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docs/notebooks/Llama_Stack_Agent_Workflows.ipynb
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@ -10,13 +10,15 @@
"\n", "\n",
"This notebook contains Llama Stack implementations of common and popular agent workflows discussed in Anthropic's blog post [Building Effective Agent Workflows](https://www.anthropic.com/research/building-effective-agents). \n", "This notebook contains Llama Stack implementations of common and popular agent workflows discussed in Anthropic's blog post [Building Effective Agent Workflows](https://www.anthropic.com/research/building-effective-agents). \n",
"\n", "\n",
"1. Basic Workflows\n", "**1. Basic Workflows**\n",
" 1.1 Prompt Chaining\n", "- 1.1 Prompt Chaining\n",
" 1.2 Routing\n", "- 1.2 Routing\n",
" 1.3 Parallelization\n", "- 1.3 Parallelization\n",
"2. Advanced Workflows\n", "\n",
" 2.1 Evaluator-Optimizer\n", "**2. Advanced Workflows**\n",
" 2.2 Orchestrator-Workers\n", "- 2.1 Evaluator-Optimizer\n",
"- 2.2 Orchestrator-Workers\n",
"\n",
"\n", "\n",
"For each workflow type, we present minimal implementations using Llama Stack using task examples from [anthropic-cookbook](https://github.com/anthropics/anthropic-cookbook/tree/main/patterns/agents), and showcase how to monitor the internals within each workflow execution. " "For each workflow type, we present minimal implementations using Llama Stack using task examples from [anthropic-cookbook](https://github.com/anthropics/anthropic-cookbook/tree/main/patterns/agents), and showcase how to monitor the internals within each workflow execution. "
] ]
@ -30,24 +32,55 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 98, "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# NBVAL_SKIP\n",
"!pip install -U llama-stack\n",
"!UV_SYSTEM_PYTHON=1 llama stack build --template fireworks --image-type venv"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
"from llama_stack_client import LlamaStackClient\n", "from llama_stack_client import LlamaStackClient\n",
"from llama_stack.distribution.library_client import LlamaStackAsLibraryClient\n",
"from llama_stack_client.types.agent_create_params import AgentConfig\n", "from llama_stack_client.types.agent_create_params import AgentConfig\n",
"from llama_stack_client.lib.agents.react.agent import ReActAgent\n",
"from llama_stack_client.lib.agents.agent import Agent\n", "from llama_stack_client.lib.agents.agent import Agent\n",
"from rich.pretty import pprint\n", "from rich.pretty import pprint\n",
"import json\n", "import json\n",
"import uuid\n", "import uuid\n",
"from pydantic import BaseModel\n", "from pydantic import BaseModel\n",
"import rich\n", "import rich\n",
"import os\n",
"\n",
"try:\n",
" from google.colab import userdata\n",
" os.environ['FIREWORKS_API_KEY'] = userdata.get('FIREWORKS_API_KEY')\n",
"except ImportError:\n",
" print(\"Not in Google Colab environment\")\n",
"\n",
"for key in ['FIREWORKS_API_KEY']:\n",
" try:\n",
" api_key = os.environ[key]\n",
" if not api_key:\n",
" raise ValueError(f\"{key} environment variable is empty\")\n",
" except KeyError:\n",
" api_key = input(f\"{key} environment variable is not set. Please enter your API key: \")\n",
" os.environ[key] = api_key\n",
"\n",
"client = LlamaStackAsLibraryClient(\"fireworks\", provider_data = {\"fireworks_api_key\": os.environ['FIREWORKS_API_KEY']})\n",
"_ = client.initialize()\n",
"\n",
"# Uncomment to run on a hosted Llama Stack server\n",
"# client = LlamaStackClient(base_url=\"http://localhost:8321\")\n",
"\n", "\n",
"MODEL_ID = \"meta-llama/Llama-3.3-70B-Instruct\"\n", "MODEL_ID = \"meta-llama/Llama-3.3-70B-Instruct\"\n",
"\n", "\n",
"client = LlamaStackClient(base_url=\"http://localhost:8321\")\n",
"\n",
"base_agent_config = AgentConfig(\n", "base_agent_config = AgentConfig(\n",
" model=MODEL_ID,\n", " model=MODEL_ID,\n",
" instructions=\"You are a helpful assistant.\",\n", " instructions=\"You are a helpful assistant.\",\n",
@ -69,11 +102,7 @@
"cell_type": "markdown", "cell_type": "markdown",
"metadata": {}, "metadata": {},
"source": [ "source": [
"## 1. Basic Workflows\n", "## 1. Basic Workflows"
"\n",
"2. **Routing**: Dynamically selects specialized LLM paths based on input characteristics. \n",
"\n",
"3. **Parallelization**: Distributes independent subtasks acorss multiple LLMs for concurrent processing. "
] ]
}, },
{ {
@ -92,7 +121,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 99, "execution_count": 109,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -116,12 +145,11 @@
"45%: revenue growth\n", "45%: revenue growth\n",
"23%: market share\n", "23%: market share\n",
"5%: customer churn\n", "5%: customer churn\n",
"8%: previous customer churn\n",
"78%: product adoption rate\n",
"87%: employee satisfaction\n", "87%: employee satisfaction\n",
"78%: product adoption rate\n",
"34%: operating margin\n", "34%: operating margin\n",
"43: new user acquisition cost \n", "8%: previous customer churn\n",
"(Note: new user acquisition cost is in dollars, not a percentage or points, so it remains as is, but in decimal format it would be 43.00, however the original was not in decimal, it was in whole dollar amount)\n", "0.043: new user acquisition cost (as a decimal, assuming $43 is a dollar value and not a percentage)\n",
"\n", "\n",
"\n", "\n",
"========= Turn: 2 =========\n", "========= Turn: 2 =========\n",
@ -129,11 +157,11 @@
"87%: employee satisfaction\n", "87%: employee satisfaction\n",
"78%: product adoption rate\n", "78%: product adoption rate\n",
"45%: revenue growth\n", "45%: revenue growth\n",
"43: new user acquisition cost\n",
"34%: operating margin\n", "34%: operating margin\n",
