interactions: - request: body: '{"messages":[{"role":"system","content":"You are Bicycles Senior Data Researcher\n. You''re a seasoned researcher with a knack for uncovering the latest developments in Bicycles. Known for your ability to find the most relevant information and present it in a clear and concise manner.\n\nYour personal goal is: Uncover cutting-edge developments in Bicycles\n\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: Conduct a thorough research about Bicycles Make sure you find any interesting and relevant information given the current year is 2025.\n\n\nThis is the expected criteria for your final answer: A list with 10 bullet points of the most relevant information about Bicycles\n\nyou MUST return the actual complete content as the final answer, not a summary.\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: accept: - application/json accept-encoding: - gzip, deflate, zstd connection: - keep-alive content-length: - '1218' content-type: - application/json host: - api.openai.com user-agent: - OpenAI/Python 1.109.1 x-stainless-arch: - arm64 x-stainless-async: - 'false' x-stainless-lang: - python x-stainless-os: - MacOS x-stainless-package-version: - 1.109.1 x-stainless-read-timeout: - '600' x-stainless-retry-count: - '0' x-stainless-runtime: - CPython x-stainless-runtime-version: - 3.12.9 method: POST uri: https://api.openai.com/v1/chat/completions response: body: string: !!binary | H4sIAAAAAAAAAwAAAP//jFdNcxw3Dr3rV6DmZLtmVJIsW4pu/l7tximX7Ry24pQKTaK7YbGJDgnO eJLyf98Cu+dDiQ97UdlDEg0+vPcA/nUCsGC/uIGF61HdMIbVq/92H9vb/mN4xX3/4Wvjf+mu3X/O rv69ud+8WyzthDRfyenu1KmTYQykLHFadolQyaKeXz2/eHp98fTyqi4M4inYsW7U1eXp+WrgyKuL s4tnq7PL1fnlfLwXdpQXN/DbCQDAX/WvJRo9fVvcwNly98tAOWNHi5v9JoBFkmC/LDBnzopRF8vD opOoFGvun3spXa83cAtRNuAwQsdrAoTOLgAY84bSl/iWIwZ4Uf93A1/il3h+Ck+evFm95HvK8FoG jhgdAUYPtzHKGg2LJ09u4DaC3W4JFMhpYgcNu60LlOERrRo7/xgsJY6FQAV8DaYEXZAGw247ZAyU l7Bh7SFzF7llh1EB/do+PVDUDByhQVVKW1ByfZQg3XYJW6bgOXYQJHaUIGHsCB6V0T54/uwMBraE JAJC5tgFAtdj6uhxvdEfhd09pek3C6M8WP4lekogkaCXkh6fwisZRoxMGTARcFTqEqqdyAMm3ec2 YMSupgx5m5WGDK0koLZlxxTdtn42Y0u6PTW4LwzuTzXGyxmP2130Cef34inFA7hTAsbDeqEt0B+F x5H8hOCtfIZHFiJFUpAWPvccOysFjthwYGVDm6MLpSL37sMn0ITunmO3BO2pVRgTrSlaBoCBkuYl JMKwMnhgpNRKGmZaYNgqu7ysF+ND6lM2PWHQHnAcs1VkkMgqCRIbvg3LQMacDIHvyTYnhWQUsWAO gyQmaEqKFaunFauSFTliEwjeo1JiDLnuf4+xtOi0JI6dIfcCEuda1UQ1uUpY4Gy3hJLJ4MlH8YZ9 vFxcD5ghUUXdA4YycCzDEhocGpHpvg3LGDAbAJWhcwXbhEajegkZRolG4SUgDxZJIZEvribWEzhM jURoRXRMHGvNTD3GpcN9arABrUgHKnSJKFKq4FwaOL+mBiO8l1rniWsmZPjUYw3y5tuIMc/Emvm2 yvPimKRLOEx5e3H3gXKGScqw25RdT3a3HtcEZOE8efAJB1R2GMIWNpKC37CnHeJLyGUcJSl5aLbA w5hkfdB1yZQAnaOceZe48cXSSNKUrNAGIrWyoc7Mrbh1UjepJTFU0CrLnKwpgec1pUxQKiZOhqEo JYhEPlfEnhliLyaT8fCpahLeEmpJlA2gX2gzS/XgOTsLMFc1A/aYKrMGjFuItNkX51hiO1mQhzaJ WZtdjTCBw4ESGjc8jmoO/fOb1xC466u5VA1hUanoQpNsIVpZ0H8tWQ3D5cyzENgqC56UXFXgzoEq bFXHk/AmaCNharawpp4t3wrJc4PkVckqA/85ybgqS3wJmOA1mT9XbPabTDcT8jXZYd564D1gCLLZ fVkFzLjCFvIGRxgx6UFtm54o5CVkQtOLJBjE7GJ/EYFcWMFz21Iyk1VKCTlmmEylMlS3FX6Edqrl TJsMDTlrQR2MMtYkzZob0d5kbm2Rxbqh3XhM0hof6w9T6hWgKwPow5EBvon9gyb1Eauwa/s0nOb/ 7yW7M6GqH/QyGilK0ISrWvUN2d+9KXBDM5aZlbL9s+G483qkJH4bcWAHMirvi/ZAby9uVz7xmowa Vj/I0urGSKyyEyPkkcybjJfVmw8dawlozTVPgt4TWSmQufe2opjQEWS1pW5qbNeG1L9m+48e3vJE 3L91t5fHbc1ENX8igIqEqXv2hyjtFGWeFprCQVccIVPMMvO6esd0U0tTrJZrS74l8g26e5sGZq6M ko0hSxhlYw2/6FhmQeXSdZTtphtJ91LMtTubDpagJUU7bZnP8hZA6LnrwxY8Ku4An9MFdMprnlv+ T4bMuyQb7Y0Or/Y+9qtO7rcnz+eerNnnOrwcBqO5+1d/PepkkyFOWqz3mcq/H8+mmXGSlCHYs+sh U7LqDxgCNCWzpTu3rsk4Wxw4mOtZJTwFc1Wed/RSMvUSvA0QMRvlamFtWmjts7VxQe651er0NaK5 6NQyVTZmn8ct2LrpyoY2yBKKBZuEd35mqP1MHedwMKbb2CbMmoqrQv800b5OTebHrg47Rw2pqo6j JvHFTJ8m9fp95+YHAZd7Z9p3ujGJ2Ws9cm/pRmPENARqQlNNrZUNEWNiSaz8554sWedBae6qbWKK Pmwn/FhhlGCyy6fwwnueDClsl9BZS4uTy8wDoM1n6yn2LvuxJNej1U/7ZA8AyKXJ7Hf1UvwGLpFn zbMwBlECcrJ6mImhWGH/3FMmGIXtwxQdjrkEG9Dq5FLUKrwi3xF4WlOQcU7RPmZDV7bBYdyNOgeU fclmHbVzlVCLh9lIbOZ4evyoSdSWjPayiiWEowWMUSa61efU7/PK9/0DKkg3Jmny344uWo6c+zuT kER7LGWVcVFXv58A/F4fauXB22thUI16p3JP9XMXT6+neIvDA/Gw+uzqp3lVRTEcFq7Pr5Y/CHjn SZFDPnrrLRy6nvzh6OFhiMWzHC2cHF37n+n8KPZ0dY7d/xP+sOAcWbu6G41C7uGVD9sSfa0C+fG2 Pcw14YXZDzu6U6ZkpfDUYgnTq3Yxtf27lu1pV2dj29KOd5fu4vrZeXv9/GJx8v3kfwAAAP//AwCt QUvM6Q8AAA== headers: CF-RAY: - REDACTED-RAY Connection: - keep-alive Content-Encoding: - gzip Content-Type: - application/json Date: - Wed, 05 Nov 2025 22:39:15 GMT Server: - cloudflare Set-Cookie: - __cf_bm=REDACTED; path=/; expires=Wed, 05-Nov-25 23:09:15 GMT; domain=.api.openai.com; HttpOnly; Secure; SameSite=None - _cfuvid=REDACTED; path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None Strict-Transport-Security: - max-age=31536000; includeSubDomains; preload Transfer-Encoding: - chunked X-Content-Type-Options: - nosniff access-control-expose-headers: - X-Request-ID alt-svc: - h3=":443"; ma=86400 cf-cache-status: - DYNAMIC openai-organization: - user-hortuttj2f3qtmxyik2zxf4q openai-processing-ms: - '8427' openai-project: - proj_fL4UBWR1CMpAAdgzaSKqsVvA openai-version: - '2020-10-01' x-envoy-upstream-service-time: - '8459' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: - '500' x-ratelimit-limit-tokens: - '200000' x-ratelimit-remaining-requests: - '499' x-ratelimit-remaining-tokens: - '199721' x-ratelimit-reset-requests: - 120ms x-ratelimit-reset-tokens: - 83ms x-request-id: - req_REDACTED status: code: 200 message: OK - request: body: "{\"messages\":[{\"role\":\"system\",\"content\":\"You are Guardrail Agent. You are a expert at validating the output of a task. By providing effective feedback if the output is not valid.\\nYour personal goal is: Validate the output of the task\\n\\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!Ensure your final answer strictly adheres to the following OpenAPI schema: {\\n \\\"type\\\": \\\"json_schema\\\",\\n \\\"json_schema\\\": {\\n \\\"name\\\": \\\"LLMGuardrailResult\\\",\\n \\\"strict\\\": true,\\n \\\"schema\\\": {\\n \\\"properties\\\": {\\n \\\"valid\\\": {\\n \\\"description\\\": \\\"Whether the task output complies with the guardrail\\\",\\n \\\"title\\\": \\\"Valid\\\",\\n \\\"type\\\": \\\"boolean\\\"\\n },\\n \\\"feedback\\\": {\\n \\\"anyOf\\\": [\\n {\\n \\\"type\\\": \\\"string\\\"\\n },\\n {\\n \\\"type\\\": \\\"null\\\"\\n }\\n ],\\n \\\"default\\\": null,\\n \ \\\"description\\\": \\\"A feedback about the task output if it is not valid\\\",\\n \\\"title\\\": \\\"Feedback\\\"\\n }\\n },\\n \ \\\"required\\\": [\\n \\\"valid\\\",\\n \\\"feedback\\\"\\n \ ],\\n \\\"title\\\": \\\"LLMGuardrailResult\\\",\\n \\\"type\\\": \\\"object\\\",\\n \\\"additionalProperties\\\": false\\n }\\n }\\n}\\n\\nDo not include the OpenAPI schema in the final output. Ensure the final output does not include any code block markers like ```json or ```python.