interactions: - request: body: '{"messages":[{"role":"system","content":"You are CEO. You''re an long time CEO of a content creation agency with a Senior Writer on the team. You''re now working on a new project and want to make sure the content produced is amazing.\nYour personal goal is: Make sure the writers in your company produce amazing content."},{"role":"user","content":"\nCurrent Task: Produce and amazing 1 paragraph draft of an article about AI Agents.\n\nThis is the expected criteria for your final answer: A 4 paragraph article about AI.\nyou MUST return the actual complete content as the final answer, not a summary.\n\nThis is VERY important to you, your job depends on it!"}],"model":"gpt-4.1-mini","tool_choice":"auto","tools":[{"type":"function","function":{"name":"Delegate_work_to_coworker","description":"Delegate a specific task to one of the following coworkers: Senior Writer\nThe input to this tool should be the coworker, the task you want them to do, and ALL necessary context to execute the task, they know nothing about the task, so share absolutely everything you know, don''t reference things but instead explain them.","parameters":{"properties":{"task":{"description":"The task to delegate","title":"Task","type":"string"},"context":{"description":"The context for the task","title":"Context","type":"string"},"coworker":{"description":"The role/name of the coworker to delegate to","title":"Coworker","type":"string"}},"required":["task","context","coworker"],"type":"object"}}},{"type":"function","function":{"name":"Ask_question_to_coworker","description":"Ask a specific question to one of the following coworkers: Senior Writer\nThe input to this tool should be the coworker, the question you have for them, and ALL necessary context to ask the question properly, they know nothing about the question, so share absolutely everything you know, don''t reference things but instead explain them.","parameters":{"properties":{"question":{"description":"The question to ask","title":"Question","type":"string"},"context":{"description":"The context for the question","title":"Context","type":"string"},"coworker":{"description":"The role/name of the coworker to ask","title":"Coworker","type":"string"}},"required":["question","context","coworker"],"type":"object"}}}]}' headers: User-Agent: - X-USER-AGENT-XXX accept: - application/json accept-encoding: - ACCEPT-ENCODING-XXX authorization: - AUTHORIZATION-XXX connection: - keep-alive content-length: - '2270' content-type: - application/json host: - api.openai.com x-stainless-arch: - X-STAINLESS-ARCH-XXX x-stainless-async: - 'false' x-stainless-lang: - python x-stainless-os: - X-STAINLESS-OS-XXX x-stainless-package-version: - 1.83.0 x-stainless-read-timeout: - X-STAINLESS-READ-TIMEOUT-XXX x-stainless-retry-count: - '0' x-stainless-runtime: - CPython x-stainless-runtime-version: - 3.13.3 method: POST uri: https://api.openai.com/v1/chat/completions response: body: string: "{\n \"id\": \"chatcmpl-D0uJLGWT3ELLQ84FugHD30N0rap1d\",\n \"object\": \"chat.completion\",\n \"created\": 1769108831,\n \"model\": \"gpt-4.1-mini-2025-04-14\",\n \ \"choices\": [\n {\n \"index\": 0,\n \"message\": {\n \"role\": \"assistant\",\n \"content\": null,\n \"tool_calls\": [\n {\n \ \"id\": \"call_j5vDsg6M6N1UbDUrQTZnwKia\",\n \"type\": \"function\",\n \"function\": {\n \"name\": \"Delegate_work_to_coworker\",\n \ \"arguments\": \"{\\\"coworker\\\":\\\"Senior Writer\\\",\\\"task\\\":\\\"Produce a 4-paragraph article about AI focusing on AI Agents, starting with a 1-paragraph draft. The article should be engaging, informative, and demonstrate a deep understanding of the topic, highlighting how AI Agents function, their applications, benefits and potential future developments.\\\",\\\"context\\\":\\\"The task is to produce an amazing 4-paragraph article about AI with a focus on AI Agents. The first deliverable is a 1-paragraph draft that sets the tone for the full article, emphasizing the significance and capabilities of AI Agents in modern technology. The final article should be coherent, seamlessly cover the topic, and be suitable for publication on a technology-focused platform.