"23%: market share\n", "23%: market share\n",
"8%: previous customer churn\n", "8%: previous customer churn\n",
"5%: customer churn\n", "5%: customer churn\n",
"0.043: new user acquisition cost\n",
"\n", "\n",
"\n", "\n",
"========= Turn: 3 =========\n", "========= Turn: 3 =========\n",
@ -147,9 +175,7 @@
"| Market Share | 23% |\n", "| Market Share | 23% |\n",
"| Previous Customer Churn | 8% |\n", "| Previous Customer Churn | 8% |\n",
"| Customer Churn | 5% |\n", "| Customer Churn | 5% |\n",
"| New User Acquisition Cost | $43 | \n", "| New User Acquisition Cost | 0.043 |\n",
"\n",
"Note: I kept the New User Acquisition Cost as $43, since it's not a percentage value. If you'd like, I can format it as a decimal (43.00) instead. Let me know!\n",
"\n", "\n",
"\n" "\n"
] ]
@ -924,8 +950,8 @@
"##### 1.2.2 Monitor Routing Internals\n", "##### 1.2.2 Monitor Routing Internals\n",
"\n", "\n",
"We can query the internal details about what happened within each agent (routing agent and specialized agents) by using the session id. \n", "We can query the internal details about what happened within each agent (routing agent and specialized agents) by using the session id. \n",
"- The routing agent processed all user's request\n", "- **Routing agent** processed all user's request\n",
"- Specialized agent gets user's request based on the routing agent's decision, we can see that `billing` agent never get any user's request. " "- **Specialized agent** gets user's request based on the routing agent's decision, we can see that `billing` agent never get any user's request. "
] ]
}, },
{ {
@ -1603,7 +1629,7 @@
"generator_session_id = generator_agent.create_session(session_name=f\"generator_agent_{uuid.uuid4()}\")\n", "generator_session_id = generator_agent.create_session(session_name=f\"generator_agent_{uuid.uuid4()}\")\n",
"evaluator_session_id = evaluator_agent.create_session(session_name=f\"evaluator_agent_{uuid.uuid4()}\")\n", "evaluator_session_id = evaluator_agent.create_session(session_name=f\"evaluator_agent_{uuid.uuid4()}\")\n",
"\n", "\n",
"def generate_and_evaluate_loop(user_input):\n", "def generator_evaluator_workflow(user_input):\n",
" # Step 1: Generate a response\n", " # Step 1: Generate a response\n",
" generator_response = generator_agent.create_turn(\n", " generator_response = generator_agent.create_turn(\n",
" messages=[\n", " messages=[\n",
@ -1644,7 +1670,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 56, "execution_count": null,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -1683,19 +1709,21 @@
"All operations should be O(1).\n", "All operations should be O(1).\n",
"\"\"\"\n", "\"\"\"\n",
"\n", "\n",
"print(generate_and_evaluate_loop(coding_task)[\"response\"])" "print(generator_evaluator_workflow(coding_task)[\"response\"])"
] ]
}, },
{ {
"cell_type": "markdown", "cell_type": "markdown",
"metadata": {}, "metadata": {},
"source": [ "source": [
"#### 2.1. Monitor Generator-Evaluator Internals" "#### 2.1. Monitor Generator-Evaluator Internals\n",
"\n",
"In addition to final output from workflow, we can also look at how the generator and evaluator agents processed the user's request. Note that the `evaluator_agent` PASSED after 1 iteration. "
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 57, "execution_count": 102,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -1905,12 +1933,18 @@
"\n", "\n",
"In the orchestrator-workers workflow, a central LLM dynamically breaks down tasks, delegates them to worker LLMs, and synthesizes their results.\n", "In the orchestrator-workers workflow, a central LLM dynamically breaks down tasks, delegates them to worker LLMs, and synthesizes their results.\n",
"\n", "\n",
"![](https://www.anthropic.com/_next/image?url=https%3A%2F%2Fwww-cdn.anthropic.com%2Fimages%2F4zrzovbb%2Fwebsite%2F8985fc683fae4780fb34eab1365ab78c7e51bc8e-2401x1000.png&w=3840&q=75)" "![](https://www.anthropic.com/_next/image?url=https%3A%2F%2Fwww-cdn.anthropic.com%2Fimages%2F4zrzovbb%2Fwebsite%2F8985fc683fae4780fb34eab1365ab78c7e51bc8e-2401x1000.png&w=3840&q=75)\n",
"\n",
"**Example: Content Generation**\n",
"\n",
"We'll showcase how to use the orchestrator-workers workflow to generate a content. \n",
"- **Orchestrator agent** analyzes the user's request and breaks it down into 2-3 distinct approaches\n",
"- **Worker agents** are spawn up by the orchestrator agent to generate content based on each approach"
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 64, "execution_count": 103,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -1946,7 +1980,7 @@
"\n", "\n",
"worker_agent_config = AgentConfig({\n", "worker_agent_config = AgentConfig({\n",
" **base_agent_config,\n", " **base_agent_config,\n",
" \"instructions\": \"\"\"You will be given a <Task>, <Style>, and <Guidelines>. Generate content based on the provided\n", " \"instructions\": \"\"\"You will be given a task guideline. Generate content based on the provided\n",
" task, following the style and guideline descriptions. \n", " task, following the style and guideline descriptions. \n",
"\n", "\n",
" Return your response in this format:\n", " Return your response in this format:\n",
@ -1958,7 +1992,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 89, "execution_count": 104,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@ -1997,7 +2031,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 90, "execution_count": 105,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
@ -2017,19 +2051,19 @@
"data": { "data": {
