diff --git a/docs/notebooks/Llama_Stack_Agent_Workflows.ipynb b/docs/notebooks/Llama_Stack_Agent_Workflows.ipynb index 70f1c8b25..3a2ba4f0c 100644 --- a/docs/notebooks/Llama_Stack_Agent_Workflows.ipynb +++ b/docs/notebooks/Llama_Stack_Agent_Workflows.ipynb @@ -740,7 +740,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### 2.1. Monitor into the loop's internal" + "#### 2.1. Monitor Generator-Evaluator Internals" ] }, { @@ -1008,7 +1008,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -1024,9 +1024,9 @@ " )\n", "\n", " orchestrator_result = json.loads(orchestrator_response.output_message.content)\n", - " rich.print(f\"[cyan] Orchestrator Analysis: {orchestrator_result['analysis']} [/cyan]\")\n", - " pprint(orchestrator_result['tasks'])\n", - " \n", + " rich.print(f\"[bold cyan] Orchestrator Analysis: [/bold cyan]\")\n", + " pprint(orchestrator_result)\n", + "\n", " workers = {}\n", " # spawn multiple worker agents\n", " for task in orchestrator_result[\"tasks\"]:\n", @@ -1047,31 +1047,17 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
Orchestrator Analysis: To effectively promote the new eco-friendly water bottle to environmentally conscious \n", - "millennials, it's crucial to highlight its key features in a way that resonates with this audience. The product \n", - "description should not only emphasize the bottle's eco-friendly aspects, such as being plastic-free, but also its \n", - "practical benefits, like insulation and durability, backed by a lifetime warranty. Different approaches can serve \n", - "various aspects of the task, such as focusing on the environmental impact, the user experience, or the product's \n", - "technical specifications. A formal approach can delve into the specifics of the materials used and how they \n", - "contribute to the eco-friendly nature of the product, while a conversational tone can connect with the audience on \n", - "an emotional level, discussing how the product can be part of a larger sustainable lifestyle. \n", + "Orchestrator Analysis: \n", "
\n" ], "text/plain": [ - "\u001b[36m Orchestrator Analysis: To effectively promote the new eco-friendly water bottle to environmentally conscious \u001b[0m\n", - "\u001b[36mmillennials, it's crucial to highlight its key features in a way that resonates with this audience. The product \u001b[0m\n", - "\u001b[36mdescription should not only emphasize the bottle's eco-friendly aspects, such as being plastic-free, but also its \u001b[0m\n", - "\u001b[36mpractical benefits, like insulation and durability, backed by a lifetime warranty. Different approaches can serve \u001b[0m\n", - "\u001b[36mvarious aspects of the task, such as focusing on the environmental impact, the user experience, or the product's \u001b[0m\n", - "\u001b[36mtechnical specifications. A formal approach can delve into the specifics of the materials used and how they \u001b[0m\n", - "\u001b[36mcontribute to the eco-friendly nature of the product, while a conversational tone can connect with the audience on \u001b[0m\n", - "\u001b[36man emotional level, discussing how the product can be part of a larger sustainable lifestyle. \u001b[0m\n" + "\u001b[1;36m Orchestrator Analysis: \u001b[0m\n" ] }, "metadata": {}, @@ -1080,37 +1066,43 @@ { "data": { "text/html": [ - "[\n", - "│ {\n", - "│ │ 'type': 'formal',\n", - "│ │ 'description': 'Write a detailed, technical description focusing on the materials, manufacturing process, and specifications that make the water bottle eco-friendly and durable, emphasizing the plastic-free composition and lifetime warranty.'\n", - "│ },\n", - "│ {\n", - "│ │ 'type': 'conversational',\n", - "│ │ 'description': 'Craft an engaging narrative that speaks to millennials about how this water bottle fits into their eco-conscious lifestyle, highlighting the benefits of insulation for daily use and the peace of mind that comes with a lifetime warranty, all while contributing to a plastic-free future.'\n", - "│ },\n", - "│ {\n", - "│ │ 'type': 'creative',\n", - "│ │ 'description': \"Develop a compelling story or scenario that showcases the water bottle in action, perhaps through the eyes of a young adventurer or an urban dweller, emphasizing how the product's features enhance their experiences while aligning with their values of sustainability and environmental stewardship.\"\n", - "│ }\n", - "]\n", + "{\n", + "│ 'analysis': \"The task of writing a product description for a new eco-friendly water bottle requires a deep understanding of the target audience, which is environmentally conscious millennials. To effectively connect with this audience, the description should highlight the key features of the product, such as being plastic-free, insulated, and having a lifetime warranty. A valuable approach would be to emphasize the eco-friendly aspects of the product, as this aligns with the values and concerns of the target audience. Additionally, emphasizing the practical benefits of the product, such as its insulation and durability, would also be effective. Lastly, using a tone that is both informative and engaging would help to capture the reader's attention and convey the product's value.\",\n", + "│ 'tasks': [\n", + "│ │ {\n", + "│ │ │ 'type': 'formal',\n", + "│ │ │ 'description': \"Write a precise, technical description that highlights the product's key features, such as its plastic-free construction, insulation capabilities, and lifetime warranty. This approach would serve the aspect of providing a clear and concise overview of the product's specifications.\"\n", + "│ │ },\n", + "│ │ {\n", + "│ │ │ 'type': 'conversational',\n", + "│ │ │ 'description': 'Write an engaging, friendly description that connects with the target audience on an emotional level, emphasizing the eco-friendly benefits of the product and how it aligns with their values. This approach would serve the aspect of building a relationship with the reader and creating a sense of shared values.'\n", + "│ │ },\n", + "│ │ {\n", + "│ │ │ 'type': 'creative',\n", + "│ │ │ 'description': \"Write a descriptive and imaginative piece that brings the product to life, highlighting its unique features and benefits in a way that is both informative and compelling. This approach would serve the aspect of captivating the reader's attention and leaving a lasting impression.\"\n", + "│ │ }\n", + "│ ]\n", + "}\n", "\n" ], "text/plain": [ - "\u001b[1m[\u001b[0m\n", - "\u001b[2;32m│ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[32m'type'\u001b[0m: \u001b[32m'formal'\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[32m'description'\u001b[0m: \u001b[32m'Write a detailed, technical description focusing on the materials, manufacturing process, and specifications that make the water bottle eco-friendly and durable, emphasizing the plastic-free composition and lifetime warranty.'\u001b[0m\n", - "\u001b[2;32m│ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[32m'type'\u001b[0m: \u001b[32m'conversational'\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[32m'description'\u001b[0m: \u001b[32m'Craft an engaging narrative that speaks to millennials about how this water bottle fits into their eco-conscious lifestyle, highlighting the benefits of insulation for daily use and the peace of mind that comes with a lifetime warranty, all while contributing to a plastic-free future.'\u001b[0m\n", - "\u001b[2;32m│ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[32m'type'\u001b[0m: \u001b[32m'creative'\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[32m'description'\u001b[0m: \u001b[32m\"Develop a compelling story or scenario that showcases the water bottle in action, perhaps through the eyes of a young adventurer or an urban dweller, emphasizing how the product's features enhance their experiences while aligning with their values of sustainability and environmental stewardship.\"\u001b[0m\n", - "\u001b[2;32m│ \u001b[0m\u001b[1m}\u001b[0m\n", - "\u001b[1m]\u001b[0m\n" + "\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ \u001b[0m\u001b[32m'analysis'\u001b[0m: \u001b[32m\"The task of writing a product description for a new eco-friendly water bottle requires a deep understanding of the target audience, which is environmentally conscious millennials. To effectively connect with this audience, the description should highlight the key features of the product, such as being plastic-free, insulated, and having a lifetime warranty. A valuable approach would be to emphasize the eco-friendly aspects of the product, as this aligns with the values and concerns of the target audience. Additionally, emphasizing the practical benefits of the product, such as its insulation and durability, would also be effective. Lastly, using a tone that is both informative and engaging would help to capture the reader's attention and convey the product's value.\"\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[32m'tasks'\u001b[0m: \u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'type'\u001b[0m: \u001b[32m'formal'\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'description'\u001b[0m: \u001b[32m\"Write a precise, technical description that highlights the product's key features, such as its plastic-free construction, insulation capabilities, and lifetime warranty. This approach would serve the aspect of providing a clear and concise overview of the product's specifications.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'type'\u001b[0m: \u001b[32m'conversational'\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'description'\u001b[0m: \u001b[32m'Write an engaging, friendly description that connects with the target audience on an emotional level, emphasizing the eco-friendly benefits of the product and how it aligns with their values. This approach would serve the aspect of building a relationship with the reader and creating a sense of shared values.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'type'\u001b[0m: \u001b[32m'creative'\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'description'\u001b[0m: \u001b[32m\"Write a descriptive and imaginative piece that brings the product to life, highlighting its unique features and benefits in a way that is both informative and compelling. This approach would serve the aspect of captivating the reader's attention and leaving a lasting impression.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m\n", + "\u001b[2;32m│ \u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[1m}\u001b[0m\n" ] }, "metadata": {}, @@ -1119,11 +1111,11 @@ { "data": { "text/html": [ - "Worker formal \n", + ">>> Worker formal <<< \n", "
