fix: ensure token usage recording, validate response model on stream

lib/crewai/tests/cassettes/test_before_kickoff_modification.yaml

@@ -1,20 +1,7 @@
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-      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
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-      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
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-      each with a full section of information. Formatted as markdown without ''```''\n\nyou
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-      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
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-      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
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-      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
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-      investments include extensive protected bike lanes and smart traffic signals
-      prioritizing cyclists, evident in cities like Copenhagen and Amsterdam (Sources:
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-      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"}'
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+      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"}'
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+        \ and integrated into daily transport habits.\\n\\nIndustry leaders such as Bosch and Shimano have been instrumental in this evolution. Bosch’s smart battery management systems, as detailed in their 2025 Mobility Report, optimize energy consumption, monitor battery health, and enhance safety features by preventing overheating and overcharging. Similarly, Shimano’s 2025 press releases highlight their innovations in sustainable battery use and integration of regenerative braking systems that recharge batteries during riding. These advancements not only improve user experience but also increase the lifespan and reliability of e-bikes, cementing their leadership in the bicycle market.\\n\\n## 2. Integration of IoT and Smart Features\\n\\nThe integration of Internet of Things (IoT) technologies into bicycles has transformed them into connected devices that offer enhanced safety, health monitoring, and performance analytics. Modern bicycles now come equipped with GPS tracking that allows\
+        \ riders to monitor routes and locate bikes remotely, reducing theft risks. Real-time performance analytics provide data such as speed, distance, and cadence, accessible via associated mobile apps for immediate feedback and training improvements.\\n\\nBrands like VanMoof and Cowboy have led innovation in biometric monitoring systems embedded within bicycle frames or handlebar controls. These sensors track vital rider health metrics such as heart rate and calories burned, feeding data into apps that generate personalized fitness insights. According to VanMoof’s 2025 Annual Review and the Cowboy Tech Brief, these integrations help riders achieve holistic health tracking and increase engagement by transforming cycling sessions into measurable workouts.\\n\\n## 3. Sustainable Materials in Production\\n\\nAddressing climate concerns and consumer demand for eco-friendly options, the bicycle industry increasingly emphasizes the use of sustainable materials in production. Companies are incorporating\
+        \ recycled aluminum, bamboo composites, and bioplastics into frames and components, reducing reliance on virgin materials and harmful manufacturing processes.\\n\\nPriority Bicycles and Pure Cycles are exemplary in this arena. Their sustainability reports and green manufacturing initiatives document their processes to ensure transparency in sourcing and minimizing carbon footprints. Priority Bicycles focuses on cradle-to-grave lifecycle analysis, optimizing design for recyclability, whereas Pure Cycles incorporates bamboo—a rapidly renewable resource—and bioplastics that biodegrade more readily than traditional plastics. These efforts contribute to a more sustainable bicycle industry and appeal to environmentally conscious consumers.\\n\\n## 4. Expansion of Urban Bike-Sharing Systems\\n\\nUrban mobility has been revolutionized by the growth of dockless and e-bike sharing systems that offer accessible, flexible alternatives to traditional transportation. Cities globally have expanded\
+        \ these schemes, supported by improved technology platforms that facilitate real-time fleet management and efficient usage.\\n\\nLeading operators like Lime, Mobike, and Ofo have diversified shared fleets by introducing cargo and tandem bicycles, which accommodate various commuter needs, including families, small-scale cargo transport, and social riding experiences. The Lime Urban Mobility Report of 2025 highlights how their smart apps optimize bike availability and usage patterns, improving overall system reliability. Meanwhile, Mobike’s Global Expansion Analysis documents how integration with public transit and app innovations have increased adoption rates in densely populated cities.\\n\\n## 5. Advanced Safety Equipment\\n\\nSafety technology in bicycles has made significant strides. In 2025, standard features include integrated front and rear cameras that enhance situational awareness by recording journeys and alerting riders to hazards. Adaptive LED lighting systems automatically\