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"color: #008000; text-decoration-color: #008000\">'analysis'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"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.\"</span>,\n", "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"color: #008000; text-decoration-color: #008000\">'analysis'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"To create an effective product description for the new eco-friendly water bottle, it's essential to consider the target audience of environmentally conscious millennials. This demographic values sustainability and is likely to be drawn to products that not only reduce waste but also offer long-term durability. The key features of the water bottle, including its plastic-free construction, insulated design, and lifetime warranty, should be highlighted in a way that resonates with this audience. Different approaches can serve various aspects of the task, such as emphasizing the technical specifications for a formal tone or focusing on the environmental benefits and user experience for a more conversational tone.\"</span>,\n",
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"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'type'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'conversational'</span>,\n", "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'type'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'conversational'</span>,\n",
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'description'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'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.'</span>\n", "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ │ │ </span><span style=\"color: #008000; text-decoration-color: #008000\">'description'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"Craft an engaging product description that speaks directly to environmentally conscious millennials, highlighting how the water bottle's eco-friendly design, insulated performance, and lifetime warranty align with their values and lifestyle.\"</span>\n",
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@ -2037,19 +2071,19 @@
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"\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[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'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[32m'description'\u001b[0m: \u001b[32m\"Craft an engaging product description that speaks directly to environmentally conscious millennials, highlighting how the water bottle's eco-friendly design, insulated performance, and lifetime warranty align with their values and lifestyle.\"\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[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'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[32m'description'\u001b[0m: \u001b[32m'Develop a compelling narrative around the eco-friendly water bottle, incorporating storytelling elements that illustrate the positive impact of choosing a plastic-free, insulated, and durable product on both personal health and the environment.'\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[1m]\u001b[0m\n", "\u001b[2;32m│ \u001b[0m\u001b[1m]\u001b[0m\n",
"\u001b[1m}\u001b[0m\n" "\u001b[1m}\u001b[0m\n"
@ -2076,65 +2110,97 @@
"text/html": [ "text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Response: \n", "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Response: \n",
"\n", "\n",
"The product in question is a cutting-edge, eco-friendly solution designed to provide superior performance while \n", "**Introduction to the EcoPro Water Bottle**\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", "\n",
"One of the standout aspects of this product is its exceptional insulation capabilities. Engineered with advanced \n", "The EcoPro Water Bottle is a revolutionary, eco-friendly hydration solution designed for the environmentally \n",
"technology, it effectively retains heat in colder conditions and keeps warmth at bay in hotter environments, \n", "conscious consumer. This premium water bottle is crafted from high-quality, plastic-free materials that not only \n",
"thereby optimizing energy efficiency and comfort. This feature is particularly beneficial for applications where \n", "reduce waste but also provide superior insulation and durability. With its innovative design and commitment to \n",
"temperature control is crucial, making it an ideal choice for a wide range of uses.\n", "sustainability, the EcoPro Water Bottle is the perfect accessory for outdoor enthusiasts, commuters, and anyone \n",
"seeking a reliable and guilt-free drinking experience.\n",
"\n", "\n",
"Furthermore, the product comes with a comprehensive lifetime warranty, reflecting the manufacturer's confidence in \n", "**Plastic-Free Materials**\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", "\n",
"In terms of specifications, the product boasts a robust design that is both lightweight and easy to use, making it \n", "The EcoPro Water Bottle is made from a unique blend of <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">18</span>/<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8</span> stainless steel and natural, non-toxic materials. The \n",
"versatile and adaptable to various settings. Its plastic-free construction not only supports eco-friendly \n", "bottle's body is constructed from a single piece of stainless steel, ensuring a seamless and leak-proof design. The\n",
"initiatives but also contributes to a healthier indoor air quality by eliminating the potential for plastic \n", "lid and cap are crafted from a plant-based, bioplastic material derived from renewable resources such as corn \n",