\n" ], "text/plain": [ - "\u001b[1;33m Worker formal \u001b[0m\n" + "\u001b[1;33m >>> Worker formal <<< \u001b[0m\n" ] }, "metadata": {}, @@ -1134,83 +1126,65 @@ "text/html": [ "Response: \n", "\n", - "The eco-friendly water bottle is a masterpiece of innovative design and sustainable engineering, boasting a \n", - "plastic-free composition that sets it apart from traditional bottled water containers. At its core, this bottle is \n", - "made from a unique blend of materials, carefully selected for their durability, non-toxicity, and environmental \n", - "friendliness.\n", + "The product in question is a cutting-edge, eco-friendly solution designed to provide superior performance while \n", + "minimizing environmental impact. Its key features include a plastic-free construction, leveraging high-quality, \n", + "sustainable materials that not only reduce waste but also ensure durability and longevity. \n", "\n", - "The primary material used in the construction of the bottle is 18/8 stainless steel, a food-grade metal alloy \n", - "renowned for its resistance to corrosion, durability, and ability to withstand extreme temperatures. This steel is \n", - "sourced from reputable suppliers who adhere to stringent environmental and social responsibility standards, \n", - "ensuring a minimal carbon footprint throughout the production process.\n", + "One of the standout aspects of this product is its exceptional insulation capabilities. Engineered with advanced \n", + "technology, it effectively retains heat in colder conditions and keeps warmth at bay in hotter environments, \n", + "thereby optimizing energy efficiency and comfort. This feature is particularly beneficial for applications where \n", + "temperature control is crucial, making it an ideal choice for a wide range of uses.\n", "\n", - "To further enhance the bottle's eco-credentials, the inner lining is crafted from a specialized, BPA-free silicone \n", - "coating. This non-toxic and flexible material prevents the growth of bacteria and other microorganisms, \n", - "guaranteeing a clean and fresh drinking experience. The silicone coating is also resistant to scratches and fading,\n", - "maintaining the bottle's aesthetic appeal over time.\n", + "Furthermore, the product comes with a comprehensive lifetime warranty, reflecting the manufacturer's confidence in \n", + "its quality and performance. This warranty provides users with peace of mind, knowing that they are protected \n", + "against defects and functional failures for the entire lifespan of the product. It underscores the commitment to \n", + "customer satisfaction and the dedication to delivering products that meet the highest standards of excellence.\n", "\n", - "The manufacturing process itself is a testament to the company's commitment to sustainability. The bottle is \n", - "produced using a state-of-the-art, precision welding technique that minimizes waste and reduces energy consumption.\n", - "The welding process is also free from toxic chemicals and emissions, ensuring a safe working environment for the \n", - "production team.\n", + "In terms of specifications, the product boasts a robust design that is both lightweight and easy to use, making it \n", + "versatile and adaptable to various settings. Its plastic-free construction not only supports eco-friendly \n", + "initiatives but also contributes to a healthier indoor air quality by eliminating the potential for plastic \n", + "off-gassing.\n", "\n", - "In terms of specifications, the eco-friendly water bottle boasts an impressive array of features that contribute to\n", - "its durability and eco-friendliness. The bottle has a capacity of 27 ounces, making it an ideal size for daily \n", - "hydration needs. The double-walled insulation ensures that drinks remain at the optimal temperature for hours, \n", - "whether hot or cold, reducing the need for single-use cups and plastic water bottles.\n", + "The insulation properties are further enhanced by a unique design that minimizes thermal bridging, ensuring \n", + "consistent and reliable performance. Whether used in residential, commercial, or industrial applications, this \n", + "product is designed to deliver consistent results, combining sustainability with functional superiority.\n", "\n", - "The bottle's dimensions are carefully designed for portability and convenience, measuring 10.5 inches in height and\n", - "3.5 inches in diameter. The weight of the bottle is a mere 13.5 ounces, making it easy to carry on-the-go. The \n", - "screw-top lid is designed with a secure, leak-proof seal, preventing spills and accidents.\n", - "\n", - "One of the most significant advantages of this eco-friendly water bottle is its lifetime warranty. The manufacturer\n", - "is so confident in the quality and durability of the product that it offers a comprehensive warranty, covering \n", - "defects and damage for the entire lifespan of the bottle. This warranty not only provides peace of mind for \n", - "customers but also encourages a shift away from disposable, single-use water bottles and towards a more \n", - "sustainable, long-term approach to hydration.\n", - "\n", - "In conclusion, the eco-friendly water bottle is a game-changer in the\n", + "Overall, the product represents a significant advancement in eco-friendly technology, combining a plastic-free \n", + "construction, superior insulation capabilities, and a lifetime warranty to offer a solution that is as \n", + "environmentally responsible as it is effective. It is an exemplary model of innovative design and manufacturing \n", + "excellence, catering to the evolving needs of consumers who prioritize both performance and sustainability.\n", "\n" ], "text/plain": [ "Response: \n", "\n", - "The eco-friendly water bottle is a masterpiece of innovative design and sustainable engineering, boasting a \n", - "plastic-free composition that sets it apart from traditional bottled water containers. At its core, this bottle is \n", - "made from a unique blend of materials, carefully selected for their durability, non-toxicity, and environmental \n", - "friendliness.\n", + "The product in question is a cutting-edge, eco-friendly solution designed to provide superior performance while \n", + "minimizing environmental impact. Its key features include a plastic-free construction, leveraging high-quality, \n", + "sustainable materials that not only reduce waste but also ensure durability and longevity. \n", "\n", - "The primary material used in the construction of the bottle is \u001b[1;36m18\u001b[0m/\u001b[1;36m8\u001b[0m stainless steel, a food-grade metal alloy \n", - "renowned for its resistance to corrosion, durability, and ability to withstand extreme temperatures. This steel is \n", - "sourced from reputable suppliers who adhere to stringent environmental and social responsibility standards, \n", - "ensuring a minimal carbon footprint throughout the production process.\n", + "One of the standout aspects of this product is its exceptional insulation capabilities. Engineered with advanced \n", + "technology, it effectively retains heat in colder conditions and keeps warmth at bay in hotter environments, \n", + "thereby optimizing energy efficiency and comfort. This feature is particularly beneficial for applications where \n", + "temperature control is crucial, making it an ideal choice for a wide range of uses.\n", "\n", - "To further enhance the bottle's eco-credentials, the inner lining is crafted from a specialized, BPA-free silicone \n", - "coating. This non-toxic and flexible material prevents the growth of bacteria and other microorganisms, \n", - "guaranteeing a clean and fresh drinking experience. The silicone coating is also resistant to scratches and fading,\n", - "maintaining the bottle's aesthetic appeal over time.\n", + "Furthermore, the product comes with a comprehensive lifetime warranty, reflecting the manufacturer's confidence in \n", + "its quality and performance. This warranty provides users with peace of mind, knowing that they are protected \n", + "against defects and functional failures for the entire lifespan of the product. It underscores the commitment to \n", + "customer satisfaction and the dedication to delivering products that meet the highest standards of excellence.\n", "\n", - "The manufacturing process itself is a testament to the company's commitment to sustainability. The bottle is \n", - "produced using a state-of-the-art, precision welding technique that minimizes waste and reduces energy consumption.\n", - "The welding process is also free from toxic chemicals and emissions, ensuring a safe working environment for the \n", - "production team.\n", + "In terms of specifications, the product boasts a robust design that is both lightweight and easy to use, making it \n", + "versatile and adaptable to various settings. Its plastic-free construction not only supports eco-friendly \n", + "initiatives but also contributes to a healthier indoor air quality by eliminating the potential for plastic \n", + "off-gassing.\n", "\n", - "In terms of specifications, the eco-friendly water bottle boasts an impressive array of features that contribute to\n", - "its durability and eco-friendliness. The bottle has a capacity of \u001b[1;36m27\u001b[0m ounces, making it an ideal size for daily \n", - "hydration needs. The double-walled insulation ensures that drinks remain at the optimal temperature for hours, \n", - "whether hot or cold, reducing the need for single-use cups and plastic water bottles.\n", + "The insulation properties are further enhanced by a unique design that minimizes thermal bridging, ensuring \n", + "consistent and reliable performance. Whether used in residential, commercial, or industrial applications, this \n", + "product is designed to deliver consistent results, combining sustainability with functional superiority.\n", "\n", - "The bottle's dimensions are carefully designed for portability and convenience, measuring \u001b[1;36m10.5\u001b[0m inches in height and\n", - "\u001b[1;36m3.5\u001b[0m inches in diameter. The weight of the bottle is a mere \u001b[1;36m13.5\u001b[0m ounces, making it easy to carry on-the-go. The \n", - "screw-top lid is designed with a secure, leak-proof seal, preventing spills and accidents.\n", - "\n", - "One of the most significant advantages of this eco-friendly water bottle is its lifetime warranty. The manufacturer\n", - "is so confident in the quality and durability of the product that it offers a comprehensive warranty, covering \n", - "defects and damage for the entire lifespan of the bottle. This warranty not only provides peace of mind for \n", - "customers but also encourages a shift away from disposable, single-use water bottles and towards a more \n", - "sustainable, long-term approach to hydration.\n", - "\n", - "In conclusion, the eco-friendly water bottle is a game-changer in the\n" + "Overall, the product represents a significant advancement in eco-friendly technology, combining a plastic-free \n", + "construction, superior insulation capabilities, and a lifetime warranty to offer a solution that is as \n", + "environmentally responsible as it is effective. It is an exemplary model of innovative design and manufacturing \n", + "excellence, catering to the evolving needs of consumers who prioritize both performance and sustainability.\n" ] }, "metadata": {}, @@ -1219,11 +1193,11 @@ { "data": { "text/html": [ - "Worker conversational \n", + ">>> Worker conversational <<< \n", "
