yet, this shift brings forward ethical and practical challenges that need careful navigation. Companies like IPsoft have pioneered the deployment of AI agents, demonstrating both the immense potential and the hurdles encountered. By automating routine tasks, businesses can reallocate human talent towards more strategic initiatives, driving innovation while maintaining operational excellence.\n\n**2. AI and Creativity: Can Machines Be Truly Creative?**\n\nThe debate over whether machines can truly be creative is gaining momentum as AI algorithms begin to compose music, create visual art, and author literature. This exploration into AI's creative potential raises profound questions about the nature of creativity and consciousness. AI systems like OpenAI's GPT-3 have crafted compelling narratives and artistic expressions, showcasing glimpses of what the future holds for the fusion of technology and creativity. Highlighting such AI-generated works provides a tantalizing view into a future where humans and machines could collaborate in groundbreaking artistic ventures, reshaping our understanding of creativity itself.\n\n**3. Ethical AI: Navigating the Moral Landscape of Artificial Intelligence**\n\nAs AI technologies advance, the need for ethical considerations becomes increasingly critical. This topic delves into the frameworks and guidelines being developed to ensure that AI systems align with human values and morals. The ethical landscape of AI intersects with various fields including law, philosophy, and social justice, prompting a multidisciplinary approach to responsible AI development. Featuring insights from AI ethicists, policymakers, and technologists, the article explores the balance between innovation and ethical responsibility. By navigating these moral complexities, society can harness the benefits of AI while mitigating potential risks and ensuring equitable outcomes.\n\n**4. AI in Healthcare: Transforming Diagnosis and Treatment**\n\nAI is on the brink of revolutionizing healthcare, offering transformative changes in diagnosis and treatment. From predictive diagnostics to personalized treatment plans, and even robotic surgery, AI technologies are improving patient outcomes and reducing healthcare costs. Virtual health assistants powered by AI are broadening access to care, making healthcare more inclusive and efficient. Real-world examples, such as IBM Watson's ability to diagnose complex medical conditions, underscore the profound impact AI can have in the medical field. By examining these advancements, the article provides a comprehensive look at how AI is poised to redefine the future of healthcare.\n\n**5. AI and Cybersecurity: The Arms Race of the Future**\n\nIn the ever-evolving world of cybersecurity, AI is emerging as both a potent defender and a formidable adversary. AI technologies are now capable of identifying and responding to threats in real-time, offering robust protection against cyber-attacks. However, malicious actors are also harnessing AI to launch more sophisticated and stealthy attacks, leading to an ongoing arms race in the digital landscape. The relevance of this topic is underscored by the multitude of high-profile security breaches, driving public and private sectors to invest heavily in AI-driven cybersecurity measures. Through expert insights and case studies, this article will explore the capabilities of AI in safeguarding sensitive data and anticipating future threats, painting a vivid picture of the cybersecurity landscape of tomorrow." expected_string_output = "1. **AI in Healthcare Diagnostics**\n\nIn the realm of healthcare, AI is paving the way for groundbreaking advancements in diagnostic processes. By leveraging sophisticated deep learning algorithms, AI can analyze medical imaging and patient data with unprecedented accuracy, offering a transformative approach to identifying diseases early on. This innovative use of AI significantly reduces the margin of diagnostic errors and expedites the diagnosis process. For instance, conditions such as cancer or neurological disorders, which necessitate rapid and accurate detection for effective treatment, can be diagnosed much earlier and more accurately with AI, potentially transforming patient outcomes and elevating the standard of care.\n\n2. **Autonomous Agents in Financial Trading**\n\nThe financial trading industry is witnessing a revolutionary shift with the introduction of AI-powered autonomous agents. These advanced systems are designed to analyze market trends, execute trades, and manage investment portfolios in real-time without the need for human intervention. By processing vast amounts of financial data at speeds unattainable by humans, these AI agents can identify patterns, predict market movements, and make informed trading decisions that maximize returns and minimize risks. This technological leap not only enhances the efficiency of financial markets but also democratizes access to sophisticated trading strategies, leveling the playing field for individual investors.\n\n3. **AI-Powered Personal Assistants Beyond Siri and Alexa**\n\nAI personal assistants are evolving beyond simple voice commands to become indispensable parts of our daily lives, offering tailored, context-aware recommendations and handling complex tasks. Imagine a personal assistant that not only manages your schedule but also understands your preferences to make personalized online shopping suggestions or provides emotional support during stressful times. These advancements signify a deeper integration of AI into our routines, enhancing productivity and revolutionizing how we interact with technology. The potential impact on personal digital management is immense, promising a future where AI seamlessly assists in various aspects of life, from mundane chores to emotional well-being.