"off-gassing.\n", "starch and sugarcane. This eco-friendly material is not only compostable but also resistant to extreme temperatures\n",
"and UV light.\n",
"\n", "\n",
"The insulation properties are further enhanced by a unique design that minimizes thermal bridging, ensuring \n", "**Insulation Properties**\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", "\n",
"Overall, the product represents a significant advancement in eco-friendly technology, combining a plastic-free \n", "The EcoPro Water Bottle features advanced insulation technology that keeps drinks hot or cold for hours. The \n",
"construction, superior insulation capabilities, and a lifetime warranty to offer a solution that is as \n", "bottle's double-walled design, combined with a proprietary insulation material, provides exceptional thermal \n",
"environmentally responsible as it is effective. It is an exemplary model of innovative design and manufacturing \n", "performance. This means that your beverage will remain at the optimal temperature, whether you're sipping hot \n",
"excellence, catering to the evolving needs of consumers who prioritize both performance and sustainability.\n", "coffee on a chilly morning or enjoying a refreshing cold drink on a sweltering summer day. The insulation \n",
"properties of the EcoPro Water Bottle are as follows:\n",
"\n",
"* Keeps drinks hot for up to <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">12</span> hours\n",
"* Keeps drinks cold for up to <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">24</span> hours\n",
"* Resistant to condensation and sweating\n",
"\n",
"**Lifetime Warranty**\n",
"\n",
"At EcoPro, we stand behind the quality and durability of our water bottles. That's why we offer a lifetime warranty\n",
"on all our products. If your EcoPro Water Bottle ever leaks, cracks, or fails to perform as expected, we will \n",
"replace it free of charge. This warranty is a testament to our commitment to producing high-quality, sustainable \n",
"products that will last a lifetime.\n",
"\n",
"**Additional Features**\n",
"\n",
"The EcoPro Water Bottle boasts a range of innovative features that make it a joy to use. These include:\n",
"\n",
"* **Wide Mouth**: The bottle's wide mouth makes it easy to clean and fill with ice or your favorite beverage.\n",
"* **Spout Lid**: The spout lid allows for easy sipping and is designed to prevent spills and leaks.\n",
"* **Carry Loop**: The carry loop provides a secure and comfortable way to transport your bottle on-the-go.\n",
"* **Measurement Markings**: The bottle features measurement markings, making it easy to track\n",
"</pre>\n" "</pre>\n"
], ],
"text/plain": [ "text/plain": [
"Response: \n", "Response: \n",
"\n", "\n",
"The product in question is a cutting-edge, eco-friendly solution designed to provide superior performance while \n", "**Introduction to the EcoPro Water Bottle**\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", "\n",
"One of the standout aspects of this product is its exceptional insulation capabilities. Engineered with advanced \n", "The EcoPro Water Bottle is a revolutionary, eco-friendly hydration solution designed for the environmentally \n",
"technology, it effectively retains heat in colder conditions and keeps warmth at bay in hotter environments, \n", "conscious consumer. This premium water bottle is crafted from high-quality, plastic-free materials that not only \n",
"thereby optimizing energy efficiency and comfort. This feature is particularly beneficial for applications where \n", "reduce waste but also provide superior insulation and durability. With its innovative design and commitment to \n",
"temperature control is crucial, making it an ideal choice for a wide range of uses.\n", "sustainability, the EcoPro Water Bottle is the perfect accessory for outdoor enthusiasts, commuters, and anyone \n",
"seeking a reliable and guilt-free drinking experience.\n",
"\n", "\n",
"Furthermore, the product comes with a comprehensive lifetime warranty, reflecting the manufacturer's confidence in \n", "**Plastic-Free Materials**\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", "\n",
"In terms of specifications, the product boasts a robust design that is both lightweight and easy to use, making it \n", "The EcoPro Water Bottle is made from a unique blend of \u001b[1;36m18\u001b[0m/\u001b[1;36m8\u001b[0m stainless steel and natural, non-toxic materials. The \n",
"versatile and adaptable to various settings. Its plastic-free construction not only supports eco-friendly \n", "bottle's body is constructed from a single piece of stainless steel, ensuring a seamless and leak-proof design. The\n",
"initiatives but also contributes to a healthier indoor air quality by eliminating the potential for plastic \n", "lid and cap are crafted from a plant-based, bioplastic material derived from renewable resources such as corn \n",
"off-gassing.\n", "starch and sugarcane. This eco-friendly material is not only compostable but also resistant to extreme temperatures\n",
"and UV light.\n",
"\n", "\n",
"The insulation properties are further enhanced by a unique design that minimizes thermal bridging, ensuring \n", "**Insulation Properties**\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", "\n",
"Overall, the product represents a significant advancement in eco-friendly technology, combining a plastic-free \n", "The EcoPro Water Bottle features advanced insulation technology that keeps drinks hot or cold for hours. The \n",
"construction, superior insulation capabilities, and a lifetime warranty to offer a solution that is as \n", "bottle's double-walled design, combined with a proprietary insulation material, provides exceptional thermal \n",