\n" ], "text/plain": [ - "\u001b[1;33m Worker conversational \u001b[0m\n" + "\u001b[1;33m >>> Worker conversational <<< \u001b[0m\n" ] }, "metadata": {}, @@ -1234,69 +1208,65 @@ "text/html": [ "Response:\n", "\n", - "Imagine a world where the great outdoors is still great, where the air is fresh, the oceans are clean, and the \n", - "future is bright. As a millennial, you're likely no stranger to the importance of living an eco-conscious \n", - "lifestyle. You're probably already making conscious choices about the food you eat, the clothes you wear, and the \n", - "way you travel. But have you ever stopped to think about the humble water bottle that's always by your side?\n", + "Imagine a world where every small choice you make can contribute to a bigger, more beautiful picture - a world \n", + "where the air is fresh, the oceans are clean, and the future is bright. At [Brand Name], we believe that this world\n", + "is not just a dream, but a reality that we can create together, one step at a time. That's why we're passionate \n", + "about introducing you to our eco-friendly product, designed with love for the planet and a deep respect for the \n", + "values that you hold dear.\n", "\n", - "For many of us, staying hydrated on-the-go is a top priority. But let's be real – single-use plastic water bottles \n", - "are so last season. Not only do they contribute to the staggering 8 million tons of plastic waste that enter our \n", - "oceans every year, but they're also a hassle to carry around and a waste of money in the long run.\n", + "Our product is more than just a solution to your everyday needs; it's a statement of your commitment to the \n", + "well-being of our planet. Made from sustainable materials and designed with recyclability in mind, every aspect of \n", + "our product reflects our shared desire to reduce waste and live in harmony with nature. Whether you're a long-time \n", + "advocate for environmental causes or just starting your journey towards a more sustainable lifestyle, our product \n", + "is here to support and enhance your efforts.\n", "\n", - "That's where our game-changing water bottle comes in. Made with durable, BPA-free materials and featuring advanced \n", - "insulation technology, this bottle is designed to keep your drinks hot or cold for hours on end. Whether you're \n", - "hiking through the mountains, biking through the city, or just need a refreshing drink at your desk, our bottle has\n", - "got you covered.\n", + "What sets us apart is not just our product's eco-friendly features, but the community of like-minded individuals \n", + "who believe, as we do, that small actions today can lead to a significant positive impact tomorrow. By choosing our\n", + "product, you're not only making a responsible choice for the planet, but you're also becoming part of a movement - \n", + "a movement that values the beauty of nature, the importance of community, and the power of collective action.\n", "\n", - "But what really sets our bottle apart is its commitment to a plastic-free future. By choosing a reusable water \n", - "bottle, you're not only reducing your own plastic waste, but you're also supporting a movement that's dedicated to \n", - "making a positive impact on the planet. And with our lifetime warranty, you can have peace of mind knowing that \n", - "your bottle is built to last – and that we've got your back if anything ever goes wrong.\n", + "At [Brand Name], we're dedicated to more than just selling a product; we're committed to fostering a relationship \n", + "with you, our customer, and with the Earth. We believe in transparency, in honesty, and in the open sharing of our \n", + "processes and materials. We want you to feel confident and proud of the choices you make, knowing that you're \n", + "supporting a brand that genuinely cares about the same things you do.\n", "\n", - "So what does this mean for your daily life? For starters, you'll be able to stay hydrated and energized wherever \n", - "you go, without having to worry about wasting plastic or money. You'll also be joining a community of like-minded \n", - "individuals who are passionate about creating a more sustainable future. And with our bottle's sleek design and \n", - "range of stylish colors, you'll be making a statement that's as much about your personal style as it is about your \n", - "values.\n", - "\n", - "In short, our water bottle is more than just a product – it's a symbol of your commitment to a better world. It's a\n", - "reminder that even the smallest choices we make can have a big impact, and that together, we can create a future \n", - "that's free from plastic waste and full of possibilities. So why not make the switch today, and join the movement \n", - "towards a more sustainable tomorrow?\n", + "So, join us on this journey towards a greener, brighter future. Together, let's embrace the power of sustainable \n", + "living, celebrate the beauty of our planet, and create a world that is healthier, happier, and more vibrant for all\n", + "of us. With every purchase, every share, and every conversation, we're one step closer to making our vision a \n", + "reality. Thank you for being part of our community, and for believing, as we do, that together, we can make a \n", + "difference.\n", "\n" ], "text/plain": [ "Response:\n", "\n", - "Imagine a world where the great outdoors is still great, where the air is fresh, the oceans are clean, and the \n", - "future is bright. As a millennial, you're likely no stranger to the importance of living an eco-conscious \n", - "lifestyle. You're probably already making conscious choices about the food you eat, the clothes you wear, and the \n", - "way you travel. But have you ever stopped to think about the humble water bottle that's always by your side?\n", + "Imagine a world where every small choice you make can contribute to a bigger, more beautiful picture - a world \n", + "where the air is fresh, the oceans are clean, and the future is bright. At \u001b[1m[\u001b[0mBrand Name\u001b[1m]\u001b[0m, we believe that this world\n", + "is not just a dream, but a reality that we can create together, one step at a time. That's why we're passionate \n", + "about introducing you to our eco-friendly product, designed with love for the planet and a deep respect for the \n", + "values that you hold dear.\n", "\n", - "For many of us, staying hydrated on-the-go is a top priority. But let's be real – single-use plastic water bottles \n", - "are so last season. Not only do they contribute to the staggering \u001b[1;36m8\u001b[0m million tons of plastic waste that enter our \n", - "oceans every year, but they're also a hassle to carry around and a waste of money in the long run.\n", + "Our product is more than just a solution to your everyday needs; it's a statement of your commitment to the \n", + "well-being of our planet. Made from sustainable materials and designed with recyclability in mind, every aspect of \n", + "our product reflects our shared desire to reduce waste and live in harmony with nature. Whether you're a long-time \n", + "advocate for environmental causes or just starting your journey towards a more sustainable lifestyle, our product \n", + "is here to support and enhance your efforts.\n", "\n", - "That's where our game-changing water bottle comes in. Made with durable, BPA-free materials and featuring advanced \n", - "insulation technology, this bottle is designed to keep your drinks hot or cold for hours on end. Whether you're \n", - "hiking through the mountains, biking through the city, or just need a refreshing drink at your desk, our bottle has\n", - "got you covered.\n", + "What sets us apart is not just our product's eco-friendly features, but the community of like-minded individuals \n", + "who believe, as we do, that small actions today can lead to a significant positive impact tomorrow. By choosing our\n", + "product, you're not only making a responsible choice for the planet, but you're also becoming part of a movement - \n", + "a movement that values the beauty of nature, the importance of community, and the power of collective action.\n", "\n", - "But what really sets our bottle apart is its commitment to a plastic-free future. By choosing a reusable water \n", - "bottle, you're not only reducing your own plastic waste, but you're also supporting a movement that's dedicated to \n", - "making a positive impact on the planet. And with our lifetime warranty, you can have peace of mind knowing that \n", - "your bottle is built to last – and that we've got your back if anything ever goes wrong.\n", + "At \u001b[1m[\u001b[0mBrand Name\u001b[1m]\u001b[0m, we're dedicated to more than just selling a product; we're committed to fostering a relationship \n", + "with you, our customer, and with the Earth. We believe in transparency, in honesty, and in the open sharing of our \n", + "processes and materials. We want you to feel confident and proud of the choices you make, knowing that you're \n", + "supporting a brand that genuinely cares about the same things you do.\n", "\n", - "So what does this mean for your daily life? For starters, you'll be able to stay hydrated and energized wherever \n", - "you go, without having to worry about wasting plastic or money. You'll also be joining a community of like-minded \n", - "individuals who are passionate about creating a more sustainable future. And with our bottle's sleek design and \n", - "range of stylish colors, you'll be making a statement that's as much about your personal style as it is about your \n", - "values.\n", - "\n", - "In short, our water bottle is more than just a product – it's a symbol of your commitment to a better world. It's a\n", - "reminder that even the smallest choices we make can have a big impact, and that together, we can create a future \n", - "that's free from plastic waste and full of possibilities. So why not make the switch today, and join the movement \n", - "towards a more sustainable tomorrow?\n" + "So, join us on this journey towards a greener, brighter future. Together, let's embrace the power of sustainable \n", + "living, celebrate the beauty of our planet, and create a world that is healthier, happier, and more vibrant for all\n", + "of us. With every purchase, every share, and every conversation, we're one step closer to making our vision a \n", + "reality. Thank you for being part of our community, and for believing, as we do, that together, we can make a \n", + "difference.\n" ] }, "metadata": {}, @@ -1305,11 +1275,11 @@ { "data": { "text/html": [ - "Worker creative \n", + ">>> Worker creative <<< \n", "
\n" ], "text/plain": [ - "\u001b[1;33m Worker creative \u001b[0m\n" + "\u001b[1;33m >>> Worker creative <<< \u001b[0m\n" ] }, "metadata": {}, @@ -1320,67 +1290,73 @@ "text/html": [ "Response: \n", "\n", - "As the sun rises over the bustling city, 12-year-old Maya prepares for her daily adventure, grabbing her trusty \n", - "water bottle, the \"EcoHydrate,\" before heading out the door. This isn't just any water bottle – it's made from 80% \n", - "recycled materials, is BPA-free, and has a built-in filter that ensures every sip is clean and refreshing, no \n", - "matter the water source. For Maya, who has grown up learning about the importance of sustainability and reducing \n", - "plastic waste, the EcoHydrate is more than just a water bottle; it's a symbol of her commitment to protecting the \n", - "planet.\n", + "Imagine stepping into a world where technology seamlessly blends with art, where innovation knows no bounds, and \n", + "where the ordinary becomes extraordinary. Welcome to the realm of Lumina, a revolutionary smartwatch that redefines\n", + "the boundaries of timekeeping and personal style. This masterpiece is not just a device; it's an experience that \n", + "wraps around your wrist, a constant companion that adapts to your every move, desire, and dream.\n", "\n", - "Maya's day begins in the city's urban garden, where she and her friends are working on a community project to \n", - "create a green oasis amidst the concrete jungle. As they plant trees, build a small pond, and lay out a path made \n", - "from recycled plastic, Maya uses her EcoHydrate to stay hydrated. The bottle's insulation keeps her drinks cool \n", - "even under the hot sun, and its durable design withstands the occasional drop without leaking. But what Maya loves \n", - "most about her EcoHydrate is the impact it has on reducing her carbon footprint. By using a refillable bottle, she \n", - "avoids buying plastic water bottles, which she knows contribute to the staggering amount of waste in oceans and \n", - "landfills.