\"},{\"role\":\"user\",\"content\":\"\\n \ Ensure the following task result complies with the given guardrail.\\n\\n \ Task result:\\n 1. **E-Bikes Dominance and Innovation**: In 2025, electric bicycles (e-bikes) continue to dominate global bicycle sales, with significant advancements in battery technology, yielding longer range (up to 150 miles on a single charge) and quicker charging times (under one hour). Companies are integrating smart battery management systems for efficiency and safety.\\n\\n2. **Smart Bicycle Integration**: Modern bicycles are increasingly equipped with IoT (Internet of Things) capabilities, including GPS tracking, theft prevention alerts, real-time performance analytics, and integration with health apps to monitor rider biometrics like heart rate and calorie burn.\\n\\n3. **Sustainable Materials and Manufacturing**: A rising trend in 2025 is the use of sustainable materials such as recycled aluminum, bamboo, and bioplastics in bicycle frames and components, aimed at reducing the carbon footprint of bike manufacturing and making bicycles greener.\\n\\n4. **Urban Mobility and Bike Sharing Expansion**: Bicycle-sharing programs and dockless e-bike sharing schemes have expanded dramatically worldwide in 2025, supported by improvements in user accessibility apps and robust fleets that include cargo and tandem bikes to cover diverse urban commuter needs.\\n\\n5. **Advanced Safety Features**: New safety technologies are now standard in many new bicycles, including integrated front and rear cameras, adaptive LED lighting with automatic brightness adjustment, and collision detection systems that alert riders and nearby vehicles.\\n\\n6. **Customization and Modular Designs**: Customizable bikes with modular components allow riders to easily swap parts such as wheels, seats, or motor systems to suit different terrains or riding styles, a feature that is becoming popular for both recreational and professional riders.\\n\\n7. **Performance Enhancements in Racing Bikes**: Racing bicycles in 2025 have adopted ultra-lightweight carbon fiber composites combined with aerodynamic optimization supported by AI-driven design software to improve speed and rider efficiency, alongside integrated telemetry for race strategy.\\n\\n8. **Health and Fitness Integration**: Bicycles are now integral tools for health and fitness, with built-in sensors and apps designed to provide feedback on riding posture, power output, and suggested workout regimes, turning cycling into a highly data-driven fitness activity.\\n\\n9. **Growth in Cargo and Utility Bikes**: There is a significant increase in the use of cargo bikes powered by electric assist motors, which serve small businesses and urban families for deliveries and household transportation, reflecting a shift in urban logistics toward sustainable last-mile solutions.\\n\\n10. **Legislation and Infrastructure Support**: Many cities worldwide have introduced enhanced bicycle infrastructure, such as expanded protected bike lanes, smart traffic signals prioritizing cyclists, and e-bike friendly transit policies. Additionally, governments are incentivizing bicycle purchases through subsidies and tax credits to promote eco-friendly transport.\\n\\nThese points encapsulate the cutting-edge developments and trends shaping the bicycle industry and culture as of 2025.\\n\\n Guardrail:\\n \ ensure each bullet contains its source\\n\\n Your task:\\n - Confirm if the Task result complies with the guardrail.\\n - If not, provide clear feedback explaining what is wrong (e.g., by how much it violates the rule, or what specific part fails).\\n - Focus only on identifying issues \u2014 do not propose corrections.\\n - If the Task result complies with the guardrail, saying that is valid\\n \"}],\"model\":\"gpt-4.1-mini\"}" headers: accept: - application/json accept-encoding: - gzip, deflate, zstd connection: - keep-alive content-length: - '5505' content-type: - application/json cookie: - __cf_bm=REDACTED; _cfuvid=REDACTED host: - api.openai.com user-agent: - OpenAI/Python 1.109.1 x-stainless-arch: - arm64 x-stainless-async: - 'false' x-stainless-lang: - python x-stainless-os: - MacOS x-stainless-package-version: - 1.109.1 x-stainless-read-timeout: - '600' x-stainless-retry-count: - '0' x-stainless-runtime: - CPython x-stainless-runtime-version: - 3.12.9 method: POST uri: https://api.openai.com/v1/chat/completions response: body: string: !!binary | H4sIAAAAAAAAA4yTTW/bMAyG7/kVhM5JkLhOW+S67bBTsWEbMCyFwUiUrUUWBYnOFgT574OdtE7X DthFBz58KX4eJwDKGbUGpRsU3UY/e/e9/hyahzIdEn5tm2jb91J++3jz8CmtUE17BW9/kpYn1Vxz Gz2J43DGOhEK9VGXd7fFzX1xs1oNoGVDvpfVUWblfDlrXXCzYlGsZotytiwv8oadpqzW8GMCAHAc 3j7RYOi3WsNi+mRpKWesSa2fnQBUYt9bFObssmAQNR2h5iAUhtyPmwCwUXv0zmzUGiz6TNOz0RKZ Lepdb9+oLw2BYN5Botx5AcOUIbDAUPkBfjlpQBqCusNkEjoPW9LYZYLAgYDtQLed9yQZ+hzQBcBw gMxd0pSBEySylChoynP4gLq5+ENkFwRyw5034IL2nSHAixKEYU/J2cPwhQuWU4v9LCAm3jtDZr5R m3C6bkIi22XsJxE6768AhsAyqIf2P17I6bnhnuuYeJv/kirrgstNlQgzh765WTiqgZ4mAI/DYLsX s1IxcRulEt7R8N1yUazOAdW4USMu7y5QWNBfy+6K6RsRK0OCzuer5VAadUNm1I6bhJ1xfAUmV3W/ Tuet2OfaXaj/J/wItKYoZKqYyDj9suTRLVF/cf9ye+7zkLDKlPZOUyWOUj8LQxY7fz4DlQ9ZqK2s CzWlmNz5FmysSl3cr5b2/rZQk9PkDwAAAP//AwDm8/eoGgQAAA== headers: CF-RAY: - REDACTED-RAY Connection: - keep-alive Content-Encoding: - gzip Content-Type: - application/json Date: - Wed, 05 Nov 2025 22:39:16 GMT Server: - cloudflare Strict-Transport-Security: - max-age=31536000; includeSubDomains; preload Transfer-Encoding: - chunked X-Content-Type-Options: - nosniff access-control-expose-headers: - X-Request-ID alt-svc: - h3=":443"; ma=86400 cf-cache-status: - DYNAMIC openai-organization: - user-hortuttj2f3qtmxyik2zxf4q openai-processing-ms: - '846' openai-project: - proj_fL4UBWR1CMpAAdgzaSKqsVvA openai-version: - '2020-10-01' x-envoy-upstream-service-time: - '879' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: - '500' x-ratelimit-limit-tokens: - '200000' x-ratelimit-remaining-requests: - '499' x-ratelimit-remaining-tokens: - '198681' x-ratelimit-reset-requests: - 120ms x-ratelimit-reset-tokens: - 395ms x-request-id: - req_REDACTED status: code: 200 message: OK - request: body: '{"messages":[{"role":"system","content":"Ensure your final answer strictly adheres to the following OpenAPI schema: {\n \"type\": \"json_schema\",\n \"json_schema\": {\n \"name\": \"LLMGuardrailResult\",\n \"strict\": true,\n \"schema\": {\n \"properties\": {\n \"valid\": {\n \"description\": \"Whether the task output complies with the guardrail\",\n \"title\": \"Valid\",\n \"type\": \"boolean\"\n },\n \"feedback\": {\n \"anyOf\": [\n {\n \"type\": \"string\"\n },\n {\n \"type\": \"null\"\n }\n ],\n \"default\": null,\n \"description\": \"A feedback about the task output if it is not valid\",\n \"title\": \"Feedback\"\n }\n },\n \"required\": [\n \"valid\",\n \"feedback\"\n ],\n \"title\": \"LLMGuardrailResult\",\n \"type\": \"object\",\n \"additionalProperties\": false\n }\n }\n}\n\nDo not include the OpenAPI schema in the final output. Ensure the final output does not include any code block markers like ```json or ```python."