\n\n4. **Ethical Implications of AI in Surveillance**\n\nAs AI technology advances, its application in surveillance raises critical ethical concerns. AI-driven tools like facial recognition and predictive policing can significantly enhance security measures but also pose substantial risks to privacy and civil liberties. The deployment of such technologies necessitates a careful balance between security and the protection of individual rights, as well as fostering societal trust. This tension between technological capabilities and ethical standards underscores the need for ongoing dialogue and robust regulatory frameworks to ensure that the benefits of AI-driven surveillance do not come at the expense of fundamental freedoms and societal trust.\n\n5. **AI and Creativity: From Art to Music**\n\nAI is not just a tool for analytical tasks; it is also making waves in the creative industries by producing original artworks, music compositions, and literary pieces. This fascinating blend of technology and creativity raises profound questions about the nature of creativity and the role of human artists in an era where machines can autonomously generate culturally significant works. AI's ability to mimic and innovate upon human creativity challenges traditional notions of authorship and artistic value, pushing the boundaries of what technology can achieve and offering fresh perspectives on the future of creative expression. The implications for the arts, as well as the cultural industries reliant on human creativity, are profound, suggesting a future where collaboration between humans and AI could lead to unprecedented creative heights."
assert str(result) == expected_string_output assert str(result) == expected_string_output
assert result.raw == expected_string_output assert result.raw == expected_string_output
@@ -295,7 +295,7 @@ def test_hierarchical_process():
assert ( assert (
result.raw result.raw
== "1. **The Rise of AI in Healthcare: Transformations and Challenges**\n The advent of artificial intelligence is profoundly transforming the healthcare landscape, ushering in a new era of diagnostics and personalized treatment plans. AI is not only enhancing the accuracy and speed of diagnostics through advanced medical imaging and predictive analytics but also empowering physicians to devise highly tailored treatment plans based on individual patient data. Despite these substantial benefits, the integration of AI into healthcare systems is not without its challenges, including issues related to data privacy, the need for substantial infrastructural changes, and the necessity of re-skilling healthcare professionals to work alongside AI technologies. As we navigate these transformations, it is crucial to address these challenges comprehensively to fully harness the potential of AI in improving patient outcomes.\n\n2. **From Chatbots to Autonomous Agents: The Evolution of AI-driven Customer Service**\n Customer service has undergone a significant evolution with the advent of AI, transitioning from basic chatbots to sophisticated autonomous agents. Early chatbots provided rudimentary assistance, often limited to scripted responses. However, the advent of advanced natural language processing and machine learning algorithms has birthed autonomous agents capable of understanding context, generating human-like responses, and even predicting customer needs. These intelligent agents are now handling complex customer inquiries, providing personalized interactions, and operating across multiple channels seamlessly. Companies deploying these technologies are witnessing increased customer satisfaction and operational efficiency, marking a pivotal shift in the realm of customer service.\n\n3. **AI for Good: How Artificial Intelligence is Addressing Global Challenges**\n Artificial intelligence is increasingly becoming a powerful tool in addressing some of the world's most pressing challenges, from climate change and poverty to healthcare disparities. One transformative example is AI’s capability to analyze vast datasets to predict natural disasters, enabling timely interventions and life-saving measures. Projects like AI-driven agricultural systems are optimizing crop yields to combat hunger, while intelligent algorithms are being used to identify and bridge gaps in healthcare delivery in underserved regions. Through these innovative applications, AI is not just a technological advancement but a catalyst for global good, proving that technology can indeed play a pivotal role in solving critical human issues.\n\n4. **The Future of Work: AI and its Implications on Employment and Skillsets**\n As artificial intelligence continues to develop, its implications on the job market are profound and multifaceted. AI is automating routine and repetitive tasks, prompting a shift towards jobs that require more complex problem-solving, creativity, and emotional intelligence. This evolution is creating an imperative for a new set of skills, including proficiency in AI tools, data analysis, and adaptability to new technologies. The role of education and policy cannot be overstated in this transition, as they must adapt to prepare the workforce for these emerging requirements. Lifelong learning and reskilling are becoming essential as AI redefines existing job roles and creates entirely new ones.