\n", + "As you slip on Lumina, the soft, sleek strap molds to your skin, comfortable against your pulse. The face, a \n", + "vibrant canvas of light and color, comes alive with every glance. It's not just a screen; it's a window to a \n", + "universe of possibilities. With a mere touch, the interface unfolds, revealing a tapestry of features designed to \n", + "elevate your daily life. From tracking the intricacies of your health and fitness journey to keeping you connected \n", + "with loved ones, Lumina is your personal gateway to a world of wellness and communication.\n", "\n", - "After a morning of gardening, Maya heads to the nearby park for a hike. She fills her EcoHydrate from a water \n", - "fountain, confident in the bottle's filter to remove any impurities. As she climbs, the scenic views of the city \n", - "remind her of why she's so passionate about environmental stewardship. The EcoHydrate becomes a constant companion,\n", - "a reminder of her values and a tool that enables her to live them out daily.\n", + "One of the standout features of Lumina is its advanced health monitoring system. It's equipped with cutting-edge \n", + "technology that not only tracks your heart rate and sleep patterns but also provides insightful analysis to help \n", + "you understand your body better. Imagine being able to optimize your workout sessions based on real-time feedback, \n", + "or receiving alerts that remind you to stay hydrated throughout the day. Lumina doesn't just monitor your health; \n", + "it empowers you to take control of it.\n", "\n", - "Maya's story isn't unique; it echoes the sentiments of many urban dwellers who are increasingly conscious of their \n", - "environmental impact. Sarah, a freelance writer living in the heart of the city, relies on her EcoHydrate as she \n", - "navigates her busy day. From grabbing a quick coffee to meeting clients in different parts of the city, Sarah's \n", - "EcoHydrate is always by her side. The bottle's sleek design fits perfectly into her bag, and its capacity ensures \n", - "she stays hydrated throughout the day without needing to refill frequently.\n", + "But Lumina is more than just a health companion; it's also a style statement. Its design is a symphony of elegance \n", + "and modernity, with interchangeable straps that allow you to match your watch to your mood, outfit, or occasion. \n", + "Whether you're heading to a boardroom meeting or a casual evening out with friends, Lumina adapts, ensuring you \n", + "always make a statement. It's the perfect blend of form and function, where every detail has been meticulously \n", + "crafted to provide a seamless user experience.\n", "\n", - "What resonates with Sarah is the EcoHydrate's alignment with her personal values. As someone who chooses public \n", - "transport, buys local produce, and avoids single-use plastics, the EcoHydrate is\n", + "What truly sets Lumina apart, however, is its integration with your digital life. With seamless connectivity to \n", + "your smartphone, you can receive notifications, control your music playlists, and even make hands-free calls. The \n", + "voice assistant feature allows you to command your day with ease, from setting reminders to sending messages, all \n", + "without needing to reach for your phone. It's the epitome of convenience, streamlining your interactions and \n", + "letting you live more in the moment.\n", + "\n", + "As the sun dips and the stars begin to twinkle, Lumina transforms once more. Its face glows softly in the dark, a \n", + "beacon of innovation\n", "\n" ], "text/plain": [ "Response: \n", "\n", - "As the sun rises over the bustling city, \u001b[1;36m12\u001b[0m-year-old Maya prepares for her daily adventure, grabbing her trusty \n", - "water bottle, the \u001b[32m\"EcoHydrate,\"\u001b[0m before heading out the door. This isn't just any water bottle – it's made from \u001b[1;36m80\u001b[0m% \n", - "recycled materials, is BPA-free, and has a built-in filter that ensures every sip is clean and refreshing, no \n", - "matter the water source. For Maya, who has grown up learning about the importance of sustainability and reducing \n", - "plastic waste, the EcoHydrate is more than just a water bottle; it's a symbol of her commitment to protecting the \n", - "planet.\n", + "Imagine stepping into a world where technology seamlessly blends with art, where innovation knows no bounds, and \n", + "where the ordinary becomes extraordinary. Welcome to the realm of Lumina, a revolutionary smartwatch that redefines\n", + "the boundaries of timekeeping and personal style. This masterpiece is not just a device; it's an experience that \n", + "wraps around your wrist, a constant companion that adapts to your every move, desire, and dream.\n", "\n", - "Maya's day begins in the city's urban garden, where she and her friends are working on a community project to \n", - "create a green oasis amidst the concrete jungle. As they plant trees, build a small pond, and lay out a path made \n", - "from recycled plastic, Maya uses her EcoHydrate to stay hydrated. The bottle's insulation keeps her drinks cool \n", - "even under the hot sun, and its durable design withstands the occasional drop without leaking. But what Maya loves \n", - "most about her EcoHydrate is the impact it has on reducing her carbon footprint. By using a refillable bottle, she \n", - "avoids buying plastic water bottles, which she knows contribute to the staggering amount of waste in oceans and \n", - "landfills.\n", + "As you slip on Lumina, the soft, sleek strap molds to your skin, comfortable against your pulse. The face, a \n", + "vibrant canvas of light and color, comes alive with every glance. It's not just a screen; it's a window to a \n", + "universe of possibilities. With a mere touch, the interface unfolds, revealing a tapestry of features designed to \n", + "elevate your daily life. From tracking the intricacies of your health and fitness journey to keeping you connected \n", + "with loved ones, Lumina is your personal gateway to a world of wellness and communication.\n", "\n", - "After a morning of gardening, Maya heads to the nearby park for a hike. She fills her EcoHydrate from a water \n", - "fountain, confident in the bottle's filter to remove any impurities. As she climbs, the scenic views of the city \n", - "remind her of why she's so passionate about environmental stewardship. The EcoHydrate becomes a constant companion,\n", - "a reminder of her values and a tool that enables her to live them out daily.\n", + "One of the standout features of Lumina is its advanced health monitoring system. It's equipped with cutting-edge \n", + "technology that not only tracks your heart rate and sleep patterns but also provides insightful analysis to help \n", + "you understand your body better. Imagine being able to optimize your workout sessions based on real-time feedback, \n", + "or receiving alerts that remind you to stay hydrated throughout the day. Lumina doesn't just monitor your health; \n", + "it empowers you to take control of it.\n", "\n", - "Maya's story isn't unique; it echoes the sentiments of many urban dwellers who are increasingly conscious of their \n", - "environmental impact. Sarah, a freelance writer living in the heart of the city, relies on her EcoHydrate as she \n", - "navigates her busy day. From grabbing a quick coffee to meeting clients in different parts of the city, Sarah's \n", - "EcoHydrate is always by her side. The bottle's sleek design fits perfectly into her bag, and its capacity ensures \n", - "she stays hydrated throughout the day without needing to refill frequently.\n", + "But Lumina is more than just a health companion; it's also a style statement. Its design is a symphony of elegance \n", + "and modernity, with interchangeable straps that allow you to match your watch to your mood, outfit, or occasion. \n", + "Whether you're heading to a boardroom meeting or a casual evening out with friends, Lumina adapts, ensuring you \n", + "always make a statement. It's the perfect blend of form and function, where every detail has been meticulously \n", + "crafted to provide a seamless user experience.\n", "\n", - "What resonates with Sarah is the EcoHydrate's alignment with her personal values. As someone who chooses public \n", - "transport, buys local produce, and avoids single-use plastics, the EcoHydrate is\n" + "What truly sets Lumina apart, however, is its integration with your digital life. With seamless connectivity to \n", + "your smartphone, you can receive notifications, control your music playlists, and even make hands-free calls. The \n", + "voice assistant feature allows you to command your day with ease, from setting reminders to sending messages, all \n", + "without needing to reach for your phone. It's the epitome of convenience, streamlining your interactions and \n", + "letting you live more in the moment.\n", + "\n", + "As the sun dips and the stars begin to twinkle, Lumina transforms once more. Its face glows softly in the dark, a \n", + "beacon of innovation\n" ] }, "metadata": {}, @@ -1397,6 +1373,430 @@ ")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3.2. Monitor Orchestrator-Workers Workflow's Internals" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "{\n", + "│ 'session_id': '8e765c0f-e71d-4c0c-9986-ee729d73966e',\n", + "│ 'session_name': 'orchestrator_agent_976ef2f2-911c-47ac-9860-1c38d9038a91',\n", + "│ 'started_at': datetime.datetime(2025, 3, 3, 12, 45, 28, 669769),\n", + "│ 'turns': [\n", + "│ │ {\n", + "│ │ │ 'input_messages': [\n", + "│ │ │ │ {\n", + "│ │ │ │ │ 'content': \"Your task is to Write a product description for a new eco-friendly water bottle. Here is some context: {'target_audience': 'environmentally conscious millennials', 'key_features': ['plastic-free', 'insulated', 'lifetime warranty']}\",\n", + "│ │ │ │ │ 'role': 'user',\n", + "│ │ │ │ │ 'context': None\n", + "│ │ │ │ }\n", + "│ │ │ ],\n", + "│ │ │ 'output_message': {\n", + "│ │ │ │ 'content': '{\\n\"analysis\": \"The task of writing a product description for a new eco-friendly water bottle requires a deep understanding of the target audience, which is environmentally conscious millennials. To effectively connect with this audience, the description should highlight the key features of the product, such as being plastic-free, insulated, and having a lifetime warranty. A valuable approach would be to emphasize the eco-friendly aspects of the product, as this aligns with the values and concerns of the target audience. Additionally, emphasizing the practical benefits of the product, such as its insulation and durability, would also be effective. 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To effectively connect with this audience, the description should highlight the key features of the product, such as being plastic-free, insulated, and having a lifetime warranty. A valuable approach would be to emphasize the eco-friendly aspects of the product, as this aligns with the values and concerns of the target audience. Additionally, emphasizing the practical benefits of the product, such as its insulation and durability, would also be effective. Lastly, using a tone that is both informative and engaging would help to capture the reader\\'s attention and convey the product\\'s value.\",\\n\"tasks\": \u001b[0m\u001b[32m[\u001b[0m\u001b[32m\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\\n\"type\": \"formal\",\\n\"description\": \"Write a precise, technical description that highlights the product\\'s key features, such as its plastic-free construction, insulation capabilities, and lifetime warranty. This approach would serve the aspect of providing a clear and concise overview of the product\\'s specifications.