"environmentally responsible as it is effective. It is an exemplary model of innovative design and manufacturing \n", "performance. This means that your beverage will remain at the optimal temperature, whether you're sipping hot \n",
"excellence, catering to the evolving needs of consumers who prioritize both performance and sustainability.\n" "coffee on a chilly morning or enjoying a refreshing cold drink on a sweltering summer day. The insulation \n",
"properties of the EcoPro Water Bottle are as follows:\n",
"\n",
"* Keeps drinks hot for up to \u001b[1;36m12\u001b[0m hours\n",
"* Keeps drinks cold for up to \u001b[1;36m24\u001b[0m hours\n",
"* Resistant to condensation and sweating\n",
"\n",
"**Lifetime Warranty**\n",
"\n",
"At EcoPro, we stand behind the quality and durability of our water bottles. That's why we offer a lifetime warranty\n",
"on all our products. If your EcoPro Water Bottle ever leaks, cracks, or fails to perform as expected, we will \n",
"replace it free of charge. This warranty is a testament to our commitment to producing high-quality, sustainable \n",
"products that will last a lifetime.\n",
"\n",
"**Additional Features**\n",
"\n",
"The EcoPro Water Bottle boasts a range of innovative features that make it a joy to use. These include:\n",
"\n",
"* **Wide Mouth**: The bottle's wide mouth makes it easy to clean and fill with ice or your favorite beverage.\n",
"* **Spout Lid**: The spout lid allows for easy sipping and is designed to prevent spills and leaks.\n",
"* **Carry Loop**: The carry loop provides a secure and comfortable way to transport your bottle on-the-go.\n",
"* **Measurement Markings**: The bottle features measurement markings, making it easy to track\n"
] ]
}, },
"metadata": {}, "metadata": {},
@ -2158,65 +2224,91 @@
"text/html": [ "text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Response:\n", "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Response:\n",
"\n", "\n",
"Imagine a world where every small choice you make can contribute to a bigger, more beautiful picture - a world \n", "**Introducing the Ultimate Eco-Friendly Companion for the Conscious Adventurer**\n",
"where the air is fresh, the oceans are clean, and the future is bright. At <span style=\"font-weight: bold\">[</span>Brand Name<span style=\"font-weight: bold\">]</span>, 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", "\n",
"Our product is more than just a solution to your everyday needs; it's a statement of your commitment to the \n", "Are you tired of contributing to the staggering <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8</span> million tons of plastic waste that enter our oceans every year? \n",
"well-being of our planet. Made from sustainable materials and designed with recyclability in mind, every aspect of \n", "Do you believe that staying hydrated on-the-go shouldn't come at the cost of the planet? Look no further! Our \n",
"our product reflects our shared desire to reduce waste and live in harmony with nature. Whether you're a long-time \n", "eco-friendly water bottle is designed specifically with you, the environmentally conscious millennial, in mind.\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", "\n",
"What sets us apart is not just our product's eco-friendly features, but the community of like-minded individuals \n", "**Designed with the Planet in Mind**\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", "\n",
"At <span style=\"font-weight: bold\">[</span>Brand Name<span style=\"font-weight: bold\">]</span>, we're dedicated to more than just selling a product; we're committed to fostering a relationship \n", "Our water bottle is crafted from high-quality, BPA-free materials that are not only durable but also fully \n",
"with you, our customer, and with the Earth. We believe in transparency, in honesty, and in the open sharing of our \n", "recyclable. The sleek and modern design is inspired by nature, with a minimalist aesthetic that reflects your \n",
"processes and materials. We want you to feel confident and proud of the choices you make, knowing that you're \n", "values of simplicity and sustainability. By choosing our water bottle, you're reducing your reliance on single-use \n",
"supporting a brand that genuinely cares about the same things you do.\n", "plastics and helping to minimize the staggering amount of waste that ends up in our landfills and oceans.\n",
"\n", "\n",
"So, join us on this journey towards a greener, brighter future. Together, let's embrace the power of sustainable \n", "**Performance that Keeps Up with Your Active Lifestyle**\n",
"living, celebrate the beauty of our planet, and create a world that is healthier, happier, and more vibrant for all\n", "\n",
"of us. With every purchase, every share, and every conversation, we're one step closer to making our vision a \n", "But our water bottle is more than just a pretty face. Its insulated design keeps your drinks hot or cold for hours,\n",
"reality. Thank you for being part of our community, and for believing, as we do, that together, we can make a \n", "whether you're hiking through the mountains, exploring the city, or simply need a refreshing pick-me-up at your \n",
"difference.\n", "desk. The double-walled insulation ensures that your hands stay cool and dry, even when filled with scorching hot \n",
"coffee or icy cold water.\n",
"\n",
"**A Lifetime of Hydration, Guaranteed**\n",
"\n",
"We're so confident in the quality and durability of our water bottle that we're backing it with a lifetime \n",