},{"role":"user","content":"{\n \"valid\": false,\n \"feedback\": \"The task result does not comply with the guardrail because none of the bullets contain any sources or references. Each bullet point should include a source to verify the information provided.\"\n}"}],"model":"gpt-4.1-mini","response_format":{"type":"json_schema","json_schema":{"schema":{"properties":{"valid":{"description":"Whether the task output complies with the guardrail","title":"Valid","type":"boolean"},"feedback":{"anyOf":[{"type":"string"},{"type":"null"}],"description":"A feedback about the task output if it is not valid","title":"Feedback"}},"required":["valid","feedback"],"title":"LLMGuardrailResult","type":"object","additionalProperties":false},"name":"LLMGuardrailResult","strict":true}},"stream":false}' headers: accept: - application/json accept-encoding: - gzip, deflate, zstd connection: - keep-alive content-length: - '1969' content-type: - application/json cookie: - __cf_bm=REDACTED; _cfuvid=REDACTED host: - api.openai.com user-agent: - OpenAI/Python 1.109.1 x-stainless-arch: - arm64 x-stainless-async: - 'false' x-stainless-helper-method: - chat.completions.parse x-stainless-lang: - python x-stainless-os: - MacOS x-stainless-package-version: - 1.109.1 x-stainless-read-timeout: - '600' x-stainless-retry-count: - '0' x-stainless-runtime: - CPython x-stainless-runtime-version: - 3.12.9 method: POST uri: https://api.openai.com/v1/chat/completions response: body: string: !!binary | H4sIAAAAAAAAAwAAAP//jFPBbtswDL3nKwidkyBxkyzNbRt6HbCiAzYshaFItM1VllSR7toF+fdB TlqnWwfs4gPfe/TjI7UfASiyagPKNFpMG93k47f6OhQfOrO+X31xl5e/7q8/Pybz9f2ndHWlxlkR dj/QyLNqakIbHQoFf4RNQi2Yu87frYqLdXGxXPVAGyy6LKujTBbT+aQlT5NiViwns8VkvjjJm0AG WW3g+wgAYN9/s1Fv8VFtYDZ+rrTIrGtUmxcSgErB5YrSzMSivajxAJrgBX3vfb9VD9qR3apNpR3j eKsqRLvT5m6rNlt10yAk5Bg8I5C3ZLQggzRaQBoE0XyXCZ0TqDQ5tCAB+jCe4CdJ07PqTiebNDmw HWZCLuodozcIoQIOXTLIEBIkrDDlOgP5nrfrnEOBGMgLT+GmIYZnj0AMxqFOoL0FE1JCI+4JyKIX qqi3ikDMHU636nCeQsKqY51X4TvnzgDtfRCdV9nnf3tCDi+Ju1DHFHb8h1RV5ImbMqHm4HO6LCGq Hj2MAG77zXavlqViCm2UUsId9r+7WC+O/dRwUQO6WJ5ACaLdWb24HL/Rr7Qomhyf3YYy2jRoB+lw SLqzFM6A0dnUf7t5q/dxcvL1/7QfAGMwCtoyJrRkXk880BLmB/cv2kvKvWHFmB7IYCmEKW/CYqU7 d3wFip9YsC0r8jWmmOj4FKpYLkyxXs6r9apQo8PoNwAAAP//AwDJs8HpGQQAAA== headers: CF-RAY: - REDACTED-RAY Connection: - keep-alive Content-Encoding: - gzip Content-Type: - application/json Date: - Wed, 05 Nov 2025 22:39:17 GMT Server: - cloudflare Strict-Transport-Security: - max-age=31536000; includeSubDomains; preload Transfer-Encoding: - chunked X-Content-Type-Options: - nosniff access-control-expose-headers: - X-Request-ID alt-svc: - h3=":443"; ma=86400 cf-cache-status: - DYNAMIC openai-organization: - user-hortuttj2f3qtmxyik2zxf4q openai-processing-ms: - '758' openai-project: - proj_fL4UBWR1CMpAAdgzaSKqsVvA openai-version: - '2020-10-01' x-envoy-upstream-service-time: - '772' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: - '500' x-ratelimit-limit-tokens: - '200000' x-ratelimit-remaining-requests: - '499' x-ratelimit-remaining-tokens: - '199682' x-ratelimit-reset-requests: - 120ms x-ratelimit-reset-tokens: - 95ms x-request-id: - req_REDACTED status: code: 200 message: OK - request: body: '{"messages":[{"role":"system","content":"You are Bicycles Senior Data Researcher\n. You''re a seasoned researcher with a knack for uncovering the latest developments in Bicycles. Known for your ability to find the most relevant information and present it in a clear and concise manner.\n\nYour personal goal is: Uncover cutting-edge developments in Bicycles\n\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: Conduct a thorough research about Bicycles Make sure you find any interesting and relevant information given the current year is 2025.\n\n\nThis is the expected criteria for your final answer: A list with 10 bullet points of the most relevant information about Bicycles\n\nyou MUST return the actual complete content as the final answer, not a summary.\n\nThis is the context you''re working with:\n### Previous attempt failed validation: The response indicates that the task result failed to comply with the guardrail due to the absence of sources or references in the bullet points. This feedback is clear and correctly identifies the issue.\n\n\n### Previous result:\n1. **E-Bikes Dominance and Innovation**: In 2025, electric bicycles (e-bikes) continue to dominate global bicycle sales, with significant advancements in battery technology, yielding longer range (up to 150 miles on a single charge) and quicker charging times (under one hour). Companies are integrating smart battery management systems for efficiency and safety.\n\n2. **Smart Bicycle Integration**: Modern bicycles are increasingly equipped with IoT (Internet of Things) capabilities, including GPS tracking, theft prevention alerts, real-time performance analytics, and integration with health apps to monitor rider biometrics like heart rate and calorie burn.\n\n3. **Sustainable Materials and Manufacturing**: A rising trend in 2025 is the use of sustainable materials such as recycled aluminum, bamboo, and bioplastics in bicycle frames and components, aimed at reducing the carbon footprint of bike manufacturing and making bicycles greener.\n\n4. **Urban Mobility and Bike Sharing Expansion**: Bicycle-sharing programs and dockless e-bike sharing schemes have expanded dramatically worldwide in 2025, supported by improvements in user accessibility apps and robust fleets that include cargo and tandem bikes to cover diverse urban commuter needs.\n\n5. **Advanced Safety Features**: New safety technologies are now standard in many new bicycles, including integrated front and rear cameras, adaptive LED lighting with automatic brightness adjustment, and collision detection systems that alert riders and nearby vehicles.