\"\\n\u001b[0m\u001b[32m}\u001b[0m\u001b[32m,\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\\n\"type\": \"conversational\",\\n\"description\": \"Write an engaging, friendly description that connects with the target audience on an emotional level, emphasizing the eco-friendly benefits of the product and how it aligns with their values. This approach would serve the aspect of building a relationship with the reader and creating a sense of shared values.\"\\n\u001b[0m\u001b[32m}\u001b[0m\u001b[32m,\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\\n\"type\": \"creative\",\\n\"description\": \"Write a descriptive and imaginative piece that brings the product to life, highlighting its unique features and benefits in a way that is both informative and compelling. This approach would serve the aspect of captivating the reader\\'s attention and leaving a lasting impression.\"\\n\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\\n\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'assistant'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'stop_reason'\u001b[0m: \u001b[32m'end_of_turn'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'tool_calls'\u001b[0m: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'session_id'\u001b[0m: \u001b[32m'8e765c0f-e71d-4c0c-9986-ee729d73966e'\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'started_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m12\u001b[0m, \u001b[1;36m45\u001b[0m, \u001b[1;36m28\u001b[0m, \u001b[1;36m687648\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.timezone\u001b[0m\u001b[1m(\u001b[0m\u001b[1;35mdatetime.timedelta\u001b[0m\u001b[1m(\u001b[0m\u001b[33mdays\u001b[0m=\u001b[1;36m-1\u001b[0m, \u001b[33mseconds\u001b[0m=\u001b[1;36m57600\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'steps'\u001b[0m: \u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'model_response'\u001b[0m: \u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m: \u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\\n\"analysis\": \"The task of writing a product description for a new eco-friendly water bottle requires a deep understanding of the target audience, which is environmentally conscious millennials. To effectively connect with this audience, the description should highlight the key features of the product, such as being plastic-free, insulated, and having a lifetime warranty. A valuable approach would be to emphasize the eco-friendly aspects of the product, as this aligns with the values and concerns of the target audience. Additionally, emphasizing the practical benefits of the product, such as its insulation and durability, would also be effective. Lastly, using a tone that is both informative and engaging would help to capture the reader\\'s attention and convey the product\\'s value.\",\\n\"tasks\": \u001b[0m\u001b[32m[\u001b[0m\u001b[32m\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\\n\"type\": \"formal\",\\n\"description\": \"Write a precise, technical description that highlights the product\\'s key features, such as its plastic-free construction, insulation capabilities, and lifetime warranty. 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This approach would serve the aspect of providing a clear and concise overview of the product's specifications..\",\n", + "│ │ │ │ │ 'role': 'user',\n", + "│ │ │ │ │ 'context': None\n", + "│ │ │ │ }\n", + "│ │ │ ],\n", + "│ │ │ 'output_message': {\n", + "│ │ │ │ 'content': \"Response: \\n\\nThe product in question is a cutting-edge, eco-friendly solution designed to provide superior performance while minimizing environmental impact. Its key features include a plastic-free construction, leveraging high-quality, sustainable materials that not only reduce waste but also ensure durability and longevity. \\n\\nOne of the standout aspects of this product is its exceptional insulation capabilities. Engineered with advanced technology, it effectively retains heat in colder conditions and keeps warmth at bay in hotter environments, thereby optimizing energy efficiency and comfort. This feature is particularly beneficial for applications where temperature control is crucial, making it an ideal choice for a wide range of uses.\\n\\nFurthermore, the product comes with a comprehensive lifetime warranty, reflecting the manufacturer's confidence in its quality and performance. This warranty provides users with peace of mind, knowing that they are protected against defects and functional failures for the entire lifespan of the product. It underscores the commitment to customer satisfaction and the dedication to delivering products that meet the highest standards of excellence.\\n\\nIn terms of specifications, the product boasts a robust design that is both lightweight and easy to use, making it versatile and adaptable to various settings. Its plastic-free construction not only supports eco-friendly initiatives but also contributes to a healthier indoor air quality by eliminating the potential for plastic off-gassing.\\n\\nThe insulation properties are further enhanced by a unique design that minimizes thermal bridging, ensuring consistent and reliable performance. Whether used in residential, commercial, or industrial applications, this product is designed to deliver consistent results, combining sustainability with functional superiority.\\n\\nOverall, the product represents a significant advancement in eco-friendly technology, combining a plastic-free construction, superior insulation capabilities, and a lifetime warranty to offer a solution that is as environmentally responsible as it is effective. It is an exemplary model of innovative design and manufacturing excellence, catering to the evolving needs of consumers who prioritize both performance and sustainability.\",\n", + "│ │ │ │ 'role': 'assistant',\n", + "│ │ │ │ 'stop_reason': 'end_of_turn',\n", + "│ │ │ │ 'tool_calls': []\n", + "│ │ │ },\n", + "│ │ │ 'session_id': '30a5e169-2aeb-4e20-99b9-f060349b6b55',\n", + "│ │ │ 'started_at': datetime.datetime(2025, 3, 3, 12, 45, 32, 161464, tzinfo=datetime.timezone(datetime.timedelta(days=-1, seconds=57600))),\n", + "│ │ │ 'steps': [\n", + "│ │ │ │ {\n", + "│ │ │ │ │ 'model_response': {\n", + "│ │ │ │ │ │ 'content': \"Response: \\n\\nThe product in question is a cutting-edge, eco-friendly solution designed to provide superior performance while minimizing environmental impact. Its key features include a plastic-free construction, leveraging high-quality, sustainable materials that not only reduce waste but also ensure durability and longevity. \\n\\nOne of the standout aspects of this product is its exceptional insulation capabilities. Engineered with advanced technology, it effectively retains heat in colder conditions and keeps warmth at bay in hotter environments, thereby optimizing energy efficiency and comfort. This feature is particularly beneficial for applications where temperature control is crucial, making it an ideal choice for a wide range of uses.\\n\\nFurthermore, the product comes with a comprehensive lifetime warranty, reflecting the manufacturer's confidence in its quality and performance. This warranty provides users with peace of mind, knowing that they are protected against defects and functional failures for the entire lifespan of the product. It underscores the commitment to customer satisfaction and the dedication to delivering products that meet the highest standards of excellence.\\n\\nIn terms of specifications, the product boasts a robust design that is both lightweight and easy to use, making it versatile and adaptable to various settings. Its plastic-free construction not only supports eco-friendly initiatives but also contributes to a healthier indoor air quality by eliminating the potential for plastic off-gassing.\\n\\nThe insulation properties are further enhanced by a unique design that minimizes thermal bridging, ensuring consistent and reliable performance. Whether used in residential, commercial, or industrial applications, this product is designed to deliver consistent results, combining sustainability with functional superiority.\\n\\nOverall, the product represents a significant advancement in eco-friendly technology, combining a plastic-free construction, superior insulation capabilities, and a lifetime warranty to offer a solution that is as environmentally responsible as it is effective. It is an exemplary model of innovative design and manufacturing excellence, catering to the evolving needs of consumers who prioritize both performance and sustainability.\",\n", + "│ │ │ │ │ │ 'role': 'assistant',\n", + "│ │ │ │ │ │ 'stop_reason': 'end_of_turn',\n", + "│ │ │ │ │ │ 'tool_calls': []\n", + "│ │ │ │ │ },\n", + "│ │ │ │ │ 'step_id': '259985a9-7571-4b03-af86-758e6b17beb8',\n", + "│ │ │ │ │ 'step_type': 'inference',\n", + "│ │ │ │ │ 'turn_id': '4d569b07-a68a-44b6-9e19-2841d1d1f002',\n", + "│ │ │ │ │ 'completed_at': datetime.datetime(2025, 3, 3, 12, 45, 37, 623431, tzinfo=TzInfo(-08:00)),\n", + "│ │ │ │ │ 'started_at': datetime.datetime(2025, 3, 3, 12, 45, 32, 172831, tzinfo=TzInfo(-08:00))\n", + "│ │ │ │ }\n", + "│ │ │ ],\n", + "│ │ │ 'turn_id': '4d569b07-a68a-44b6-9e19-2841d1d1f002',\n", + "│ │ │ 'completed_at': datetime.datetime(2025, 3, 3, 12, 45, 37, 636202, tzinfo=TzInfo(-08:00)),\n", + "│ │ │ 'output_attachments': []\n", + "│ │ }\n", + "│ ]\n", + "}\n", + "\n" + ], + "text/plain": [ + "\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ \u001b[0m\u001b[32m'session_id'\u001b[0m: \u001b[32m'30a5e169-2aeb-4e20-99b9-f060349b6b55'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[32m'session_name'\u001b[0m: \u001b[32m'worker_agent_2824b8d3-3059-4862-966d-12ce895d6c0b'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[32m'started_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m12\u001b[0m, \u001b[1;36m45\u001b[0m, \u001b[1;36m32\u001b[0m, \u001b[1;36m154138\u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[32m'turns'\u001b[0m: \u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'input_messages'\u001b[0m: \u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m: \u001b[32m\"Your task is to Write a precise, technical description that highlights the product's key features, such as its plastic-free construction, insulation capabilities, and lifetime warranty. This approach would serve the aspect of providing a clear and concise overview of the product's specifications..\"\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'user'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'context'\u001b[0m: \u001b[3;35mNone\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m}\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m]\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'output_message'\u001b[0m: \u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m: \u001b[32m\"Response: \\n\\nThe product in question is a cutting-edge, eco-friendly solution designed to provide superior performance while minimizing environmental impact. Its key features include a plastic-free construction, leveraging high-quality, sustainable materials that not only reduce waste but also ensure durability and longevity. \\n\\nOne of the standout aspects of this product is its exceptional insulation capabilities. Engineered with advanced technology, it effectively retains heat in colder conditions and keeps warmth at bay in hotter environments, thereby optimizing energy efficiency and comfort. This feature is particularly beneficial for applications where temperature control is crucial, making it an ideal choice for a wide range of uses.