+        \ adjust brightness based on ambient conditions, increasing visibility while conserving battery life.\\n\\nCollision detection systems represent a major innovation, utilizing sensors to detect imminent impacts and alert both riders and nearby drivers, reducing accidents. Garmin and Lumos have introduced industry-leading products in this space: Garmin’s 2025 Bike Safety feature release details embedded cameras with AI-driven hazard detection, while Lumos’ smart helmets incorporate communication lights and crash detection technology as outlined in their 2025 technical specifications. These enhancements contribute substantially to rider safety and the broader acceptance of cycling as a safe urban mode of transport.\\n\\n## 6. Customization and Modular Bike Designs\\n\\nResponding to diverse user requirements and lifestyles, modular bicycles with interchangeable components have gained popularity. These designs allow riders to customize their bikes easily for different terrains or purposes—whether\
+        \ switching from urban commuting to off-road trails or adapting cargo capacity without purchasing new bikes.\\n\\nUrwahn and Tern Bicycle are at the forefront, promoting modular versatility. Urwahn’s 2025 Modular Frame Whitepaper documents innovations in lightweight frames that can be disassembled or reconfigured with minimal tools. Tern’s design overviews illustrate compatibility with accessories such as child seats, cargo racks, and alternative wheelsets. This trend supports sustainable consumption by extending product lifespans and fostering personalization, leading to increased consumer satisfaction.\\n\\n## 7. Cutting-Edge Racing Bikes with AI Design\\n\\nThe professional and competitive cycling sectors benefit from state-of-the-art advancements integrating artificial intelligence into bike design and performance tracking. Racing bikes now utilize ultra-light carbon fiber composites and aerodynamic shapes optimized via AI-driven software, enhancing speed and reducing rider fatigue\
+        \ through better energy efficiency.\\n\\nSpecialized and Trek have been key innovators. Specialized’s S-Works Innovation Report 2025 describes how AI simulations improve frame geometry and component integration to tailor stiffness and aerodynamics for specific racing conditions. Trek’s Race Tech Insights detail the implementation of integrated telemetry systems delivering real-time feedback on metrics like power output, cadence, and environmental forces, allowing riders and coaches to strategize dynamically during races.\\n\\n## 8. Health and Fitness Integration with Cycling Tech\\n\\nModern bicycles transcend transportation by functioning as fitness platforms equipped with an array of sensors that monitor rider posture, power output, and other physiological metrics. These data points feed into linked applications that generate personalized workout plans and optimize training regimens.\\n\\nPeloton and Wahoo Fitness lead this integration. The Peloton Bike+ 2025 Product Guide highlights\
+        \ interactive screens and sensor arrays promoting immersive at-home cycling experiences with adaptive workout sessions. Wahoo Fitness’ 2025 Cycling Data Study demonstrates accuracy improvements in power meters and posture sensors, providing athletes with actionable data for performance enhancement and injury prevention. Together, these technologies transform cycling into a comprehensive health and fitness activity.\\n\\n## 9. Rise of Cargo and Utility E-Bikes for Urban Logistics\\n\\nThe demand for cargo e-bikes has surged in metropolitan areas, driven by the needs of small business deliveries and family transport solutions. These bikes offer electric assist capabilities that accommodate heavy loads and long distances, providing an environmentally friendly alternative to traditional delivery vehicles.\\n\\nRad Power Bikes and Urban Arrow have developed specialized cargo e-bike models as outlined in their 2025 reports. Rad Power Bikes’ Market Report highlights their success in providing\
+        \ robust, user-friendly platforms suited for diverse logistic tasks. Urban Arrow’s Product Catalog emphasizes modular cargo compartments and safety features tailored for urban environments. This trend reflects a broader shift toward sustainable urban logistics and convenience-focused family mobility.\\n\\n## 10. Government Policies and Infrastructure Fostering Cycling\\n\\nGovernment initiatives worldwide increasingly support cycling through subsidies, tax credits, and investments in infrastructure conducive to bicycle use. Several countries have enacted policies facilitating the purchase of electric bicycles, thereby encouraging adoption among commuters and recreational riders.\\n\\nInfrastructural developments include expanded networks of protected bike lanes and smart traffic signals prioritizing cyclists, which improve safety and cycle flow. Copenhagen and Amsterdam serve as exemplary cities, with the Danish Government Transport Policy 2025 and the Amsterdam Cycling Infrastructure\
+        \ Report 2025 detailing these efforts. These policies not only promote healthier lifestyles and reduce urban congestion but also signify governmental commitment to sustainable urban mobility solutions.\\n\\n# Conclusion\\n\\nThe year 2025 marks a pivotal moment in the bicycle industry where technological innovation, sustainability, and policy support converge to redefine cycling’s role in transportation, health, and urban life. From the dominance of advanced e-bikes and IoT integration to modular designs and governmental infrastructure initiatives, these developments collectively drive enhanced rider experiences, environmental stewardship, and urban mobility transformation worldwide.\",\n        \"refusal\": null,\n        \"annotations\": []\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 1071,\n    \"completion_tokens\": 1685,\n    \"total_tokens\": 2756,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\"\
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