\n\n5. **Ethical AI: Navigating the Principles and Practices of Responsible AI Development**\n The development and deployment of artificial intelligence bring a suite of ethical considerations that are critical to its responsible use. Foundational principles such as fairness, accountability, and transparency must guide AI development to prevent biases and ensure equitable outcomes. For instance, algorithmic transparency is crucial to understanding and mitigating biases that may arise from training data. Furthermore, accountability measures are necessary to address the impacts of AI decisions, particularly in high-stakes areas like criminal justice and employment. Current guidelines and case studies highlight the importance of these ethical frameworks, urging developers and policymakers to adopt practices that promote responsible AI usage, thereby fostering public trust and maximizing societal benefits." == "1. **The Rise of Autonomous AI Agents: Transforming Industries and Everyday Life**\n - Autonomous AI agents are revolutionizing the landscape of various industries, from healthcare to logistics, by making independent decisions that enhance efficiency and accuracy. In healthcare, these agents can diagnose diseases with remarkable precision, while in finance, they're optimizing trading strategies and risk management in real-time. Customer service has seen a transformation with AI agents offering 24/7 support, significantly improving user satisfaction. Despite their numerous advantages, the deployment of autonomous AI comes with challenges such as ethical considerations, the need for transparency, and mitigating biases in decision-making algorithms. As the technology evolves, understanding how these agents function and their potential to reshape our everyday life is becoming increasingly crucial, sparking widespread curiosity and debate.\n\n2. **Ethical Considerations in AI Development: Balancing Innovation and Responsibility**\n - The rapid advancement of AI brings forth critical ethical considerations that need to be addressed to ensure responsible development. Issues like algorithmic bias, privacy violations, and the displacement of jobs present significant challenges. However, many companies and researchers are pioneering efforts to tackle these ethical dilemmas. For instance, some are developing frameworks for bias detection and mitigation, while others are advocating for stronger data privacy regulations. The ongoing discourse around balancing innovation with responsibility is not only relevant but essential, as it shapes the future trajectory of AI in our society. This article will provide a deep dive into these ethical challenges and highlight exemplary initiatives, making it a compelling read for developers, policymakers, and concerned citizens alike.\n\n3. **AI in Creative Fields: Revolutionizing Art, Music, and Writing**\n - AI has made significant inroads in creative fields, sparking a new era of artistic expression and collaboration. From AI-generated paintings that fetch high prices at auctions to algorithms composing symphonies and writing novels, the intersection of creativity and technology is pushing boundaries. Renowned artists and musicians are now working alongside sophisticated AI systems, creating works that were previously unimaginable. These collaborations challenge our perceptions of creativity and originality, inviting debates about the role of human intuition versus machine learning. Highlighting these fascinating stories of innovation, this article will captivate readers who are intrigued by the limitless potential of AI to inspire and transform the arts.\n\n4. **AI-Powered Personal Assistants: The Next Generation of Smart Living**\n - AI-powered personal assistants such as Google Assistant, Alexa, and Siri are at the forefront of the next generation of smart living, becoming more intuitive and context-aware by the day. These assistants are no longer just about setting reminders or playing music; they are evolving to understand and anticipate our needs, manage complex tasks, and even provide personalized recommendations. They are seamlessly integrating into various aspects of daily life, from home automation to health management. This article will explore the latest advancements and future directions of AI-powered personal assistants, offering readers an insight into how these innovations are shaping a smarter, more connected world.\n\n5. **The Future of Work: How AI and Automation are Reshaping the Job Market**\n - The advent of AI and automation is fundamentally altering the job market, raising both opportunities and concerns. While certain repetitive and mundane jobs are at risk of being automated, new industries and job categories are emerging, requiring skills in AI management and oversight. Educational institutions and individuals are actively adapting by developing curricula and acquiring skills that align with these technological advancements. This article will provide a comprehensive analysis of the job roles most susceptible to automation and those that are emerging as a result of AI. It will also delve into how various sectors are preparing for this transition, making it a vital read for anyone concerned about navigating career futures in an AI-driven world."