\\n\\nFurthermore, the product comes with a comprehensive lifetime warranty, reflecting the manufacturer's confidence in its quality and performance. This warranty provides users with peace of mind, knowing that they are protected against defects and functional failures for the entire lifespan of the product. It underscores the commitment to customer satisfaction and the dedication to delivering products that meet the highest standards of excellence.\\n\\nIn terms of specifications, the product boasts a robust design that is both lightweight and easy to use, making it versatile and adaptable to various settings. Its plastic-free construction not only supports eco-friendly initiatives but also contributes to a healthier indoor air quality by eliminating the potential for plastic off-gassing.\\n\\nThe insulation properties are further enhanced by a unique design that minimizes thermal bridging, ensuring consistent and reliable performance. Whether used in residential, commercial, or industrial applications, this product is designed to deliver consistent results, combining sustainability with functional superiority.\\n\\nOverall, the product represents a significant advancement in eco-friendly technology, combining a plastic-free construction, superior insulation capabilities, and a lifetime warranty to offer a solution that is as environmentally responsible as it is effective. It is an exemplary model of innovative design and manufacturing excellence, catering to the evolving needs of consumers who prioritize both performance and sustainability.\"\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'assistant'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'stop_reason'\u001b[0m: \u001b[32m'end_of_turn'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'tool_calls'\u001b[0m: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'session_id'\u001b[0m: \u001b[32m'30a5e169-2aeb-4e20-99b9-f060349b6b55'\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'started_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m12\u001b[0m, \u001b[1;36m45\u001b[0m, \u001b[1;36m32\u001b[0m, \u001b[1;36m161464\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.timezone\u001b[0m\u001b[1m(\u001b[0m\u001b[1;35mdatetime.timedelta\u001b[0m\u001b[1m(\u001b[0m\u001b[33mdays\u001b[0m=\u001b[1;36m-1\u001b[0m, \u001b[33mseconds\u001b[0m=\u001b[1;36m57600\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'steps'\u001b[0m: \u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'model_response'\u001b[0m: \u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m: \u001b[32m\"Response: \\n\\nThe product in question is a cutting-edge, eco-friendly solution designed to provide superior performance while minimizing environmental impact. Its key features include a plastic-free construction, leveraging high-quality, sustainable materials that not only reduce waste but also ensure durability and longevity. \\n\\nOne of the standout aspects of this product is its exceptional insulation capabilities. Engineered with advanced technology, it effectively retains heat in colder conditions and keeps warmth at bay in hotter environments, thereby optimizing energy efficiency and comfort. This feature is particularly beneficial for applications where temperature control is crucial, making it an ideal choice for a wide range of uses.\\n\\nFurthermore, the product comes with a comprehensive lifetime warranty, reflecting the manufacturer's confidence in its quality and performance. This warranty provides users with peace of mind, knowing that they are protected against defects and functional failures for the entire lifespan of the product. 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Whether used in residential, commercial, or industrial applications, this product is designed to deliver consistent results, combining sustainability with functional superiority.\\n\\nOverall, the product represents a significant advancement in eco-friendly technology, combining a plastic-free construction, superior insulation capabilities, and a lifetime warranty to offer a solution that is as environmentally responsible as it is effective. 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This approach would serve the aspect of building a relationship with the reader and creating a sense of shared values..',\n", + "│ │ │ │ │ 'role': 'user',\n", + "│ │ │ │ │ 'context': None\n", + "│ │ │ │ }\n", + "│ │ │ ],\n", + "│ │ │ 'output_message': {\n", + "│ │ │ │ 'content': \"Response:\\n\\nImagine a world where every small choice you make can contribute to a bigger, more beautiful picture - a world where the air is fresh, the oceans are clean, and the future is bright. At [Brand Name], we believe that this world is not just a dream, but a reality that we can create together, one step at a time. That's why we're passionate about introducing you to our eco-friendly product, designed with love for the planet and a deep respect for the values that you hold dear.\\n\\nOur product is more than just a solution to your everyday needs; it's a statement of your commitment to the well-being of our planet. Made from sustainable materials and designed with recyclability in mind, every aspect of our product reflects our shared desire to reduce waste and live in harmony with nature. Whether you're a long-time advocate for environmental causes or just starting your journey towards a more sustainable lifestyle, our product is here to support and enhance your efforts.\\n\\nWhat sets us apart is not just our product's eco-friendly features, but the community of like-minded individuals who believe, as we do, that small actions today can lead to a significant positive impact tomorrow. By choosing our product, you're not only making a responsible choice for the planet, but you're also becoming part of a movement - a movement that values the beauty of nature, the importance of community, and the power of collective action.\\n\\nAt [Brand Name], we're dedicated to more than just selling a product; we're committed to fostering a relationship with you, our customer, and with the Earth. We believe in transparency, in honesty, and in the open sharing of our processes and materials. We want you to feel confident and proud of the choices you make, knowing that you're supporting a brand that genuinely cares about the same things you do.\\n\\nSo, join us on this journey towards a greener, brighter future. Together, let's embrace the power of sustainable living, celebrate the beauty of our planet, and create a world that is healthier, happier, and more vibrant for all of us. With every purchase, every share, and every conversation, we're one step closer to making our vision a reality. Thank you for being part of our community, and for believing, as we do, that together, we can make a difference.\",\n", + "│ │ │ │ 'role': 'assistant',\n", + "│ │ │ │ 'stop_reason': 'end_of_turn',\n", + "│ │ │ │ 'tool_calls': []\n", + "│ │ │ },\n", + "│ │ │ 'session_id': '254cf164-52f4-4b7f-ba92-996e97725c12',\n", + "│ │ │ 'started_at': datetime.datetime(2025, 3, 3, 12, 45, 37, 692969, tzinfo=datetime.timezone(datetime.timedelta(days=-1, seconds=57600))),\n", + "│ │ │ 'steps': [\n", + "│ │ │ │ {\n", + "│ │ │ │ │ 'model_response': {\n", + "│ │ │ │ │ │ 'content': \"Response:\\n\\nImagine a world where every small choice you make can contribute to a bigger, more beautiful picture - a world where the air is fresh, the oceans are clean, and the future is bright. At [Brand Name], we believe that this world is not just a dream, but a reality that we can create together, one step at a time. That's why we're passionate about introducing you to our eco-friendly product, designed with love for the planet and a deep respect for the values that you hold dear.\\n\\nOur product is more than just a solution to your everyday needs; it's a statement of your commitment to the well-being of our planet. Made from sustainable materials and designed with recyclability in mind, every aspect of our product reflects our shared desire to reduce waste and live in harmony with nature. Whether you're a long-time advocate for environmental causes or just starting your journey towards a more sustainable lifestyle, our product is here to support and enhance your efforts.\\n\\nWhat sets us apart is not just our product's eco-friendly features, but the community of like-minded individuals who believe, as we do, that small actions today can lead to a significant positive impact tomorrow. By choosing our product, you're not only making a responsible choice for the planet, but you're also becoming part of a movement - a movement that values the beauty of nature, the importance of community, and the power of collective action.\\n\\nAt [Brand Name], we're dedicated to more than just selling a product; we're committed to fostering a relationship with you, our customer, and with the Earth. We believe in transparency, in honesty, and in the open sharing of our processes and materials. We want you to feel confident and proud of the choices you make, knowing that you're supporting a brand that genuinely cares about the same things you do.\\n\\nSo, join us on this journey towards a greener, brighter future. Together, let's embrace the power of sustainable living, celebrate the beauty of our planet, and create a world that is healthier, happier, and more vibrant for all of us. With every purchase, every share, and every conversation, we're one step closer to making our vision a reality. Thank you for being part of our community, and for believing, as we do, that together, we can make a difference.\",\n", + "│ │ │ │ │ │ 'role': 'assistant',\n", + "│ │ │ │ │ │ 'stop_reason': 'end_of_turn',\n", + "│ │ │ │ │ │ 'tool_calls': []\n", + "│ │ │ │ │ },\n", + "│ │ │ │ │ 'step_id': '6e454ed2-6dc0-469f-aba6-854a3f52093b',\n", + "│ │ │ │ │ 'step_type': 'inference',\n", + "│ │ │ │ │ 'turn_id': '3e0e5e28-9693-4535-ae54-cb00ba977a4e',\n", + "│ │ │ │ │ 'completed_at': datetime.datetime(2025, 3, 3, 12, 45, 47, 299500, tzinfo=TzInfo(-08:00)),\n", + "│ │ │ │ │ 'started_at': datetime.datetime(2025, 3, 3, 12, 45, 37, 703303, tzinfo=TzInfo(-08:00))\n", + "│ │ │ │ }\n", + "│ │ │ ],\n", + "│ │ │ 'turn_id': '3e0e5e28-9693-4535-ae54-cb00ba977a4e',\n", + "│ │ │ 'completed_at': datetime.datetime(2025, 3, 3, 12, 45, 47, 313355, tzinfo=TzInfo(-08:00)),\n", + "│ │ │ 'output_attachments': []\n", + "│ │ }\n", + "│ ]\n", + "}\n", + "\n" + ], + "text/plain": [ + "\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ \u001b[0m\u001b[32m'session_id'\u001b[0m: \u001b[32m'254cf164-52f4-4b7f-ba92-996e97725c12'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[32m'session_name'\u001b[0m: \u001b[32m'worker_agent_b83fb070-705b-4e58-8146-84970328bea0'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[32m'started_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m12\u001b[0m, \u001b[1;36m45\u001b[0m, \u001b[1;36m37\u001b[0m, \u001b[1;36m686501\u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[32m'turns'\u001b[0m: \u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'input_messages'\u001b[0m: \u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m: \u001b[32m'Your task is to Write an engaging, friendly description that connects with the target audience on an emotional level, emphasizing the eco-friendly benefits of the product and how it aligns with their values. This approach would serve the aspect of building a relationship with the reader and creating a sense of shared values..'