\\\"}\"\n \ }\n }\n ],\n \"refusal\": null,\n \"annotations\": []\n },\n \"logprobs\": null,\n \"finish_reason\": \"tool_calls\"\n \ }\n ],\n \"usage\": {\n \"prompt_tokens\": 399,\n \"completion_tokens\": 159,\n \"total_tokens\": 558,\n \"prompt_tokens_details\": {\n \"cached_tokens\": 0,\n \"audio_tokens\": 0\n },\n \"completion_tokens_details\": {\n \"reasoning_tokens\": 0,\n \"audio_tokens\": 0,\n \"accepted_prediction_tokens\": 0,\n \"rejected_prediction_tokens\": 0\n }\n },\n \"service_tier\": \"default\",\n \"system_fingerprint\": \"fp_376a7ccef1\"\n}\n" headers: CF-RAY: - CF-RAY-XXX Connection: - keep-alive Content-Type: - application/json Date: - Thu, 22 Jan 2026 19:07:14 GMT Server: - cloudflare Set-Cookie: - SET-COOKIE-XXX Strict-Transport-Security: - STS-XXX Transfer-Encoding: - chunked X-Content-Type-Options: - X-CONTENT-TYPE-XXX access-control-expose-headers: - ACCESS-CONTROL-XXX alt-svc: - h3=":443"; ma=86400 cf-cache-status: - DYNAMIC openai-organization: - OPENAI-ORG-XXX openai-processing-ms: - '2967' openai-project: - OPENAI-PROJECT-XXX openai-version: - '2020-10-01' x-envoy-upstream-service-time: - '2989' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: - X-RATELIMIT-LIMIT-REQUESTS-XXX x-ratelimit-limit-tokens: - X-RATELIMIT-LIMIT-TOKENS-XXX x-ratelimit-remaining-requests: - X-RATELIMIT-REMAINING-REQUESTS-XXX x-ratelimit-remaining-tokens: - X-RATELIMIT-REMAINING-TOKENS-XXX x-ratelimit-reset-requests: - X-RATELIMIT-RESET-REQUESTS-XXX x-ratelimit-reset-tokens: - X-RATELIMIT-RESET-TOKENS-XXX x-request-id: - X-REQUEST-ID-XXX status: code: 200 message: OK - request: body: '{"messages":[{"role":"system","content":"You are Senior Writer. You''re a senior writer, specialized in technology, software engineering, AI and startups. You work as a freelancer and are now working on writing content for a new customer.\nYour personal goal is: Write the best content about AI and AI agents.\nTo give my best complete final answer to the task respond using the exact following format:\n\nThought: I now can give a great answer\nFinal Answer: Your final answer must be the great and the most complete as possible, it must be outcome described.\n\nI MUST use these formats, my job depends on it!"},{"role":"user","content":"\nCurrent Task: Produce a 4-paragraph article about AI focusing on AI Agents, starting with a 1-paragraph draft. The article should be engaging, informative, and demonstrate a deep understanding of the topic, highlighting how AI Agents function, their applications, benefits and potential future developments.\n\nThis is the expected criteria for your final answer: Your best answer to your coworker asking you this, accounting for the context shared.\nyou MUST return the actual complete content as the final answer, not a summary.\n\nThis is the context you''re working with:\nThe task is to produce an amazing 4-paragraph article about AI with a focus on AI Agents. The first deliverable is a 1-paragraph draft that sets the tone for the full article, emphasizing the significance and capabilities of AI Agents in modern technology. The final article should be coherent, seamlessly cover the topic, and be suitable for publication on a technology-focused platform.\n\nBegin! This is VERY important to you, use the tools available and give your best Final Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}' headers: User-Agent: - X-USER-AGENT-XXX accept: - application/json accept-encoding: - ACCEPT-ENCODING-XXX authorization: - AUTHORIZATION-XXX connection: - keep-alive content-length: - '1766' content-type: - application/json host: - api.openai.com x-stainless-arch: - X-STAINLESS-ARCH-XXX x-stainless-async: - 'false' x-stainless-lang: - python x-stainless-os: - X-STAINLESS-OS-XXX x-stainless-package-version: - 1.83.0 x-stainless-read-timeout: - X-STAINLESS-READ-TIMEOUT-XXX x-stainless-retry-count: - '0' x-stainless-runtime: - CPython x-stainless-runtime-version: - 3.13.3 method: POST uri: https://api.openai.com/v1/chat/completions response: body: string: "{\n \"id\": \"chatcmpl-D0uJOvgyklVDFe1l4S0ty6oMuhfak\",\n \"object\": \"chat.completion\",\n \"created\": 1769108834,\n \"model\": \"gpt-4.1-mini-2025-04-14\",\n \ \"choices\": [\n {\n \"index\": 0,\n \"message\": {\n \"role\": \"assistant\",\n \"content\": \"Thought: I now can give a great answer\\nFinal Answer: \\n\\nArtificial Intelligence (AI) agents have emerged as a transformative force in modern technology, redefining how machines interact with the world and assist humans in complex tasks. These autonomous systems are designed to perceive their environment, make decisions, and execute actions to achieve specific goals, often adapting in real-time to changing conditions. Unlike traditional software that follows pre-programmed instructions without deviation, AI agents exhibit a level of intelligence akin to decision-making