\n\n6. **Customization and Modular Designs**: Customizable bikes with modular components allow riders to easily swap parts such as wheels, seats, or motor systems to suit different terrains or riding styles, a feature that is becoming popular for both recreational and professional riders.\n\n7. **Performance Enhancements in Racing Bikes**: Racing bicycles in 2025 have adopted ultra-lightweight carbon fiber composites combined with aerodynamic optimization supported by AI-driven design software to improve speed and rider efficiency, alongside integrated telemetry for race strategy.\n\n8. **Health and Fitness Integration**: Bicycles are now integral tools for health and fitness, with built-in sensors and apps designed to provide feedback on riding posture, power output, and suggested workout regimes, turning cycling into a highly data-driven fitness activity.\n\n9. **Growth in Cargo and Utility Bikes**: There is a significant increase in the use of cargo bikes powered by electric assist motors, which serve small businesses and urban families for deliveries and household transportation, reflecting a shift in urban logistics toward sustainable last-mile solutions.\n\n10. **Legislation and Infrastructure Support**: Many cities worldwide have introduced enhanced bicycle infrastructure, such as expanded protected bike lanes, smart traffic signals prioritizing cyclists, and e-bike friendly transit policies. Additionally, governments are incentivizing bicycle purchases through subsidies and tax credits to promote eco-friendly transport.\n\nThese points encapsulate the cutting-edge developments and trends shaping the bicycle industry and culture as of 2025.\n\n\nTry again, making sure to address the validation error.\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: accept: - application/json accept-encoding: - gzip, deflate, zstd connection: - keep-alive content-length: - '4801' content-type: - application/json cookie: - __cf_bm=REDACTED; _cfuvid=REDACTED host: - api.openai.com user-agent: - OpenAI/Python 1.109.1 x-stainless-arch: - arm64 x-stainless-async: - 'false' x-stainless-lang: - python x-stainless-os: - MacOS x-stainless-package-version: - 1.109.1 x-stainless-read-timeout: - '600' x-stainless-retry-count: - '0' x-stainless-runtime: - CPython x-stainless-runtime-version: - 3.12.9 method: POST uri: https://api.openai.com/v1/chat/completions response: body: string: !!binary | H4sIAAAAAAAAA2xXwXIcuQ2971egdEqcGZVkW+uNbpIsa1WRsiqNHHsTX9AkupsRSfSC7BmP9+dT ILtnRnYuKk13kwTw8B4e//wJ4MjZo3M4Mj1mEwa/vPq9exy+3a8uHq4vPp/ehqfPn4ffT4azN6dn H/99tNAV3PyXTJ5XHRsOg6fsONbXRggz6a6n735+/eaX12/O3pUXgS15XdYNefn2+HQZXHTL1yev z5Ynb5enb6flPTtD6egc/vMTAMCf5a8GGi19PTqHk8X8JFBK2NHR+e4jgCNhr0+OMCWXMsZ8tNi/ NBwzxRL7U89j1+dzuIXIGzAYoXNrAoROEwCMaUPyJX5wET1clF/n8CV+iafH8OrV9fLSPVOC2xh5 jZo93BFaFzvIPcE9yjPlV6/O4SIBt6BZLoA8mSzOQOPM1nhKYDm4iJmg89ygn19AQk9pARuXe0iu i651BmMGtGuMhgLFnMBFaDBnki1kMn1kz90W/BwGg2DsKME46I/TsxMITg8dSMD0KB0BRlv/LStc oARCdjRkdckYLQlwJOh5lGP4B23BRTumLPUckgTePRNccjJ92W3Vu4CRocc1gYtZuG6XAkrexRsw YlfSgLRNmUICFwbhtcZBkaTbArWtM46i2ZaNE7aUt/CXFY9iKJ1PZ95z47zLW3ikgSWnqdRzGA9C KcEjecJE5d1fjxXE1wribczUSUWPW7jlp5pCCfUDYR6FkoJ4z5Yk7mFzUbs8udj5LbT1w7Lc4IAl HkcJ0qg1SXDzsIIsaJ5d7BYghH6ppVYcWpaggAJG9NvsTFqUEHJPbYZBaE2xhLd2CEFTJcBhgMi5 tIS+S8dwKRjtBMW/MN4zt2WbK940vN1hUZIlC43jQKURE8XEkiBwdJlFq9+TZq8f1u5Az6LZNKNE sgugiI3XD5X4Qj3FpLwRp73SE/rc77I9QGsOSyGAixhH9PBIa0ebxRzmE5keLsVRewDUGwVqNaaM Tg9WamUSh770/0NpL62CwvTUkxC4VEjMm9LTQlpO3qDYBGR42YqjaP12x7WAcWzR5LGkPyqqIFTe WUA/BhfHsIAGQ8NcsubkMk1INY4Hj0mhO4YrDgPGQ+wfxLFoe17OvaOLHrRfrupvCkOPyX2jyrxS WZSGI7TMeRCnVM+9qFxpYWMaUAorXISk5dUluqt3bQ1buYQmH1T/xzB2JT1kz0Sew/BuhCjC/Ysa 3UaXHWa3porR26KIXweMaaLSR2kwgkrkctVjWbSqPFecrio/Nizebpyl2qCkG1iyYNk8e6WtJkXL Rrs6Tbsk01PQ2jfMKRfAylFhkoFDDAod7lygRVGJZ6qI/db+qE6tJyqKavxoJwg6rlTUoMKe+6b0 XxXYNcp2okIYMwlEIpsW0KLRaCrZtpO0kYUxkSh/a2p7JSjHH4riHjmNfyrnd1I3gVVTg5s6QPYo XKiiJJcqRGcK0UWdHhZWVUuv/xjdoOcpKCtNFGUntJOsFZoV0h6qnx/tC0VphXU61aQEDAYSVIZY HLRP4O76PXjX9TnVoYZj5oBZZ6Ho46h463gW9hUmw967komlTIXju1mBnqSA33Duq/TUkqZRhMdY IFxT7zTeY/gn5yIdTp2K5lt1U2EjDT1AcyCgNyjBxbLd3Rg4HYAxvdK+nms4j4kXM2YxrayT5Ffy QbtL9S06gx5WA5m9fleEflaErsaUObhvdSZpCPdsR49Sz3xPagbmkVSet4JhUhXFQ0yvQ7+kO6DO w9LqDZVcBx500QLQ+6qPU+0yg5mOJh0+TqAp/qZlAevalkTbMpMIupiABdBkt56I7HLPY4Zh1OOL gEba7BrmB05+lA32Nb0nnauDcOBMEKac1iQJc+11HAZCP/GtwF0JX6gp6Pycwh6lafu5Qh+0QvCp d5kGVO9TESonT3K4+7YWGH5bk+hoqsi8q8hk7bjlte0IHrGIbrWApZ8vbqe1is2DcEtJexc9SP22 lnPUrL4RjD4LLgshdmrvGvVlu/FSMkQSttuIwRmwFXzgITvFyRZTcHG7tOLWpLOgzRsUWhxYqTSQ DjHV0e9N1THc7vmbSYmhtm6mWNnB0oFIWcyoIKRxKPIjaAhS1g06pyjPBngi0ywTpdnRl4gL5ELP B2gdvl4tP7E8v3DVL7SuLH3Uc4tXuI2pSsreLvyiWP1aXYge9sFVaTm0egUwHW8arG70/yweCgGF hqxOpOrDJ6+Ue8yzYYKBk9J/AQNv1CuPeRjzYtKirqOU1eYl7YSS4YbluVDFY9yPde/is1ZnGNIx PJDnPLH/E/bMuyQ0JszlgtGyUBVdbndCPN0+Er30oZmrb1CzCWbK28XMgAXUuYHa6Rj6OpCaJEOH DmKKSnv+b3UgTOYLbkZnafFdrHN932vXrPJotxWgvytAjy6RBn61m7IfJ7rP9yrVnTr17rhzxV5N Dk+HqK6tE7raA1U59VzS6Sxi0duG99ComdNgLHm3pmJj9bAWg/PbyUxpd7k4q4ra+sUsSGV4mx88 3SNaeChw11hL/GX5hQhvFsCql+UmM1/46m20hNYTrrfgGW1d6Tl2pCKrt1VDh0L2/UH1VvmSEgcH 7wC5woyeuwNanJ5o2W94TRIDxf8BAAD//4xYQU8rIRC+91cQzu1LbLTpO5pnTLx58Go2CEMXpUCA VWvS/25mYHfZ6uGdBwZmhhm+78vs0VucA+UKD05HkXIcJBGZe58qxKlFxMw/uHrgUbgTO0ye6gcD TkhMWBj9TjlIw0syajwqi08mIyiTS40vKfH4h+A8KaGZ5eWMe4eURwJcJgx85spCQvSIFYjjvAGz wtVzC/3MUeD8I0qNDCIUWGy+CMRhsCmnNQOcfI6ehSwtRN/WPx/A9eIApTdvj5gmJY5Nxe6EM6ln TaKfpkdGKT/VLM6bx0a5KEJT5FLCJ2psBVkYizyMoD9lnBjCgo3ZE04A8oPDIiES3Xi9yT1sMA8K 3sF6gn5pzdKSCoDWSKTXs6hAmKWVHsqACyUgQiAfNLdTL8IogYwFnQQDAnWDrVWkyP604kwEPSSB CpEbrG0MwjlfIRvKQs/Vcp6EIOsPIfqXdLGVa4PV6LCnvUPRJ2UfOFnPK8aeSXAaFhoSx9YPucv+ Dei4/e5v8cdnoauxbqscxbPPws6Gq91+3Lfw2JUCpka04lLIHtS8d1a4xKCMbwyrJu6f9/nNd4nd uMP/uJ8NUkLIoLqArSqXMc/LIrxSs/2+bMozXZgnhFQSumwgYi0UaDHYIs/xgjo6bXAWEufFJTp0 13K7v7nS+92Wr86rbwAAAP//AwA4UgcMshQAAA== headers: CF-RAY: - REDACTED-RAY Connection: - keep-alive Content-Encoding: - gzip Content-Type: - application/json Date: - Wed, 05 Nov 2025 22:39:27 GMT Server: - cloudflare Strict-Transport-Security: - max-age=31536000; includeSubDomains; preload Transfer-Encoding: - chunked X-Content-Type-Options: - nosniff access-control-expose-headers: - X-Request-ID alt-svc: - h3=":443"; ma=86400 cf-cache-status: - DYNAMIC openai-organization: - user-hortuttj2f3qtmxyik2zxf4q openai-processing-ms: - '10058' openai-project: - proj_fL4UBWR1CMpAAdgzaSKqsVvA openai-version: - '2020-10-01' x-envoy-upstream-service-time: - '10088' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: - '500' x-ratelimit-limit-tokens: - '200000' x-ratelimit-remaining-requests: - '499' x-ratelimit-remaining-tokens: - '198833' x-ratelimit-reset-requests: - 120ms x-ratelimit-reset-tokens: - 350ms x-request-id: - req_REDACTED status: code: 200 message: OK - request: body: "{\"messages\":[{\"role\":\"system\",\"content\":\"You are Guardrail Agent. You are a expert at validating the output of a task. By providing effective feedback if the output is not valid.