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'user'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'context'\u001b[0m: \u001b[3;35mNone\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m}\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m]\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'output_message'\u001b[0m: \u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m: \u001b[32m\"Response:\\n\\nImagine a world where every small choice you make can contribute to a bigger, more beautiful picture - a world where the air is fresh, the oceans are clean, and the future is bright. At \u001b[0m\u001b[32m[\u001b[0m\u001b[32mBrand Name\u001b[0m\u001b[32m]\u001b[0m\u001b[32m, we believe that this world is not just a dream, but a reality that we can create together, one step at a time. That's why we're passionate about introducing you to our eco-friendly product, designed with love for the planet and a deep respect for the values that you hold dear.\\n\\nOur product is more than just a solution to your everyday needs; it's a statement of your commitment to the well-being of our planet. Made from sustainable materials and designed with recyclability in mind, every aspect of our product reflects our shared desire to reduce waste and live in harmony with nature. Whether you're a long-time advocate for environmental causes or just starting your journey towards a more sustainable lifestyle, our product is here to support and enhance your efforts.\\n\\nWhat sets us apart is not just our product's eco-friendly features, but the community of like-minded individuals who believe, as we do, that small actions today can lead to a significant positive impact tomorrow. By choosing our product, you're not only making a responsible choice for the planet, but you're also becoming part of a movement - a movement that values the beauty of nature, the importance of community, and the power of collective action.\\n\\nAt \u001b[0m\u001b[32m[\u001b[0m\u001b[32mBrand Name\u001b[0m\u001b[32m]\u001b[0m\u001b[32m, we're dedicated to more than just selling a product; we're committed to fostering a relationship with you, our customer, and with the Earth. We believe in transparency, in honesty, and in the open sharing of our processes and materials. We want you to feel confident and proud of the choices you make, knowing that you're supporting a brand that genuinely cares about the same things you do.\\n\\nSo, join us on this journey towards a greener, brighter future. Together, let's embrace the power of sustainable living, celebrate the beauty of our planet, and create a world that is healthier, happier, and more vibrant for all of us. With every purchase, every share, and every conversation, we're one step closer to making our vision a reality. Thank you for being part of our community, and for believing, as we do, that together, we can make a difference.\"\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'assistant'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'stop_reason'\u001b[0m: \u001b[32m'end_of_turn'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'tool_calls'\u001b[0m: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'session_id'\u001b[0m: \u001b[32m'254cf164-52f4-4b7f-ba92-996e97725c12'\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'started_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m12\u001b[0m, \u001b[1;36m45\u001b[0m, \u001b[1;36m37\u001b[0m, \u001b[1;36m692969\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.timezone\u001b[0m\u001b[1m(\u001b[0m\u001b[1;35mdatetime.timedelta\u001b[0m\u001b[1m(\u001b[0m\u001b[33mdays\u001b[0m=\u001b[1;36m-1\u001b[0m, \u001b[33mseconds\u001b[0m=\u001b[1;36m57600\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'steps'\u001b[0m: \u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'model_response'\u001b[0m: \u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m: \u001b[32m\"Response:\\n\\nImagine a world where every small choice you make can contribute to a bigger, more beautiful picture - a world where the air is fresh, the oceans are clean, and the future is bright. At \u001b[0m\u001b[32m[\u001b[0m\u001b[32mBrand Name\u001b[0m\u001b[32m]\u001b[0m\u001b[32m, we believe that this world is not just a dream, but a reality that we can create together, one step at a time. That's why we're passionate about introducing you to our eco-friendly product, designed with love for the planet and a deep respect for the values that you hold dear.\\n\\nOur product is more than just a solution to your everyday needs; it's a statement of your commitment to the well-being of our planet. Made from sustainable materials and designed with recyclability in mind, every aspect of our product reflects our shared desire to reduce waste and live in harmony with nature. Whether you're a long-time advocate for environmental causes or just starting your journey towards a more sustainable lifestyle, our product is here to support and enhance your efforts.\\n\\nWhat sets us apart is not just our product's eco-friendly features, but the community of like-minded individuals who believe, as we do, that small actions today can lead to a significant positive impact tomorrow. By choosing our product, you're not only making a responsible choice for the planet, but you're also becoming part of a movement - a movement that values the beauty of nature, the importance of community, and the power of collective action.\\n\\nAt \u001b[0m\u001b[32m[\u001b[0m\u001b[32mBrand Name\u001b[0m\u001b[32m]\u001b[0m\u001b[32m, we're dedicated to more than just selling a product; we're committed to fostering a relationship with you, our customer, and with the Earth. We believe in transparency, in honesty, and in the open sharing of our processes and materials. We want you to feel confident and proud of the choices you make, knowing that you're supporting a brand that genuinely cares about the same things you do.\\n\\nSo, join us on this journey towards a greener, brighter future. Together, let's embrace the power of sustainable living, celebrate the beauty of our planet, and create a world that is healthier, happier, and more vibrant for all of us. With every purchase, every share, and every conversation, we're one step closer to making our vision a reality. 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This approach would serve the aspect of captivating the reader's attention and leaving a lasting impression..\",\n", + "│ │ │ │ │ 'role': 'user',\n", + "│ │ │ │ │ 'context': None\n", + "│ │ │ │ }\n", + "│ │ │ ],\n", + "│ │ │ 'output_message': {\n", + "│ │ │ │ 'content': \"Response: \\n\\nImagine stepping into a world where technology seamlessly blends with art, where innovation knows no bounds, and where the ordinary becomes extraordinary. Welcome to the realm of Lumina, a revolutionary smartwatch that redefines the boundaries of timekeeping and personal style. This masterpiece is not just a device; it's an experience that wraps around your wrist, a constant companion that adapts to your every move, desire, and dream.\\n\\nAs you slip on Lumina, the soft, sleek strap molds to your skin, comfortable against your pulse. The face, a vibrant canvas of light and color, comes alive with every glance. It's not just a screen; it's a window to a universe of possibilities. With a mere touch, the interface unfolds, revealing a tapestry of features designed to elevate your daily life. From tracking the intricacies of your health and fitness journey to keeping you connected with loved ones, Lumina is your personal gateway to a world of wellness and communication.\\n\\nOne of the standout features of Lumina is its advanced health monitoring system. It's equipped with cutting-edge technology that not only tracks your heart rate and sleep patterns but also provides insightful analysis to help you understand your body better. Imagine being able to optimize your workout sessions based on real-time feedback, or receiving alerts that remind you to stay hydrated throughout the day. Lumina doesn't just monitor your health; it empowers you to take control of it.\\n\\nBut Lumina is more than just a health companion; it's also a style statement. Its design is a symphony of elegance and modernity, with interchangeable straps that allow you to match your watch to your mood, outfit, or occasion. Whether you're heading to a boardroom meeting or a casual evening out with friends, Lumina adapts, ensuring you always make a statement. It's the perfect blend of form and function, where every detail has been meticulously crafted to provide a seamless user experience.\\n\\nWhat truly sets Lumina apart, however, is its integration with your digital life. With seamless connectivity to your smartphone, you can receive notifications, control your music playlists, and even make hands-free calls. The voice assistant feature allows you to command your day with ease, from setting reminders to sending messages, all without needing to reach for your phone. It's the epitome of convenience, streamlining your interactions and letting you live more in the moment.\\n\\nAs the sun dips and the stars begin to twinkle, Lumina transforms once more. Its face glows softly in the dark, a beacon of innovation\",\n", + "│ │ │ │ 'role': 'assistant',\n", + "│ │ │ │ 'stop_reason': 'end_of_turn',\n", + "│ │ │ │ 'tool_calls': []\n", + "│ │ │ },\n", + "│ │ │ 'session_id': 'a4caaaa3-4074-48cc-884e-70e1ea08988e',\n", + "│ │ │ 'started_at': datetime.datetime(2025, 3, 3, 12, 45, 47, 372175, tzinfo=datetime.timezone(datetime.timedelta(days=-1, seconds=57600))),\n", + "│ │ │ 'steps': [\n", + "│ │ │ │ {\n", + "│ │ │ │ │ 'model_response': {\n", + "│ │ │ │ │ │ 'content': \"Response: \\n\\nImagine stepping into a world where technology seamlessly blends with art, where innovation knows no bounds, and where the ordinary becomes extraordinary. Welcome to the realm of Lumina, a revolutionary smartwatch that redefines the boundaries of timekeeping and personal style. This masterpiece is not just a device; it's an experience that wraps around your wrist, a constant companion that adapts to your every move, desire, and dream.\\n\\nAs you slip on Lumina, the soft, sleek strap molds to your skin, comfortable against your pulse. The face, a vibrant canvas of light and color, comes alive with every glance. It's not just a screen; it's a window to a universe of possibilities. With a mere touch, the interface unfolds, revealing a tapestry of features designed to elevate your daily life. From tracking the intricacies of your health and fitness journey to keeping you connected with loved ones, Lumina is your personal gateway to a world of wellness and communication.\\n\\nOne of the standout features of Lumina is its advanced health monitoring system. It's equipped with cutting-edge technology that not only tracks your heart rate and sleep patterns but also provides insightful analysis to help you understand your body better. Imagine being able to optimize your workout sessions based on real-time feedback, or receiving alerts that remind you to stay hydrated throughout the day. Lumina doesn't just monitor your health; it empowers you to take control of it.\\n\\nBut Lumina is more than just a health companion; it's also a style statement. Its design is a symphony of elegance and modernity, with interchangeable straps that allow you to match your watch to your mood, outfit, or occasion. Whether you're heading to a boardroom meeting or a casual evening out with friends, Lumina adapts, ensuring you always make a statement. It's the perfect blend of form and function, where every detail has been meticulously crafted to provide a seamless user experience.