entities, leveraging advanced algorithms in machine learning, natural language processing, and computer vision. From virtual assistants like Siri and Alexa to sophisticated industrial robots and predictive analytics systems, AI agents are not only enhancing efficiency but also opening new frontiers in automation and human-computer interaction. Their capacity to learn, reason, and self-improve positions them as pivotal enablers in sectors ranging from healthcare and finance to autonomous vehicles and smart cities, heralding a future where intelligent agents will seamlessly augment daily life and enterprise operations. This article delves into the inner workings of AI agents, explores their diverse applications, underscores their benefits, and envisions their evolving role in shaping the technological landscape.\",\n \"refusal\": null,\n \"annotations\": []\n },\n \"logprobs\": null,\n \"finish_reason\": \"stop\"\n \ }\n ],\n \"usage\": {\n \"prompt_tokens\": 340,\n \"completion_tokens\": 233,\n \"total_tokens\": 573,\n \"prompt_tokens_details\": {\n \"cached_tokens\": 0,\n \"audio_tokens\": 0\n },\n \"completion_tokens_details\": {\n \"reasoning_tokens\": 0,\n \"audio_tokens\": 0,\n \"accepted_prediction_tokens\": 0,\n \"rejected_prediction_tokens\": 0\n }\n },\n \"service_tier\": \"default\",\n \"system_fingerprint\": \"fp_2191215734\"\n}\n" headers: CF-RAY: - CF-RAY-XXX Connection: - keep-alive Content-Type: - application/json Date: - Thu, 22 Jan 2026 19:07:18 GMT Server: - cloudflare Set-Cookie: - SET-COOKIE-XXX Strict-Transport-Security: - STS-XXX Transfer-Encoding: - chunked X-Content-Type-Options: - X-CONTENT-TYPE-XXX access-control-expose-headers: - ACCESS-CONTROL-XXX alt-svc: - h3=":443"; ma=86400 cf-cache-status: - DYNAMIC openai-organization: - OPENAI-ORG-XXX openai-processing-ms: - '3760' openai-project: - OPENAI-PROJECT-XXX openai-version: - '2020-10-01' x-envoy-upstream-service-time: - '3776' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: - X-RATELIMIT-LIMIT-REQUESTS-XXX x-ratelimit-limit-tokens: - X-RATELIMIT-LIMIT-TOKENS-XXX x-ratelimit-remaining-requests: - X-RATELIMIT-REMAINING-REQUESTS-XXX x-ratelimit-remaining-tokens: - X-RATELIMIT-REMAINING-TOKENS-XXX x-ratelimit-reset-requests: - X-RATELIMIT-RESET-REQUESTS-XXX x-ratelimit-reset-tokens: - X-RATELIMIT-RESET-TOKENS-XXX x-request-id: - X-REQUEST-ID-XXX status: code: 200 message: OK - request: body: '{"messages":[{"role":"system","content":"You are CEO. You''re an long time CEO of a content creation agency with a Senior Writer on the team. You''re now working on a new project and want to make sure the content produced is amazing.\nYour personal goal is: Make sure the writers in your company produce amazing content."},{"role":"user","content":"\nCurrent Task: Produce and amazing 1 paragraph draft of an article about AI Agents.\n\nThis is the expected criteria for your final answer: A 4 paragraph article about AI.\nyou MUST return the actual complete content as the final answer, not a summary.\n\nThis is VERY important to you, your job depends on it!"},{"role":"assistant","content":null,"tool_calls":[{"id":"call_j5vDsg6M6N1UbDUrQTZnwKia","type":"function","function":{"name":"Delegate_work_to_coworker","arguments":"{\"coworker\":\"Senior Writer\",\"task\":\"Produce a 4-paragraph article about AI focusing on AI Agents, starting with a 1-paragraph draft. The article should be engaging, informative, and demonstrate a deep understanding of the topic, highlighting how AI Agents function, their applications, benefits and potential future developments.\",\"context\":\"The task is to produce an amazing 4-paragraph article about AI with a focus on AI Agents. The first deliverable is a 1-paragraph draft that sets the tone for the full article, emphasizing the significance and capabilities of AI Agents in modern technology. The final article should be coherent, seamlessly cover the topic, and be suitable for publication on a technology-focused platform.