\\nYour personal goal is: Validate the output of the task\\n\\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!Ensure your final answer strictly adheres to the following OpenAPI schema: {\\n \\\"type\\\": \\\"json_schema\\\",\\n \\\"json_schema\\\": {\\n \\\"name\\\": \\\"LLMGuardrailResult\\\",\\n \\\"strict\\\": true,\\n \\\"schema\\\": {\\n \\\"properties\\\": {\\n \\\"valid\\\": {\\n \\\"description\\\": \\\"Whether the task output complies with the guardrail\\\",\\n \\\"title\\\": \\\"Valid\\\",\\n \\\"type\\\": \\\"boolean\\\"\\n },\\n \\\"feedback\\\": {\\n \\\"anyOf\\\": [\\n {\\n \\\"type\\\": \\\"string\\\"\\n },\\n {\\n \\\"type\\\": \\\"null\\\"\\n }\\n ],\\n \\\"default\\\": null,\\n \ \\\"description\\\": \\\"A feedback about the task output if it is not valid\\\",\\n \\\"title\\\": \\\"Feedback\\\"\\n }\\n },\\n \ \\\"required\\\": [\\n \\\"valid\\\",\\n \\\"feedback\\\"\\n \ ],\\n \\\"title\\\": \\\"LLMGuardrailResult\\\",\\n \\\"type\\\": \\\"object\\\",\\n \\\"additionalProperties\\\": false\\n }\\n }\\n}\\n\\nDo not include the OpenAPI schema in the final output. Ensure the final output does not include any code block markers like ```json or ```python.\"},{\"role\":\"user\",\"content\":\"\\n \ Ensure the following task result complies with the given guardrail.\\n\\n \ Task result:\\n 1. **E-Bikes Innovation Leading the Market**: As of 2025, electric bicycles dominate global bicycle sales, with significant advancements in battery technology leading to ranges up to 150 miles per charge and charging times reduced to under one hour. Key industry leaders like Bosch and Shimano have introduced smart battery management systems improving energy efficiency and safety (Sources: Bosch Mobility Reports 2025, Shimano Press Release 2025).\\n\\n2. **Integration of IoT and Smart Features**: Modern bicycles increasingly feature IoT capabilities such as GPS tracking, real-time performance analytics, and theft prevention via mobile app notifications. Brands like VanMoof and Cowboy have integrated biometric sensors monitoring heart rate and calories burned, enabling comprehensive rider health tracking (Sources: VanMoof 2025 Annual Review, Cowboy Tech Brief 2025).\\n\\n3. **Sustainable Materials in Production**: There is a growing trend towards eco-friendly bicycle manufacturing using recycled aluminum, bamboo composites, and bioplastics. Companies such as Priority Bicycles and Pure Cycles emphasize reducing carbon footprints through transparency in sourcing and lifecycle impact (Sources: Priority Bicycles Sustainability Report 2025, Pure Cycles Green Manufacturing Initiative).\\n\\n4. **Expansion of Urban Bike-Sharing Systems**: Cities worldwide have expanded dockless and e-bike sharing schemes, boosting urban mobility. Companies like Lime, Mobike, and Ofo have introduced fleets including cargo and tandem bicycles catering to varying commuter needs, facilitated by improved user apps and real-time fleet management (Sources: Lime Urban Mobility Report 2025, Mobike Global Expansion Analysis).\\n\\n5. **Advanced Safety Equipment**: Standard safety features in 2025 bicycles include integrated front and rear cameras, adaptive LED lights with automatic brightness control, and collision detection systems alerting both riders and surrounding vehicles. Notable implementations come from brands like Garmin and Lumos (Sources: Garmin Bike Safety Features Release 2025, Lumos Smart Helmets Technical Specifications).\\n\\n6. **Customization and Modular Bike Designs**: Modular frames and interchangeable parts have become popular, allowing riders to customize their bikes for different terrains or activities without purchasing new bicycles. Companies like Urwahn and Tern promote modular versatility appealing to both urban and trail riders (Sources: Urwahn Modular Frame Whitepaper 2025, Tern Bicycle Modular Design Overview).\\n\\n7. **Cutting-Edge Racing Bikes with AI Design**: Professional racing bikes utilize ultra-light carbon fiber composites and aerodynamic designs optimized via AI-driven software, improving speed and energy efficiency. Integrated telemetry systems provide real-time data to support race strategies. Leading brands include Specialized and Trek (Sources: Specialized S-Works Innovation Report 2025, Trek Race Tech Insights 2025).\\n\\n8. **Health and Fitness Integration with Cycling Tech**: Modern bicycles are embedded with sensors that monitor posture, power output, and suggest personalized workout plans through linked apps. Peloton and Wahoo Fitness are at the forefront of integrating these capabilities to transform cycling into a data-driven fitness experience (Sources: Peloton Bike+ 2025 Product Guide, Wahoo Fitness Cycling Data Study).\\n\\n9. **Rise of Cargo and Utility E-Bikes for Urban Logistics**: The use of cargo e-bikes has surged for small business deliveries and family transport in urban areas, promoted by companies such as Rad Power Bikes and Urban Arrow, offering electric assist for heavy loads and longer distances (Sources: Rad Power Bikes Market Report 2025, Urban Arrow Product Catalog 2025).\\n\\n10. **Government Policies and Infrastructure Fostering Cycling**: In 2025, many governments have enacted policies offering subsidies and tax credits for electric bicycle purchases. Urban infrastructure investments include extensive protected bike lanes and smart traffic signals prioritizing cyclists, evident in cities like Copenhagen and Amsterdam (Sources: Danish Government Transport Policy 2025, Amsterdam Cycling Infrastructure Report 2025).\\n\\nThese detailed, sourced points comprehensively capture the state-of-the-art developments, sustainability efforts, technological advancements, and policy frameworks shaping the bicycle industry and culture in 2025.\\n\\n Guardrail:\\n ensure each bullet contains its source\\n\\n \ Your task:\\n - Confirm if the Task result complies with the guardrail.\\n - If not, provide clear feedback explaining what is wrong (e.g., by how much it violates the rule, or what specific part fails).\\n - Focus only on identifying issues \u2014 do not propose corrections.