"warranty. That's right - if your bottle ever breaks or malfunctions, we'll replace it free of charge. This means \n",
"you can enjoy years of hassle-free hydration, without worrying about the environmental or financial costs of \n",
"constantly replacing disposable water bottles.\n",
"\n",
"**Join a Community of Like-Minded Individuals**\n",
"\n",
"By choosing our eco-friendly water bottle, you're not just making a statement - you're joining a movement. You're \n",
"part of a community that values sustainability, simplicity, and the great outdoors. You're a conscious consumer who\n",
"demands more from the products you use and the companies you support. And we're proud to be a part of that journey \n",
"with you.\n",
"\n",
"**Upgrade to a Better Way of Hydrating**\n",
"\n",
"So why wait? Ditch the disposable water bottles and upgrade to a hydration companion that aligns with your values \n",
"and lifestyle. Our eco-friendly water bottle is the perfect accessory for any conscious adventurer, whether you're \n",
"a busy professional, an outdoor enthusiast, or simply someone who cares about the planet. Join the movement and \n",
"experience the freedom of hydration that's as sustainable as it is stylish.\n",
"</pre>\n" "</pre>\n"
], ],
"text/plain": [ "text/plain": [
"Response:\n", "Response:\n",
"\n", "\n",
"Imagine a world where every small choice you make can contribute to a bigger, more beautiful picture - a world \n", "**Introducing the Ultimate Eco-Friendly Companion for the Conscious Adventurer**\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", "\n",
"Our product is more than just a solution to your everyday needs; it's a statement of your commitment to the \n", "Are you tired of contributing to the staggering \u001b[1;36m8\u001b[0m million tons of plastic waste that enter our oceans every year? \n",
"well-being of our planet. Made from sustainable materials and designed with recyclability in mind, every aspect of \n", "Do you believe that staying hydrated on-the-go shouldn't come at the cost of the planet? Look no further! Our \n",
"our product reflects our shared desire to reduce waste and live in harmony with nature. Whether you're a long-time \n", "eco-friendly water bottle is designed specifically with you, the environmentally conscious millennial, in mind.\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", "\n",
"What sets us apart is not just our product's eco-friendly features, but the community of like-minded individuals \n", "**Designed with the Planet in Mind**\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", "\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", "Our water bottle is crafted from high-quality, BPA-free materials that are not only durable but also fully \n",
"with you, our customer, and with the Earth. We believe in transparency, in honesty, and in the open sharing of our \n", "recyclable. The sleek and modern design is inspired by nature, with a minimalist aesthetic that reflects your \n",
"processes and materials. We want you to feel confident and proud of the choices you make, knowing that you're \n", "values of simplicity and sustainability. By choosing our water bottle, you're reducing your reliance on single-use \n",
"supporting a brand that genuinely cares about the same things you do.\n", "plastics and helping to minimize the staggering amount of waste that ends up in our landfills and oceans.\n",
"\n", "\n",
"So, join us on this journey towards a greener, brighter future. Together, let's embrace the power of sustainable \n", "**Performance that Keeps Up with Your Active Lifestyle**\n",
"living, celebrate the beauty of our planet, and create a world that is healthier, happier, and more vibrant for all\n", "\n",
"of us. With every purchase, every share, and every conversation, we're one step closer to making our vision a \n", "But our water bottle is more than just a pretty face. Its insulated design keeps your drinks hot or cold for hours,\n",
"reality. Thank you for being part of our community, and for believing, as we do, that together, we can make a \n", "whether you're hiking through the mountains, exploring the city, or simply need a refreshing pick-me-up at your \n",
"difference.\n" "desk. The double-walled insulation ensures that your hands stay cool and dry, even when filled with scorching hot \n",
"coffee or icy cold water.\n",
"\n",
"**A Lifetime of Hydration, Guaranteed**\n",
"\n",
"We're so confident in the quality and durability of our water bottle that we're backing it with a lifetime \n",
"warranty. That's right - if your bottle ever breaks or malfunctions, we'll replace it free of charge. This means \n",
"you can enjoy years of hassle-free hydration, without worrying about the environmental or financial costs of \n",
"constantly replacing disposable water bottles.\n",
"\n",
"**Join a Community of Like-Minded Individuals**\n",
"\n",
"By choosing our eco-friendly water bottle, you're not just making a statement - you're joining a movement. You're \n",
"part of a community that values sustainability, simplicity, and the great outdoors. You're a conscious consumer who\n",
"demands more from the products you use and the companies you support. And we're proud to be a part of that journey \n",
"with you.\n",
"\n",
"**Upgrade to a Better Way of Hydrating**\n",
"\n",
"So why wait? Ditch the disposable water bottles and upgrade to a hydration companion that aligns with your values \n",
"and lifestyle. Our eco-friendly water bottle is the perfect accessory for any conscious adventurer, whether you're \n",
"a busy professional, an outdoor enthusiast, or simply someone who cares about the planet. Join the movement and \n",