\\n\\nWhat truly sets Lumina apart, however, is its integration with your digital life. With seamless connectivity to your smartphone, you can receive notifications, control your music playlists, and even make hands-free calls. The voice assistant feature allows you to command your day with ease, from setting reminders to sending messages, all without needing to reach for your phone. It's the epitome of convenience, streamlining your interactions and letting you live more in the moment.\\n\\nAs the sun dips and the stars begin to twinkle, Lumina transforms once more. Its face glows softly in the dark, a beacon of innovation\",\n", + "│ │ │ │ │ │ 'role': 'assistant',\n", + "│ │ │ │ │ │ 'stop_reason': 'end_of_turn',\n", + "│ │ │ │ │ │ 'tool_calls': []\n", + "│ │ │ │ │ },\n", + "│ │ │ │ │ 'step_id': 'd459749c-f883-4d96-acb3-723164ed92b1',\n", + "│ │ │ │ │ 'step_type': 'inference',\n", + "│ │ │ │ │ 'turn_id': '47645e95-f606-4bec-ad1e-cc471c78dcd2',\n", + "│ │ │ │ │ 'completed_at': datetime.datetime(2025, 3, 3, 12, 45, 56, 306242, tzinfo=TzInfo(-08:00)),\n", + "│ │ │ │ │ 'started_at': datetime.datetime(2025, 3, 3, 12, 45, 47, 383443, tzinfo=TzInfo(-08:00))\n", + "│ │ │ │ }\n", + "│ │ │ ],\n", + "│ │ │ 'turn_id': '47645e95-f606-4bec-ad1e-cc471c78dcd2',\n", + "│ │ │ 'completed_at': datetime.datetime(2025, 3, 3, 12, 45, 56, 319286, tzinfo=TzInfo(-08:00)),\n", + "│ │ │ 'output_attachments': []\n", + "│ │ }\n", + "│ ]\n", + "}\n", + "\n" + ], + "text/plain": [ + "\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ \u001b[0m\u001b[32m'session_id'\u001b[0m: \u001b[32m'a4caaaa3-4074-48cc-884e-70e1ea08988e'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[32m'session_name'\u001b[0m: \u001b[32m'worker_agent_947325ae-2234-497e-82d7-ca54fa6f5f64'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[32m'started_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m12\u001b[0m, \u001b[1;36m45\u001b[0m, \u001b[1;36m47\u001b[0m, \u001b[1;36m364200\u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[32m'turns'\u001b[0m: \u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'input_messages'\u001b[0m: \u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m: \u001b[32m\"Your task is to Write a descriptive and imaginative piece that brings the product to life, highlighting its unique features and benefits in a way that is both informative and compelling. This approach would serve the aspect of captivating the reader's attention and leaving a lasting impression..\"\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'user'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'context'\u001b[0m: \u001b[3;35mNone\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m}\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m]\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'output_message'\u001b[0m: \u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m: \u001b[32m\"Response: \\n\\nImagine stepping into a world where technology seamlessly blends with art, where innovation knows no bounds, and where the ordinary becomes extraordinary. Welcome to the realm of Lumina, a revolutionary smartwatch that redefines the boundaries of timekeeping and personal style. This masterpiece is not just a device; it's an experience that wraps around your wrist, a constant companion that adapts to your every move, desire, and dream.\\n\\nAs you slip on Lumina, the soft, sleek strap molds to your skin, comfortable against your pulse. The face, a vibrant canvas of light and color, comes alive with every glance. It's not just a screen; it's a window to a universe of possibilities. With a mere touch, the interface unfolds, revealing a tapestry of features designed to elevate your daily life. From tracking the intricacies of your health and fitness journey to keeping you connected with loved ones, Lumina is your personal gateway to a world of wellness and communication.\\n\\nOne of the standout features of Lumina is its advanced health monitoring system. It's equipped with cutting-edge technology that not only tracks your heart rate and sleep patterns but also provides insightful analysis to help you understand your body better. Imagine being able to optimize your workout sessions based on real-time feedback, or receiving alerts that remind you to stay hydrated throughout the day. Lumina doesn't just monitor your health; it empowers you to take control of it.\\n\\nBut Lumina is more than just a health companion; it's also a style statement. Its design is a symphony of elegance and modernity, with interchangeable straps that allow you to match your watch to your mood, outfit, or occasion. Whether you're heading to a boardroom meeting or a casual evening out with friends, Lumina adapts, ensuring you always make a statement. It's the perfect blend of form and function, where every detail has been meticulously crafted to provide a seamless user experience.\\n\\nWhat truly sets Lumina apart, however, is its integration with your digital life. With seamless connectivity to your smartphone, you can receive notifications, control your music playlists, and even make hands-free calls. The voice assistant feature allows you to command your day with ease, from setting reminders to sending messages, all without needing to reach for your phone. It's the epitome of convenience, streamlining your interactions and letting you live more in the moment.\\n\\nAs the sun dips and the stars begin to twinkle, Lumina transforms once more. Its face glows softly in the dark, a beacon of innovation\"\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'assistant'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'stop_reason'\u001b[0m: \u001b[32m'end_of_turn'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'tool_calls'\u001b[0m: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'session_id'\u001b[0m: \u001b[32m'a4caaaa3-4074-48cc-884e-70e1ea08988e'\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'started_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m12\u001b[0m, \u001b[1;36m45\u001b[0m, \u001b[1;36m47\u001b[0m, \u001b[1;36m372175\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.timezone\u001b[0m\u001b[1m(\u001b[0m\u001b[1;35mdatetime.timedelta\u001b[0m\u001b[1m(\u001b[0m\u001b[33mdays\u001b[0m=\u001b[1;36m-1\u001b[0m, \u001b[33mseconds\u001b[0m=\u001b[1;36m57600\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'steps'\u001b[0m: \u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'model_response'\u001b[0m: \u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[32m'content'\u001b[0m: \u001b[32m\"Response: \\n\\nImagine stepping into a world where technology seamlessly blends with art, where innovation knows no bounds, and where the ordinary becomes extraordinary. Welcome to the realm of Lumina, a revolutionary smartwatch that redefines the boundaries of timekeeping and personal style. This masterpiece is not just a device; it's an experience that wraps around your wrist, a constant companion that adapts to your every move, desire, and dream.\\n\\nAs you slip on Lumina, the soft, sleek strap molds to your skin, comfortable against your pulse. The face, a vibrant canvas of light and color, comes alive with every glance. It's not just a screen; it's a window to a universe of possibilities. With a mere touch, the interface unfolds, revealing a tapestry of features designed to elevate your daily life. From tracking the intricacies of your health and fitness journey to keeping you connected with loved ones, Lumina is your personal gateway to a world of wellness and communication.\\n\\nOne of the standout features of Lumina is its advanced health monitoring system. It's equipped with cutting-edge technology that not only tracks your heart rate and sleep patterns but also provides insightful analysis to help you understand your body better. Imagine being able to optimize your workout sessions based on real-time feedback, or receiving alerts that remind you to stay hydrated throughout the day. Lumina doesn't just monitor your health; it empowers you to take control of it.\\n\\nBut Lumina is more than just a health companion; it's also a style statement. Its design is a symphony of elegance and modernity, with interchangeable straps that allow you to match your watch to your mood, outfit, or occasion. Whether you're heading to a boardroom meeting or a casual evening out with friends, Lumina adapts, ensuring you always make a statement. It's the perfect blend of form and function, where every detail has been meticulously crafted to provide a seamless user experience.\\n\\nWhat truly sets Lumina apart, however, is its integration with your digital life. With seamless connectivity to your smartphone, you can receive notifications, control your music playlists, and even make hands-free calls. The voice assistant feature allows you to command your day with ease, from setting reminders to sending messages, all without needing to reach for your phone. It's the epitome of convenience, streamlining your interactions and letting you live more in the moment.\\n\\nAs the sun dips and the stars begin to twinkle, Lumina transforms once more. Its face glows softly in the dark, a beacon of innovation\"\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'assistant'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[32m'stop_reason'\u001b[0m: \u001b[32m'end_of_turn'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[32m'tool_calls'\u001b[0m: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'step_id'\u001b[0m: \u001b[32m'd459749c-f883-4d96-acb3-723164ed92b1'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'step_type'\u001b[0m: \u001b[32m'inference'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'turn_id'\u001b[0m: \u001b[32m'47645e95-f606-4bec-ad1e-cc471c78dcd2'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'completed_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m12\u001b[0m, \u001b[1;36m45\u001b[0m, \u001b[1;36m56\u001b[0m, \u001b[1;36m306242\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mTzInfo\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m-08\u001b[0m:\u001b[1;36m00\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[32m'started_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m12\u001b[0m, \u001b[1;36m45\u001b[0m, \u001b[1;36m47\u001b[0m, \u001b[1;36m383443\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mTzInfo\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m-08\u001b[0m:\u001b[1;36m00\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m}\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m]\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'turn_id'\u001b[0m: \u001b[32m'47645e95-f606-4bec-ad1e-cc471c78dcd2'\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'completed_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[1;36m12\u001b[0m, \u001b[1;36m45\u001b[0m, \u001b[1;36m56\u001b[0m, \u001b[1;36m319286\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mTzInfo\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m-08\u001b[0m:\u001b[1;36m00\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'output_attachments'\u001b[0m: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m\n", + "\u001b[2;32m│ \u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[1m}\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "orchestrator_session = client.agents.session.retrieve(session_id=orchestrator_agent.session_id, agent_id=orchestrator_agent.agent_id)\n", + "pprint(orchestrator_session.to_dict())\n", + "\n", + "for worker_type, worker in workers.items():\n", + " worker_session = client.agents.session.retrieve(session_id=worker.session_id, agent_id=worker.agent_id)\n", + " print(f\"Worker {worker_type} Session:\")\n", + " pprint(worker_session.to_dict())" + ] + }, { "cell_type": "code", "execution_count": null,