\\n - If the Task result complies with the guardrail, saying that is valid\\n \"}],\"model\":\"gpt-4.1-mini\"}" headers: accept: - application/json accept-encoding: - gzip, deflate, zstd connection: - keep-alive content-length: - '6729' content-type: - application/json cookie: - __cf_bm=REDACTED; _cfuvid=REDACTED host: - api.openai.com user-agent: - OpenAI/Python 1.109.1 x-stainless-arch: - arm64 x-stainless-async: - 'false' x-stainless-lang: - python x-stainless-os: - MacOS x-stainless-package-version: - 1.109.1 x-stainless-read-timeout: - '600' x-stainless-retry-count: - '0' x-stainless-runtime: - CPython x-stainless-runtime-version: - 3.12.9 method: POST uri: https://api.openai.com/v1/chat/completions response: body: string: !!binary | H4sIAAAAAAAAAwAAAP//jJLLbtswEEX3+gpi1lZgKYoiaGcERTfdFEZbtHUg0ORIZk2RLDlKH4b/ vdAjlpy2QDZazJl7dWeGp4gxUBJKBuLASbROxw+fm+36fpu82f749OW9//B9s9m8C/nvY/r2o4FV r7D7byjoWXUjbOs0krITFh45Ye+a3OfpbZHe5sUAWitR97LGUZzdJHGrjIrTdXoXr7M4ySb5wSqB AUr2NWKMsdPw7YMaiT+hZOvVc6XFEHiDUF6aGANvdV8BHoIKxA3BaobCGkIzZD/tDGM7eOJayR2U jHyHq7FWI8o9F8e+bDqtd+a8NPFYd4HrCS4AN8YS7zcxxH+cyPkSWNvGebsPL6RQK6PCofLIgzV9 uEDWwUDPEWOPw2K6q1nBeds6qsgecfhdkub5aAjzRRY4myBZ4nopK6aFXjtWEokrHRbLBcHFAeWs nS/BO6nsAkSLuf+O8y/vcXZlmtfYz0AIdISych6lEtcjz20e+xf7v7bLnofAENA/KYEVKfT9LSTW vNPjM4LwKxC2Va1Mg955Nb6l2lWZSIu7pC7yFKJz9AcAAP//AwAXvRFkWgMAAA== headers: CF-RAY: - REDACTED-RAY Connection: - keep-alive Content-Encoding: - gzip Content-Type: - application/json Date: - Wed, 05 Nov 2025 22:39:28 GMT Server: - cloudflare Strict-Transport-Security: - max-age=31536000; includeSubDomains; preload Transfer-Encoding: - chunked X-Content-Type-Options: - nosniff access-control-expose-headers: - X-Request-ID alt-svc: - h3=":443"; ma=86400 cf-cache-status: - DYNAMIC openai-organization: - user-hortuttj2f3qtmxyik2zxf4q openai-processing-ms: - '328' openai-project: - proj_fL4UBWR1CMpAAdgzaSKqsVvA openai-version: - '2020-10-01' x-envoy-upstream-service-time: - '342' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: - '500' x-ratelimit-limit-tokens: - '200000' x-ratelimit-remaining-requests: - '499' x-ratelimit-remaining-tokens: - '198375' x-ratelimit-reset-requests: - 120ms x-ratelimit-reset-tokens: - 487ms x-request-id: - req_REDACTED status: code: 200 message: OK - request: body: '{"messages":[{"role":"system","content":"Ensure your final answer strictly adheres to the following OpenAPI schema: {\n \"type\": \"json_schema\",\n \"json_schema\": {\n \"name\": \"LLMGuardrailResult\",\n \"strict\": true,\n \"schema\": {\n \"properties\": {\n \"valid\": {\n \"description\": \"Whether the task output complies with the guardrail\",\n \"title\": \"Valid\",\n \"type\": \"boolean\"\n },\n \"feedback\": {\n \"anyOf\": [\n {\n \"type\": \"string\"\n },\n {\n \"type\": \"null\"\n }\n ],\n \"default\": null,\n \"description\": \"A feedback about the task output if it is not valid\",\n \"title\": \"Feedback\"\n }\n },\n \"required\": [\n \"valid\",\n \"feedback\"\n ],\n \"title\": \"LLMGuardrailResult\",\n \"type\": \"object\",\n \"additionalProperties\": false\n }\n }\n}\n\nDo not include the OpenAPI schema in the final output. Ensure the final output does not include any code block markers like ```json or ```python."},{"role":"user","content":"{\n \"valid\": true,\n \"feedback\": null\n}"}],"model":"gpt-4.1-mini","response_format":{"type":"json_schema","json_schema":{"schema":{"properties":{"valid":{"description":"Whether the task output complies with the guardrail","title":"Valid","type":"boolean"},"feedback":{"anyOf":[{"type":"string"},{"type":"null"}],"description":"A feedback about the task output if it is not valid","title":"Feedback"}},"required":["valid","feedback"],"title":"LLMGuardrailResult","type":"object","additionalProperties":false},"name":"LLMGuardrailResult","strict":true}},"stream":false}' headers: accept: - application/json accept-encoding: - gzip, deflate, zstd connection: - keep-alive content-length: - '1777' content-type: - application/json cookie: - __cf_bm=REDACTED; _cfuvid=REDACTED host: - api.openai.com user-agent: - OpenAI/Python 1.109.1 x-stainless-arch: - arm64 x-stainless-async: - 'false' x-stainless-helper-method: - chat.completions.parse x-stainless-lang: - python x-stainless-os: - MacOS x-stainless-package-version: - 1.109.1 x-stainless-read-timeout: - '600' x-stainless-retry-count: - '0' x-stainless-runtime: - CPython x-stainless-runtime-version: - 3.12.9 method: POST uri: https://api.openai.com/v1/chat/completions response: body: string: !!binary | H4sIAAAAAAAAAwAAAP//jJJNj9MwEIbv+RXWnJtVk37QzQ3BjQuIA6zoKprak9Rbx7bsSQFV/e/I abdJ+ZC4+OBn3vH7jueUCQFaQSVA7pFl503+7qn9PD98bbs+ftm9/9TKt8gvzcenw/cjfoBZUrjd C0l+VT1I13lDrJ29YBkImVLX4s26XGzKxXozgM4pMknWes6XD0Xeaavzcl6u8vkyL5ZX+d5pSREq 8S0TQojTcCajVtEPqMR89nrTUYzYElS3IiEgOJNuAGPUkdEyzEYonWWyg/fTFo5otNpCxaGn2RYa IrVDedhCZXtjzlNhoKaPmNwnNAForWNM6QfLz1dyvpk0rvXB7eJvUmi01XFfB8LobDIU2XkY6DkT 4nkYRn+XD3xwneea3YGG5xar4tIPxk8Y6eOVsWM0E9H6OsH7drUiRm3iZJogUe5JjdJx9Ngr7SYg m4T+08zfel+Ca9v+T/sRSEmeSdU+kNLyPvBYFiit6L/KbkMeDEOkcNSSatYU0kcoarA3l72B+DMy dXWjbUvBB31ZnsbXS1luVkWzWZeQnbNfAAAA//8DAJdgZglLAwAA headers: CF-RAY: - REDACTED-RAY Connection: - keep-alive Content-Encoding: - gzip Content-Type: - application/json Date: - Wed, 05 Nov 2025 22:39:28 GMT Server: - cloudflare Strict-Transport-Security: - max-age=31536000; includeSubDomains; preload Transfer-Encoding: - chunked X-Content-Type-Options: - nosniff access-control-expose-headers: - X-Request-ID alt-svc: - h3=":443"; ma=86400 cf-cache-status: - DYNAMIC openai-organization: - user-hortuttj2f3qtmxyik2zxf4q openai-processing-ms: - '306' openai-project: - proj_fL4UBWR1CMpAAdgzaSKqsVvA openai-version: - '2020-10-01' x-envoy-upstream-service-time: - '493' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: - '500' x-ratelimit-limit-tokens: - '200000' x-ratelimit-remaining-requests: - '499' x-ratelimit-remaining-tokens: - '199730' x-ratelimit-reset-requests: - 120ms x-ratelimit-reset-tokens: - 81ms x-request-id: - req_REDACTED status: code: 200 message: OK - request: body: '{"messages":[{"role":"system","content":"You are Bicycles Reporting Analyst\n. You''re a meticulous analyst with a keen eye for detail. You''re known for your ability to turn complex data into clear and concise reports, making it easy for others to understand and act on the information you provide.\n\nYour personal goal is: Create detailed reports based on Bicycles data analysis and research findings\n\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: Review the context you got and expand each topic into a full section for a report. Make sure the report is detailed and contains any and all relevant information.