"experience the freedom of hydration that's as sustainable as it is stylish.\n"
] ]
}, },
"metadata": {}, "metadata": {},
@ -2238,75 +2330,71 @@
{ {
"data": { "data": {
"text/html": [ "text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Response: \n", "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Response:\n",
"\n", "\n",
"Imagine stepping into a world where technology seamlessly blends with art, where innovation knows no bounds, and \n", "In a world where single-use plastics have become an epidemic, threatening the very foundations of our ecosystems, a\n",
"where the ordinary becomes extraordinary. Welcome to the realm of Lumina, a revolutionary smartwatch that redefines\n", "hero emerges in the form of an eco-friendly water bottle. This isn't just any water bottle; it's a symbol of a \n",
"the boundaries of timekeeping and personal style. This masterpiece is not just a device; it's an experience that \n", "movement, a beacon of hope for a healthier planet and a healthier you. Let's dive into the story of how this \n",
"wraps around your wrist, a constant companion that adapts to your every move, desire, and dream.\n", "simple, yet powerful, product can change your life and the lives of those around you.\n",
"\n", "\n",
"As you slip on Lumina, the soft, sleek strap molds to your skin, comfortable against your pulse. The face, a \n", "Meet Emma, a young professional who, like many of us, was accustomed to grabbing a plastic water bottle on the go. \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", "Every day, she'd use one, sometimes two, without giving it a second thought. But Emma began to notice the toll this\n",
"universe of possibilities. With a mere touch, the interface unfolds, revealing a tapestry of features designed to \n", "habit was taking. Her body wasn't retaining heat well, and she found herself constantly buying new bottles, \n",
"elevate your daily life. From tracking the intricacies of your health and fitness journey to keeping you connected \n", "contributing to the plastic waste that was polluting her beloved local park and, ultimately, the oceans. The guilt \n",
"with loved ones, Lumina is your personal gateway to a world of wellness and communication.\n", "was creeping in, but the convenience was hard to give up.\n",
"\n", "\n",
"One of the standout features of Lumina is its advanced health monitoring system. It's equipped with cutting-edge \n", "That was until Emma discovered the eco-friendly water bottle. Made from durable, BPA-free materials and designed \n",
"technology that not only tracks your heart rate and sleep patterns but also provides insightful analysis to help \n", "with insulation that keeps drinks hot or cold for hours, this bottle quickly became her constant companion. Not \n",
"you understand your body better. Imagine being able to optimize your workout sessions based on real-time feedback, \n", "only did it reduce her reliance on single-use plastics, but it also improved her hydration habits. The insulation \n",
"or receiving alerts that remind you to stay hydrated throughout the day. Lumina doesn't just monitor your health; \n", "meant her drinks stayed at the perfect temperature, encouraging her to drink more throughout the day. Her energy \n",
"it empowers you to take control of it.\n", "levels soared, and she noticed an improvement in her overall health.\n",
"\n", "\n",
"But Lumina is more than just a health companion; it's also a style statement. Its design is a symphony of elegance \n", "But the impact didn't stop there. Emma soon realized that her choice was part of a larger movement. By opting for a\n",
"and modernity, with interchangeable straps that allow you to match your watch to your mood, outfit, or occasion. \n", "plastic-free, insulated, and durable water bottle, she was contributing to a reduction in plastic waste. It's \n",
"Whether you're heading to a boardroom meeting or a casual evening out with friends, Lumina adapts, ensuring you \n", "estimated that if we don't change our ways, there will be more plastic than fish in the ocean by <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2050</span>. Emma's small\n",
"always make a statement. It's the perfect blend of form and function, where every detail has been meticulously \n", "action, multiplied by millions of others making the same choice, could significantly alter this grim forecast.\n",
"crafted to provide a seamless user experience.\n",
"\n", "\n",
"What truly sets Lumina apart, however, is its integration with your digital life. With seamless connectivity to \n", "As word of her eco-friendly water bottle spread, Emma found herself at the forefront of a local initiative to \n",
"your smartphone, you can receive notifications, control your music playlists, and even make hands-free calls. The \n", "reduce plastic use in her community. Together with friends, family, and like-minded individuals, they organized \n",
"voice assistant feature allows you to command your day with ease, from setting reminders to sending messages, all \n", "clean-up events, spread awareness about the dangers of single-use plastics, and encouraged others to make the \n",
"without needing to reach for your phone. It's the epitome of convenience, streamlining your interactions and \n", "switch to reusable products. The community began to flourish, not just environmentally, but socially as well. \n",
"letting you live more in the moment.\n", "People from all walks of life came together, united by a common goal: to protect their home, the Earth.\n",