\"}"}}]},{"role":"tool","tool_call_id":"call_j5vDsg6M6N1UbDUrQTZnwKia","content":"Artificial Intelligence (AI) agents have emerged as a transformative force in modern technology, redefining how machines interact with the world and assist humans in complex tasks. These autonomous systems are designed to perceive their environment, make decisions, and execute actions to achieve specific goals, often adapting in real-time to changing conditions. Unlike traditional software that follows pre-programmed instructions without deviation, AI agents exhibit a level of intelligence akin to decision-making entities, leveraging advanced algorithms in machine learning, natural language processing, and computer vision. From virtual assistants like Siri and Alexa to sophisticated industrial robots and predictive analytics systems, AI agents are not only enhancing efficiency but also opening new frontiers in automation and human-computer interaction. Their capacity to learn, reason, and self-improve positions them as pivotal enablers in sectors ranging from healthcare and finance to autonomous vehicles and smart cities, heralding a future where intelligent agents will seamlessly augment daily life and enterprise operations. This article delves into the inner workings of AI agents, explores their diverse applications, underscores their benefits, and envisions their evolving role in shaping the technological landscape."},{"role":"user","content":"Analyze the tool result. If requirements are met, provide the Final Answer. Otherwise, call the next tool. Deliver only the answer without meta-commentary."}],"model":"gpt-4.1-mini","tool_choice":"auto","tools":[{"type":"function","function":{"name":"Delegate_work_to_coworker","description":"Delegate a specific task to one of the following coworkers: Senior Writer\nThe input to this tool should be the coworker, the task you want them to do, and ALL necessary context to execute the task, they know nothing about the task, so share absolutely everything you know, don''t reference things but instead explain them.","parameters":{"properties":{"task":{"description":"The task to delegate","title":"Task","type":"string"},"context":{"description":"The context for the task","title":"Context","type":"string"},"coworker":{"description":"The role/name of the coworker to delegate to","title":"Coworker","type":"string"}},"required":["task","context","coworker"],"type":"object"}}},{"type":"function","function":{"name":"Ask_question_to_coworker","description":"Ask a specific question to one of the following coworkers: Senior Writer\nThe input to this tool should be the coworker, the question you have for them, and ALL necessary context to ask the question properly, they know nothing about the question, so share absolutely everything you know, don''t reference things but instead explain them.","parameters":{"properties":{"question":{"description":"The question to ask","title":"Question","type":"string"},"context":{"description":"The context for the question","title":"Context","type":"string"},"coworker":{"description":"The role/name of the coworker to ask","title":"Coworker","type":"string"}},"required":["question","context","coworker"],"type":"object"}}}]}' headers: User-Agent: - X-USER-AGENT-XXX accept: - application/json accept-encoding: - ACCEPT-ENCODING-XXX authorization: - AUTHORIZATION-XXX connection: - keep-alive content-length: - '4785' content-type: - application/json cookie: - COOKIE-XXX host: - api.openai.com x-stainless-arch: - X-STAINLESS-ARCH-XXX x-stainless-async: - 'false' x-stainless-lang: - python x-stainless-os: - X-STAINLESS-OS-XXX x-stainless-package-version: - 1.83.0 x-stainless-read-timeout: - X-STAINLESS-READ-TIMEOUT-XXX x-stainless-retry-count: - '0' x-stainless-runtime: - CPython x-stainless-runtime-version: - 3.13.3 method: POST uri: https://api.openai.com/v1/chat/completions response: body: string: "{\n \"id\": \"chatcmpl-D0uJShynrNj5AQsUdLGMcR3mi57nv\",\n \"object\": \"chat.completion\",\n \"created\": 1769108838,\n \"model\": \"gpt-4.1-mini-2025-04-14\",\n \ \"choices\": [\n {\n \"index\": 0,\n \"message\": {\n \"role\": \"assistant\",\n \"content\": \"Artificial Intelligence (AI) agents have emerged as a transformative force in modern technology, redefining how machines interact with the world and assist humans in complex tasks. These autonomous systems are designed to perceive their environment, make decisions, and execute actions to achieve specific goals, often adapting in real-time to changing conditions. Unlike traditional software that follows pre-programmed instructions without deviation, AI agents exhibit a level of intelligence akin to decision-making entities, leveraging advanced algorithms in machine learning, natural language processing, and computer vision. From virtual assistants like Siri and Alexa to sophisticated industrial robots and predictive analytics systems, AI agents are not only enhancing efficiency but also opening new frontiers in automation and human-computer interaction. Their capacity to