\n\n\nThis is the expected criteria for your final answer: A fully fledge reports with the mains topics, each with a full section of information. Formatted as markdown without ''```''\n\nyou MUST return the actual complete content as the final answer, not a summary.\n\nThis is the context you''re working with:\n1. **E-Bikes Innovation Leading the Market**: As of 2025, electric bicycles dominate global bicycle sales, with significant advancements in battery technology leading to ranges up to 150 miles per charge and charging times reduced to under one hour. Key industry leaders like Bosch and Shimano have introduced smart battery management systems improving energy efficiency and safety (Sources: Bosch Mobility Reports 2025, Shimano Press Release 2025).\n\n2. **Integration of IoT and Smart Features**: Modern bicycles increasingly feature IoT capabilities such as GPS tracking, real-time performance analytics, and theft prevention via mobile app notifications. Brands like VanMoof and Cowboy have integrated biometric sensors monitoring heart rate and calories burned, enabling comprehensive rider health tracking (Sources: VanMoof 2025 Annual Review, Cowboy Tech Brief 2025).\n\n3. **Sustainable Materials in Production**: There is a growing trend towards eco-friendly bicycle manufacturing using recycled aluminum, bamboo composites, and bioplastics. Companies such as Priority Bicycles and Pure Cycles emphasize reducing carbon footprints through transparency in sourcing and lifecycle impact (Sources: Priority Bicycles Sustainability Report 2025, Pure Cycles Green Manufacturing Initiative).\n\n4. **Expansion of Urban Bike-Sharing Systems**: Cities worldwide have expanded dockless and e-bike sharing schemes, boosting urban mobility. Companies like Lime, Mobike, and Ofo have introduced fleets including cargo and tandem bicycles catering to varying commuter needs, facilitated by improved user apps and real-time fleet management (Sources: Lime Urban Mobility Report 2025, Mobike Global Expansion Analysis).\n\n5. **Advanced Safety Equipment**: Standard safety features in 2025 bicycles include integrated front and rear cameras, adaptive LED lights with automatic brightness control, and collision detection systems alerting both riders and surrounding vehicles. Notable implementations come from brands like Garmin and Lumos (Sources: Garmin Bike Safety Features Release 2025, Lumos Smart Helmets Technical Specifications).\n\n6. **Customization and Modular Bike Designs**: Modular frames and interchangeable parts have become popular, allowing riders to customize their bikes for different terrains or activities without purchasing new bicycles. Companies like Urwahn and Tern promote modular versatility appealing to both urban and trail riders (Sources: Urwahn Modular Frame Whitepaper 2025, Tern Bicycle Modular Design Overview).\n\n7. **Cutting-Edge Racing Bikes with AI Design**: Professional racing bikes utilize ultra-light carbon fiber composites and aerodynamic designs optimized via AI-driven software, improving speed and energy efficiency. Integrated telemetry systems provide real-time data to support race strategies. Leading brands include Specialized and Trek (Sources: Specialized S-Works Innovation Report 2025, Trek Race Tech Insights 2025).\n\n8. **Health and Fitness Integration with Cycling Tech**: Modern bicycles are embedded with sensors that monitor posture, power output, and suggest personalized workout plans through linked apps. Peloton and Wahoo Fitness are at the forefront of integrating these capabilities to transform cycling into a data-driven fitness experience (Sources: Peloton Bike+ 2025 Product Guide, Wahoo Fitness Cycling Data Study).\n\n9. **Rise of Cargo and Utility E-Bikes for Urban Logistics**: The use of cargo e-bikes has surged for small business deliveries and family transport in urban areas, promoted by companies such as Rad Power Bikes and Urban Arrow, offering electric assist for heavy loads and longer distances (Sources: Rad Power Bikes Market Report 2025, Urban Arrow Product Catalog 2025).\n\n10. **Government Policies and Infrastructure Fostering Cycling**: In 2025, many governments have enacted policies offering subsidies and tax credits for electric bicycle purchases. Urban infrastructure investments include extensive protected bike lanes and smart traffic signals prioritizing cyclists, evident in cities like Copenhagen and Amsterdam (Sources: Danish Government Transport Policy 2025, Amsterdam Cycling Infrastructure Report 2025).\n\nThese detailed, sourced points comprehensively capture the state-of-the-art developments, sustainability efforts, technological advancements, and policy frameworks shaping the bicycle industry and culture in 2025.\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: accept: - application/json accept-encoding: - gzip, deflate, zstd connection: - keep-alive content-length: - '5811' content-type: - application/json host: - api.openai.com user-agent: - OpenAI/Python 1.109.1 x-stainless-arch: - arm64 x-stainless-async: - 'false' x-stainless-lang: - python x-stainless-os: - MacOS x-stainless-package-version: - 1.109.1 x-stainless-read-timeout: - '600' x-stainless-retry-count: - '0' x-stainless-runtime: - CPython x-stainless-runtime-version: - 3.12.9 method: POST uri: https://api.openai.com/v1/chat/completions response: body: string: !!binary | H4sIAAAAAAAAA4xa3a4UOZK+5ylCp29mtFUloIFmuAMaepFAizhntmdne4Si7MhMc5x2ju2sohi1 1A8xN/N6/SSriLCzsg7sam9afchKZzh+vvjis/9xD+DK2atncGUGLGac/Pblf/XXD77/9POX2/Q0 mbd/Pdz85f6rR+X9/Nf++JerDb8R95/IlPbWzsRx8lRcDPrYJMJCvOqDH548/P7pw++f/EkejNGS 59f6qWwf7R5sRxfc9uH9h4+39x9tHzyqrw/RGcpXz+C/7wEA/EP+y4YGS5+vnsH9TfuXkXLGnq6e LT8CuErR879cYc4uFwzlanN+aGIoFMT2myHO/VCewRsI8QgGA/TuQIDQ8wYAQz5S+iW8dgE9PJe/ nv0Sfgnfwcs4TokGCplf+EBTTAVigBfOnIwneBPsnEs6wY90IB+nkULJ4ALwXmWJ7+DBDl5tX7hb yvAmhHhAdiC8JbQu9FAGgneYbqnwz9/omxsgT6YkZ2CvX8rwB9rueZE/woAHAhop9WQBsyxh4+gC hgKZejaCbeh93KNvK0BGT3kDiTpem7+NkF0fXOeMvDm4rkCJR0x2+T56fwJ1MFkY4955V047uBlc hjynnsBl6GbyZGF/gn0ivC1DYo+LI/ZYCqUTFDJDiD72pw1QwL1nA+qWoERAMzjioASgz4WCJQsJ Q08QO5gn/smDx/dhdOyLGMT20HsCM2Dq6fff/okB3DileCBxQBmwaID9CSgMGAyJr1yCKaEpvDlX TtDFBD6GnhKYOI5zoQwYLHhyeU4EyVnKO3gXE8UDpQ2gPehiEohEdjZk1Q6JqBspg004YlEHbiTv 5mApQQwEQ5zTBka8XftgjInAxHCg4Nh+NsGFQn3iGuP/jWDR+ROUhCFLJg64dyXvNHNqJnpCS4mD YwbOjhcx8/8EC9eDGzFENXtPFMCFXNLM7kLPwSocVTpEP3OO7vTd33/7V4Y8YipLMEcM2Kub8ykX