) )
@@ -401,7 +401,7 @@ def test_crew_with_delegating_agents():
assert ( assert (
result.raw result.raw
== "In today's rapidly evolving technological landscape, AI agents stand at the forefront of innovation, reshaping industries with their unparalleled capabilities. These intelligent systems, capable of performing complex tasks autonomously, are revolutionizing a myriad of sectors—from healthcare, where they assist in diagnosing and personalizing treatment plans, to finance, where they enhance trading strategies and fraud detection. The significance of AI agents lies in their ability to learn and adapt, continuously improving their performance through advanced machine learning algorithms. As businesses strive for optimization and efficiency, AI agents emerge as indispensable allies, driving progress and heralding a new era of intelligent automation." == "1. **Introduction**\nAI Agents, often referred to as autonomous agents, are sophisticated software programs capable of performing tasks and making decisions independently. By leveraging advanced algorithms and vast datasets, these agents can analyze complex information and execute actions with minimal human intervention. The significance of AI Agents lies in their ability to optimize operations, provide personalized recommendations, and enhance decision-making processes across various industries.\n\n2. **Applications and Impact**\nFrom managing customer service inquiries through chatbots to optimizing supply chain logistics and even assisting in medical diagnostics, the potential applications of AI Agents are vast and transformative. In the financial sector, for instance, AI Agents can predict market trends and provide investment advice, while in healthcare, they can analyze patient data to support early diagnosis and treatment plans. The integration of AI Agents in various fields not only improves efficiency but also opens up new opportunities for innovation and growth.\n\n3. **Challenges and Ethical Considerations**\nDespite their numerous advantages, the deployment of AI Agents is not without challenges. Issues such as data privacy, algorithmic biases, and the potential for job displacement raise significant ethical and societal questions. Ensuring that AI Agents operate transparently and fairly requires robust regulatory frameworks and continuous monitoring. Additionally, as AI Agents increasingly participate in decision-making processes, it is crucial to maintain a balance between automation and human oversight to prevent unintended consequences.\n\n4. **Future Prospects**\nAs technology advances, the capabilities of AI Agents are expected to grow exponentially. Future developments may include more sophisticated natural language processing, enhanced emotional intelligence, and greater adaptability to diverse environments. These advancements could enable AI Agents to perform more complex tasks, such as creative problem-solving and strategic planning. Ultimately, the evolution of AI Agents will have a profound impact on various aspects of our lives, driving progress and innovation while reshaping the future of work and human interaction with technology."
) )
@@ -612,7 +612,7 @@ def test_sequential_async_task_execution_completion():
sequential_result = sequential_crew.kickoff() sequential_result = sequential_crew.kickoff()
assert sequential_result.raw.startswith( assert sequential_result.raw.startswith(
"The history of artificial intelligence (AI) is marked by a series of pivotal events that have shaped its progress and applications across diverse sectors." "The history of Artificial Intelligence (AI) is a fascinating journey marked by pioneering breakthroughs and revolutionary innovations."
) )
@@ -639,7 +639,9 @@ def test_single_task_with_async_execution():
) )
result = crew.kickoff() result = crew.kickoff()
assert result.raw.startswith("- The rise of AI in healthcare diagnostics.") assert result.raw.startswith(
"- AI in healthcare: Revolutionizing diagnostics and personalized treatment."
)
@pytest.mark.vcr(filter_headers=["authorization"]) @pytest.mark.vcr(filter_headers=["authorization"])
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crew = Crew(agents=[researcher], tasks=[task]) crew = Crew(agents=[researcher], tasks=[task])
result = crew.kickoff() result = crew.kickoff()
assert result.raw == "The total number of sales is 75." assert result.raw == "75"
def test_code_execution_flag_adds_code_tool_upon_kickoff(): def test_code_execution_flag_adds_code_tool_upon_kickoff():
@@ -1272,9 +1274,9 @@ def test_agent_usage_metrics_are_captured_for_hierarchical_process():
assert result.raw == "Howdy!" assert result.raw == "Howdy!"