"\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", "The story of Emma and her eco-friendly water bottle serves as a powerful reminder that our daily choices have the\n",
"beacon of innovation\n",
"</pre>\n" "</pre>\n"
], ],
"text/plain": [ "text/plain": [
"Response: \n", "Response:\n",
"\n", "\n",
"Imagine stepping into a world where technology seamlessly blends with art, where innovation knows no bounds, and \n", "In a world where single-use plastics have become an epidemic, threatening the very foundations of our ecosystems, a\n",
"where the ordinary becomes extraordinary. Welcome to the realm of Lumina, a revolutionary smartwatch that redefines\n", "hero emerges in the form of an eco-friendly water bottle. This isn't just any water bottle; it's a symbol of a \n",
"the boundaries of timekeeping and personal style. This masterpiece is not just a device; it's an experience that \n", "movement, a beacon of hope for a healthier planet and a healthier you. Let's dive into the story of how this \n",
"wraps around your wrist, a constant companion that adapts to your every move, desire, and dream.\n", "simple, yet powerful, product can change your life and the lives of those around you.\n",
"\n", "\n",
"As you slip on Lumina, the soft, sleek strap molds to your skin, comfortable against your pulse. The face, a \n", "Meet Emma, a young professional who, like many of us, was accustomed to grabbing a plastic water bottle on the go. \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", "Every day, she'd use one, sometimes two, without giving it a second thought. But Emma began to notice the toll this\n",
"universe of possibilities. With a mere touch, the interface unfolds, revealing a tapestry of features designed to \n", "habit was taking. Her body wasn't retaining heat well, and she found herself constantly buying new bottles, \n",
"elevate your daily life. From tracking the intricacies of your health and fitness journey to keeping you connected \n", "contributing to the plastic waste that was polluting her beloved local park and, ultimately, the oceans. The guilt \n",
"with loved ones, Lumina is your personal gateway to a world of wellness and communication.\n", "was creeping in, but the convenience was hard to give up.\n",
"\n", "\n",
"One of the standout features of Lumina is its advanced health monitoring system. It's equipped with cutting-edge \n", "That was until Emma discovered the eco-friendly water bottle. Made from durable, BPA-free materials and designed \n",
"technology that not only tracks your heart rate and sleep patterns but also provides insightful analysis to help \n", "with insulation that keeps drinks hot or cold for hours, this bottle quickly became her constant companion. Not \n",
"you understand your body better. Imagine being able to optimize your workout sessions based on real-time feedback, \n", "only did it reduce her reliance on single-use plastics, but it also improved her hydration habits. The insulation \n",
"or receiving alerts that remind you to stay hydrated throughout the day. Lumina doesn't just monitor your health; \n", "meant her drinks stayed at the perfect temperature, encouraging her to drink more throughout the day. Her energy \n",
"it empowers you to take control of it.\n", "levels soared, and she noticed an improvement in her overall health.\n",
"\n", "\n",
"But Lumina is more than just a health companion; it's also a style statement. Its design is a symphony of elegance \n", "But the impact didn't stop there. Emma soon realized that her choice was part of a larger movement. By opting for a\n",
"and modernity, with interchangeable straps that allow you to match your watch to your mood, outfit, or occasion. \n", "plastic-free, insulated, and durable water bottle, she was contributing to a reduction in plastic waste. It's \n",
"Whether you're heading to a boardroom meeting or a casual evening out with friends, Lumina adapts, ensuring you \n", "estimated that if we don't change our ways, there will be more plastic than fish in the ocean by \u001b[1;36m2050\u001b[0m. Emma's small\n",
"always make a statement. It's the perfect blend of form and function, where every detail has been meticulously \n", "action, multiplied by millions of others making the same choice, could significantly alter this grim forecast.\n",
"crafted to provide a seamless user experience.\n",
"\n", "\n",
"What truly sets Lumina apart, however, is its integration with your digital life. With seamless connectivity to \n", "As word of her eco-friendly water bottle spread, Emma found herself at the forefront of a local initiative to \n",
"your smartphone, you can receive notifications, control your music playlists, and even make hands-free calls. The \n", "reduce plastic use in her community. Together with friends, family, and like-minded individuals, they organized \n",
"voice assistant feature allows you to command your day with ease, from setting reminders to sending messages, all \n", "clean-up events, spread awareness about the dangers of single-use plastics, and encouraged others to make the \n",
"without needing to reach for your phone. It's the epitome of convenience, streamlining your interactions and \n", "switch to reusable products. The community began to flourish, not just environmentally, but socially as well. \n",
"letting you live more in the moment.\n", "People from all walks of life came together, united by a common goal: to protect their home, the Earth.\n",
"\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", "The story of Emma and her eco-friendly water bottle serves as a powerful reminder that our daily choices have the\n"
"beacon of innovation\n"
] ]
}, },
"metadata": {}, "metadata": {},