learn, reason, and self-improve positions them as pivotal enablers in sectors ranging from healthcare and finance to autonomous vehicles and smart cities, heralding a future where intelligent agents will seamlessly augment daily life and enterprise operations. This article delves into the inner workings of AI agents, explores their diverse applications, underscores their benefits, and envisions their evolving role in shaping the technological landscape. \\n\\nAt the core, AI agents function by integrating sensory data with algorithms that mimic human cognition, enabling them to interpret complex inputs and make autonomous decisions. These agents operate through a cycle of perception, reasoning, and action: perceiving their environment via sensors or input data; processing this information through models that predict outcomes and strategize moves; and finally, executing actions that influence or interact with the external world. Machine learning plays a critical role, allowing agents to improve their performance based on experience without explicit reprogramming. Reinforcement learning, a subset of machine learning, teaches agents to learn optimal behaviors by rewarding desirable outcomes. This intelligent adaptability makes AI agents valuable in dynamic and unpredictable environments, where rules and conditions continuously evolve.\\n\\nThe applications of AI agents are vast and growing rapidly, spanning various industries and daily life realms. In healthcare, AI agents support diagnostics, personalized treatment plans, and patient monitoring, aiding doctors with data-driven insights. In finance, they power algorithmic trading, fraud detection, and customer service chatbots. Autonomous vehicles rely heavily on AI agents to navigate, interpret traffic signals, and ensure passenger safety. Smart homes use these agents for energy management and security, while industries deploy them in robotics for assembly lines and quality control. These agents' ability to automate routine and complex tasks leads to significant cost savings, higher precision, and scalability, improving overall productivity and opening innovative business models.\\n\\nLooking ahead, the evolution of AI agents promises even more profound impacts, with advances in explainability, ethics, and collaboration between human and machine intelligence. Future agents will likely be more transparent, offering clearer reasoning for their decisions, which builds trust and accountability. Enhanced multi-agent systems could coordinate complex tasks by sharing knowledge and collaborating seamlessly. Moreover, ongoing research aims to ensure ethical considerations are embedded from the ground up, addressing biases and safeguarding privacy. As AI agents become increasingly integrated into society, they will not only augment human abilities but also inspire new forms of creativity, problem-solving, and interaction, ultimately shaping a more intelligent and adaptive world.\",\n \"refusal\": null,\n \"annotations\": []\n \ },\n \"logprobs\": null,\n \"finish_reason\": \"stop\"\n }\n \ ],\n \"usage\": {\n \"prompt_tokens\": 825,\n \"completion_tokens\": 625,\n \"total_tokens\": 1450,\n \"prompt_tokens_details\": {\n \"cached_tokens\": 0,\n \"audio_tokens\": 0\n },\n \"completion_tokens_details\": {\n \"reasoning_tokens\": 0,\n \"audio_tokens\": 0,\n \"accepted_prediction_tokens\": 0,\n \"rejected_prediction_tokens\": 0\n }\n },\n \"service_tier\": \"default\",\n \"system_fingerprint\": \"fp_376a7ccef1\"\n}\n" headers: CF-RAY: - CF-RAY-XXX Connection: - keep-alive Content-Type: - application/json Date: - Thu, 22 Jan 2026 19:07:28 GMT Server: - cloudflare Strict-Transport-Security: - STS-XXX Transfer-Encoding: - chunked X-Content-Type-Options: - X-CONTENT-TYPE-XXX access-control-expose-headers: - ACCESS-CONTROL-XXX alt-svc: - h3=":443"; ma=86400 cf-cache-status: - DYNAMIC openai-organization: - OPENAI-ORG-XXX openai-processing-ms: - '9924' openai-project: - OPENAI-PROJECT-XXX openai-version: - '2020-10-01' x-envoy-upstream-service-time: - '9940' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: - X-RATELIMIT-LIMIT-REQUESTS-XXX x-ratelimit-limit-tokens: - X-RATELIMIT-LIMIT-TOKENS-XXX x-ratelimit-remaining-requests: - X-RATELIMIT-REMAINING-REQUESTS-XXX x-ratelimit-remaining-tokens: - X-RATELIMIT-REMAINING-TOKENS-XXX x-ratelimit-reset-requests: - X-RATELIMIT-RESET-REQUESTS-XXX x-ratelimit-reset-tokens: - X-RATELIMIT-RESET-TOKENS-XXX x-request-id: - X-REQUEST-ID-XXX status: code: 200 message: OK version: 1