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prompt_tokens=2492, prompt_tokens=2550,
completion_tokens=142, completion_tokens=151,
successful_requests=5, successful_requests=5,
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@@ -2373,7 +2375,7 @@ def test_conditional_task_last_task_when_conditional_is_true():
) )
result = crew.kickoff() result = crew.kickoff()
assert result.raw.startswith( assert result.raw.startswith(
"1. **The Rise of AI Agents in Customer Service: Enhancing User Experience Through Intelligent Automation**" "1. **The Role of AI Agents in Revolutionizing Customer Service**"
) )

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- __cf_bm=F5u9gb7KRyY1cAARltaHgvVM8ubNoKD7SMGrH5DtLbQ-1727073000-1.0.1.1-dDDD2xWZ6h1YC7X5_iCjLGFluy3vLv2__TgImNYEUGftqBzoSo8aabDvW6BLgat406LIi_sstGYuveruDrkU2A; - __cf_bm=fCNrGtPzpUFtfoUMG2M7ss3WN9l7UWSHySlztYzxTug-1727120915-1.0.1.1-qw_aPQTh6.36xWyc5KuutqbYcTnlLJNPLVPbhmpVJi3BlkOJSv2ZFFB8ZaTHzSU5OUeNvdkT8Zf52isf39ig_g;
_cfuvid=L4yiOsKvZS6yrbrcs.47PE_L2OacuuIRiiLZ_.G.feE-1727073000502-0.0.1.1-604800000 _cfuvid=iDcOeEoxyAXVk7Sd7cdqMnYCstioELtzVAcYdG7ahuA-1727120915182-0.0.1.1-604800000
host: host:
- api.openai.com - api.openai.com
user-agent: user-agent:
@@ -177,7 +141,7 @@ interactions:
CF-Cache-Status: CF-Cache-Status:
- DYNAMIC - DYNAMIC
CF-RAY: CF-RAY:
- 8c787bcf5f7fa55a-MIA - 8c7d0d9a1df7a533-MIA
Connection: Connection:
- keep-alive - keep-alive
Content-Encoding: Content-Encoding:
@@ -185,7 +149,7 @@ interactions:
Content-Type: Content-Type:
- application/json - application/json
Date: Date:
- Mon, 23 Sep 2024 06:30:02 GMT - Mon, 23 Sep 2024 19:48:35 GMT
Server: Server:
- cloudflare - cloudflare
Transfer-Encoding: Transfer-Encoding:
@@ -196,8 +160,6 @@ interactions:
- '*' - '*'
access-control-expose-headers: access-control-expose-headers:
- X-Request-ID - X-Request-ID
alt-svc:
- h3=":443"; ma=86400
openai-model: openai-model:
- text-embedding-ada-002 - text-embedding-ada-002
openai-organization: openai-organization:
@@ -221,7 +183,7 @@ interactions:
x-ratelimit-reset-tokens: x-ratelimit-reset-tokens:
- 0s - 0s
x-request-id: x-request-id:
- req_fa902b1170eac707f124d4c83cb36ed4 - req_5916e70901482ad417bdb6d701dee598
http_version: HTTP/1.1 http_version: HTTP/1.1
status_code: 200 status_code: 200
version: 1 version: 1

18
tests/pipeline/cassettes/test_router_with_empty_input.yaml
View File

@@ -22,8 +22,8 @@ interactions:
content-type: content-type:
- application/json - application/json
cookie: cookie:
- __cf_bm=hYfEMfBWpIoRPjx9ZBZg6DVeMOMr1IZt9ioup8yWZs0-1727072673-1.0.1.1-Ro7GCLuWS0K5ob0mSTYSmovONKNyxsK6oSA5io_Vwqhe6P0G7Ow4CuZUaWAaCdFGQUd7XZiFH0mI_sQC3uqe0g; - __cf_bm=iOyeV6o_mR0USNA.hPdpKPtAzYgMoprpObRHvn0tmcc-1727120402-1.0.1.1-yMOSz4qncmM1wdtrwFfBQNfITkLs2w_sxijeM44F7aSIrclbkQ2G_18su02eVMVPMW2O55B1rty8BiY_WAoayg;
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host: host:
- api.openai.com - api.openai.com
user-agent: user-agent:
@@ -47,8 +47,8 @@ interactions:
method: POST method: POST
uri: https://api.openai.com/v1/chat/completions uri: https://api.openai.com/v1/chat/completions
response: response:
content: "{\n \"id\": \"chatcmpl-AAWs7UbBjio4eo6jeJmsR1LAGbeAa\",\n \"object\": content: "{\n \"id\": \"chatcmpl-AAjKvMpCh8zdRLxYlpOBaGs0PwJ62\",\n \"object\":