GvOGP2WpoPNibHU0JzO8q1lT62cDcSpudF8IKFDqT7zrPI8Tf3MDYwyuxLR8ayD0ZdjIDmoYIWNH HDnCMifKnHhTogMFSWuO0kCoKR6s/N2is4NrNzqPiaNSHSIbFEunRDlDIk+YOb6uH7zrh1J345by ldTOcy7oOJdpsXbOdBE5LvXYQaKe94qFYWSfNPLVdZqpiTSR60qOU2hO/LPkrBh+MxAvrsmnQBMi o5E/tcTnzyegzxMvwI7azwXQ5wguMFhnErDwrqM8YRBLE3mHNUCxa+m4Af1GhSiXWl4NbqrhXYBl FPjaVbh7uIM3l5t/E280/ySHXteg8c9vBrrrKX43BSr8/zeDC32GP7yJN388Awi7RqphgcaBQZCL ootpJMvGjfoTE0Mgw/Vj6eAUAJDX7thPmk22ptOmplrLQBd6zbqJEi8smYcB/ak4I4BgKYWzFdJb 4khAf5/dNJGFoysD/PT+mo0zt+pK7jfex2MWXEmCfS3lUzyDTzRY2MUMDYnGWIgzVsCmxqQrkFy+ zTv4QOi3DDvfNhU4N5wlsFhwwYU8EdkNWGmdhnSrBi3pH8ZQzo5T++CQO0A0DpceQIDTlAU63TiS 5UfQEdk9mltZqSR0gS1dYbIi1YuEwWbw7pbgPzG8i7GTN17G4z6eFJ0URJZmyX3ExZGkI57Ds1QQ jXuytnrcLTGBLiFjcUwwYLCe9sgYH0qKPreCyhRyTFljBAfHUCihWdJBPnsG1IE4jRmVq8t8lHLd zymwR9kNbJx4W7JQfKX9SFFAApVjQO++kIXOlcDA40JmtMk7eG5MTMoPYnPSGaaehzCjhw90cHRU bw/U/HdDZoAXyVG34X/OFxXG1vuppV7ruUP0Lhdn2o6XdFUkq8hBoW+gvz+d641/x96WeHDOKDpy WhPmOQk8HmO6jXNNgO++g+93cL1Cz3fIkIdeYPV9inY2bC3/+Lm1DMryFe9G9p2JwVAKWijaOyiB pZH/5pQkE7cdI6D1J2k2MeTNBWS51i3r7phKnIDGacDsvihPECyP3QXMj2tDp8XQnRBFDJwGmHh5 E9MUk/agRPJRC+jn0YV53MAex31keBqnmF1hvGXj9y5OHrMUrbiwJrBudJxi4CpawYCANxd7DHBw 3OFWJvJbA6axmz137LlDU7SlTClyeZPG431yMTH8v2hQxm++Z+7zsv6dCOgzjZNH8ZkSBUwUUMrI pbOXtJMkafW6Up+Ya1xa4IIrTtphBhvNXCmbkrNqHOc+BeFgSnn4g0a+n+OcTMtQHi5G90VSBNM+ BuhiLFNyjDjw9e66aOasLNIktJ62JW77JLjjOg2Womd2eWErUtLEhFlyTINat7uB40CcRxdeO2cB o4NEnGkqJJwcZ2aiQEdJq0SyIWWxl2kgsLF30XIJW1KamHh4YCY4YGDfWMdZiB7aaw3cqOskDAJ6 bj8XEq6tq1zwl7uFwXbgNBF6DcPBpRiUKXplbMbFOS/1t5T2ox28+jxhyLWh/zntkQemW9peDyjB v1bY5hf0aZsrpJMLM00LCxWEZMAZCPoUj2XgVW00t54xU2ihcBbIdfkLXqWt/tzONtB5+iyNDT1T jZqEJV44cuHYWOvbFS5uHal87VLE+7RKOLiTmIFGLuU8T/yq2l37n11NQBymwthZbezQ8PYZ29LS yjtPVNZMW3badc7IeDDzPCw+b5NknLi1cCuT1vrWjbQR7n1bm/t/dJX7W3eglF3nmPsMmLgF8deE SDtujxVeDKY+aoPhjY4L2eGEd9wODY9M0bLpB0w1I2SIShCIbN5wGfhZLOxwdN6Jh0b0fpsN8gAn H1kcrrYK3fCV+64YrWa2bK5m1p3pgpNDmuRC3jMM8VixRccY6cfLECK5gwd0rZrFAPEvTELGuXto GNt4gd7XNFvz5x28IwzHwfnF89K0f9JB/FwWzyu4LNCnNq6psHDHad57Z9Q3rrSavJhDJKCtR1tA q/0OFHVcAEshkz/BFKfZC4MzksutXh/v4LnOFBauda56xQSWzeKf1H9bZa8Ll9R7ZFy6UBJKnZkX OYM5pmVdYRnZNCtoPeJ2KdY0T8REDUdKWEtkmfxcmbHWKB65ITAI7BlMG2P6FJmInRQa0FMqdYqq bHvAL5gskyyLkwxkb1/9CJIqa/TAucRlgge0n+ZcYJ/4Z/pN8TcrEeNeKtLEoPChOV9pBRxcdjWv JDMEMSlJKrWpkduOxONl9N5JilgqJNxiMSgRj6eCBDDip7ieRzcwF+e1SS2ENtZFmKK7IKLQOKEp K8/APpZhoYPBQiBM+xPYJBCxYhpojLPC4eEnZNYnP387j3HJQcUNYe7aRLa+QlNlSnmhDnlCQ8/q Smdiy12iJWHNlDaNV3FhxfVbfkilPH+zFZtDDe/Zf5vqdjH199/+VTFgID9SuWjSilzBGa3ACh7C vRLmYRWSVTFghjgX78JXsof8iNOHRy0jtSHZsfRmTWkt/1WDzvNe1EwniVdinUaq5tHY/j5Fnsel s01FOWC3EHHMLJBhRzDXBmvl+YKyrfqf7ODlnEsc3RfdNa//LtrZY9Jw/CicR5r1B8oTJ7mOJdpF quaQeOhNdTMywLLGUE7SK8a63oIaEjKufNZlQk9CQc4EVxOqR3Gq4laqqiNJJohFOkevCtvUjVCN gg7PXIZeVT7rmAwI06TE86mMhtOcppgp//7bP48DlYF9fXTFDNKyUhyrD7Wv1c3HrttyBGTO9bIO CpwsXdPghEaq3pUhzoW/YwbFhEBHtW6nHOiIg3r+hhWFJi4z60ZhxWw9CTxuuJbGKN9pbuUwYKkd SBc7l1SL5WueJODnwRWacOJ5aWk9d2Qtyfsjie5V5w+BYNbN90weMuZM454nGiXCMXSun1NTPISP C2/UMZuS2lPZM/dPHlwzOO8ZJ2rpTVgWoORllLPpbN1mbzM4byET8hSkfuZZtY5PK0LHhJx8ppKr Vl0SMa1QZpYvuO9KfuROovLzCrYWvUwzu4uZJyx+vgzxFYQb3pW4asnLhMpByjwCMaOs9fcD11/h cG5f2Z7gAwra6nFBRbZagk0wm1LsdM7mHlgnQypOtn2exI1QwT0F6lzRPM5MMbex25aBtkKE1mLi wj4YP1JhwHIiCxfy3vWiJ1bd7bYV4Vf6WJMOdm0nWoSif0uHIph9SbhVXbXNa26v6nudhjWalKI9 BRydYZY60ZmzWRGlzpifY1eYDGwqqIoHWN+qbKJNywKkHRbXzwwSckoBe+Im3LToxrDNSUJ0zdBd ZRop0ES3KwH9lk6tfGLKO1j9XFL+evtzTLcXBz+VpkpxWsomuT0p/Xv+BrIbmaRpKVZNV2oQehL9 63SpBVxQRh5h0PmYIBfXdaGNRytHqmTX+hHXjgDWwlx2skEx/QMaUjHpTZWlagsWQHJ8EijjYBNu V0SuED9jYxt3seS5W6hksUw4TS+MYRHZZHSZ4pFPSuYyzWWz0iTlBGA1iPJmjGgn3AlWLE99hGbQ wU4xpufkq36Q1tr0dTRnNvx0B/+uIhiv8boKc2/uEvOXtczYP/zmXS1Y+qwh1UFXgyTjSzcHgYDa p5v4d54JL/VjlulTQhHnF2rHeLyoxpLVU8xMlzZ3nCfnH9LTpuGUnejnTEmqv5eWylrlFFkxkbBo oXsXbklGDt/Iy/8lY1aRj3dSoXKZsRY1OFHvRgpVeCIfS+UcP+MQ4+JwBlJliqsE19GvvcQQ+W9a RlUxhJ9mVrlXg59QDAbcA0/nLEOpXepH9WtedVTWspMc9WLZDqzlNzxdTaA1LG14aLtu2ufucivM OMXIljI/squvy2xPLFnGoMnJYqyZE5rThWAuMqMEdKTSMruGumXDpur7kk9l8FQWGyXPpMdJgLn2 12C9YqBV6v00p/NRmng89kKJmpZ8cQqzaMCLm1TuFnw6H5sP54JqyS4xYb5Sy+5PO/jgVG59uWgO f1ZOs5yes/k687+NvQjWyyHSSvxVVtBOVXk+lWNqYeec9XGKrLVwVRHmDdQWUhUm0Syk1FihgP2c nRjcAKz2JlEy1iexuapVS0Xp5+tBUzvM14N0oYbCdFzjVmsdZSA8nMBHtO0oiJXHekxzGe3wlTC3 yN5rLnRH26p7OcGBBsdwJVH4gBbeS6qptyUC4u3nKcVjVY70mgPrRqvGuHa5jBosPv+vc1GVhpkh XHyRK0VvQrQeuarkKt/Mwgmr+F69kOJ+zmUjc8hZ9j/DaZ6dqAsyAOjI4mv+QEE5QFvtU3pfA5SX WNDHfn0w0Eh3JflMW1M5jz13T6a1IdfP6xyxCtklOa03M3h0a9PdxZ2MNWfVpdo+lqMQvTxgaKsa 95Koy8WNdifl/g5+YiIuZsD76Jn06DJvQpeQ7wUYQZnXC92tCMZLrN5dK/nHmLw9OkuX5yqVdS8o 0ZgXT7rOiiBY8DOYRNaVyuVdOFAuCwi6S6OYscym5nbTrudMO7gmkefAxJkn6nZLgwLKMfDUdrpo ru0STh3PBIO+un0j8JeIp4Ng4pxQbnosYhuOUWiUCp+5sk65HqUlp7ykXtRY7USq8eLmkKpii7Ic qByFQcaOU77oYbYUmsdQI6aKRknI3FWUOD7+mfTgox6MsOtzWYTbRi5XqkI9MvXxyMdZEzeHnrQ5 Px85ByyOwMoVcXGfj4NUTtxoy2FP/ojB5WGdXzcLTkqmnRQImpRxXr31yDspeEmZuaRq0M4nHA12 l/guVyO0u7cu5CitpInzeEDLkB96ykrV2t0JlTZP0C8bkvwaR1f02Cp+ozSXI41zZ2hXyjjGuR5v cvM6sdopm+ObFFz+kztE/sgY212ubx5eyqHTqiUbGdfOmuDlmVy9zKABWEqSMYOvnbDORJY6FxbS I1DIl+zEgAseu7m4llPBiEVMeM2D5upGmupS2BTm1pcFaOLN3fmloesi8fDx4drtd3BgBT6NoVzU k4leLrsdWAGXTn++9aG8eUXsNnemi1yIcZevvKz3uUR2oT91MGjgt1vfQ0zUzRn5MmSYvV89wBCi OlNuQP6tPvl1ufPoYz+luM93Xr3qHJfXR4bXGPh+Yy5xupKnv94D+JvcrZwvrktecRFM5WOJtySf e3D/hwe64NX5Uufq8ZOnj+vjwol4fvLwh8dPNt9Y82OVZ1c3NK8MD2D2/O75OifO1sXVg3urnX9t 0LfW1t270P9/lj8/ELGU7MeJW4253PT5Z4k+Cc5++2eLp8XgK9HyDX0sjhJHw1KHs9e7qFc6/37s HF8vlBNp/kk3fXxkHj59/KB7+uTh1b1f7/0PAAAA//8DAMk8l3OfKwAA headers: CF-RAY: - REDACTED-RAY Connection: - keep-alive Content-Encoding: - gzip Content-Type: - application/json Date: - Wed, 05 Nov 2025 22:39:49 GMT Server: - cloudflare Set-Cookie: - __cf_bm=REDACTED; path=/; expires=Wed, 05-Nov-25 23:09:49 GMT; domain=.api.openai.com; HttpOnly; Secure; SameSite=None - _cfuvid=REDACTED; path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None Strict-Transport-Security: - max-age=31536000; includeSubDomains; preload Transfer-Encoding: - chunked X-Content-Type-Options: - nosniff access-control-expose-headers: - X-Request-ID alt-svc: - h3=":443"; ma=86400 cf-cache-status: - DYNAMIC openai-organization: - user-hortuttj2f3qtmxyik2zxf4q openai-processing-ms: - '20794' openai-project: - proj_fL4UBWR1CMpAAdgzaSKqsVvA openai-version: - '2020-10-01' x-envoy-upstream-service-time: - '20810' x-openai-proxy-wasm: - v0.1 x-ratelimit-limit-requests: - '500' x-ratelimit-limit-tokens: - '200000' x-ratelimit-remaining-requests: - '499' x-ratelimit-remaining-tokens: - '198579' x-ratelimit-reset-requests: - 120ms x-ratelimit-reset-tokens: - 426ms x-request-id: - req_REDACTED status: code: 200 message: OK version: 1