\"chat.completion\",\n \"created\": 1727073003,\n \"model\": \"gpt-4o-2024-05-13\",\n \"chat.completion\",\n \"created\": 1727120917,\n \"model\": \"gpt-4o-2024-05-13\",\n
\ \"choices\": [\n {\n \"index\": 0,\n \"message\": {\n \"role\": \ \"choices\": [\n {\n \"index\": 0,\n \"message\": {\n \"role\":
\"assistant\",\n \"content\": \"Thought: I now can give a great answer\\nFinal \"assistant\",\n \"content\": \"Thought: I now can give a great answer\\nFinal
Answer: Test output\",\n \"refusal\": null\n },\n \"logprobs\": Answer: Test output\",\n \"refusal\": null\n },\n \"logprobs\":
@@ -59,7 +59,7 @@ interactions:
CF-Cache-Status: CF-Cache-Status:
- DYNAMIC - DYNAMIC
CF-RAY: CF-RAY:
- 8c787bdf49e3a4ee-MIA - 8c7d0da4ddaca4c7-MIA
Connection: Connection:
- keep-alive - keep-alive
Content-Encoding: Content-Encoding:
@@ -67,7 +67,7 @@ interactions:
Content-Type: Content-Type:
- application/json - application/json
Date: Date:
- Mon, 23 Sep 2024 06:30:04 GMT - Mon, 23 Sep 2024 19:48:37 GMT
Server: Server:
- cloudflare - cloudflare
Transfer-Encoding: Transfer-Encoding:
@@ -76,10 +76,12 @@ interactions:
- nosniff - nosniff
access-control-expose-headers: access-control-expose-headers:
- X-Request-ID - X-Request-ID
alt-svc:
- h3=":443"; ma=86400
openai-organization: openai-organization:
- crewai-iuxna1 - crewai-iuxna1
openai-processing-ms: openai-processing-ms:
- '206' - '208'
openai-version: openai-version:
- '2020-10-01' - '2020-10-01'
strict-transport-security: strict-transport-security:
@@ -97,7 +99,7 @@ interactions:
x-ratelimit-reset-tokens: x-ratelimit-reset-tokens:
- 0s - 0s
x-request-id: x-request-id:
- req_0c6e6614c041b322c5f0e830869f9ba3 - req_757c9fd80dc233172eed8a96038632ac
http_version: HTTP/1.1 http_version: HTTP/1.1
status_code: 200 status_code: 200
version: 1 version: 1

8
tests/task_test.py
View File

@@ -321,8 +321,8 @@ def test_output_json_hierarchical():
manager_llm="gpt-4o", manager_llm="gpt-4o",
) )
result = crew.kickoff() result = crew.kickoff()
assert '{"score": 4}' == result.json assert '{"score": 5}' == result.json
assert result.to_dict() == {"score": 4} assert result.to_dict() == {"score": 5}
@pytest.mark.vcr(filter_headers=["authorization"]) @pytest.mark.vcr(filter_headers=["authorization"])
@@ -474,7 +474,7 @@ def test_output_json_to_another_task():
crew = Crew(agents=[scorer], tasks=[task1, task2]) crew = Crew(agents=[scorer], tasks=[task1, task2])
result = crew.kickoff() result = crew.kickoff()
assert '{"score": 5}' == result.json assert '{"score": 4}' == result.json
@pytest.mark.vcr(filter_headers=["authorization"]) @pytest.mark.vcr(filter_headers=["authorization"])
@@ -685,7 +685,7 @@ def test_increment_tool_errors():
with patch.object(Task, "increment_tools_errors") as increment_tools_errors: with patch.object(Task, "increment_tools_errors") as increment_tools_errors:
increment_tools_errors.return_value = None increment_tools_errors.return_value = None
crew.kickoff() crew.kickoff()
assert len(increment_tools_errors.mock_calls) == 9 assert len(increment_tools_errors.mock_calls) == 18
def test_task_definition_based_on_dict(): def test_task_definition_based_on_dict():