{
	"model_id": "anthropic/claude-opus-4.6",
	"provider_id": "anthropic",
	"name": "Claude Opus 4.6",
	"description": "Claude Opus 4.6 is Anthropic's flagship language model built for complex, multi-step work in coding, financial analysis, and legal reasoning. It uses extended thinking to work through complex problems carefully and features a one million token context window.",
	"task": "Text Generation",
	"tags": [
		"LLM",
		"Coding",
		"Reasoning",
		"Enterprise",
		"Agentic",
		"Financial Analysis",
		"Legal"
	],
	"context_length": 1000000,
	"max_output_tokens": 128000,
	"schema_version": "1.0.0",
	"pricing": {
		"Input tokens (per 1M)": 5,
		"Output tokens (per 1M)": 25,
		"Cached input tokens (per 1M)": 0.5,
		"Cache creation tokens (per 1M)": 6.25
	},
	"examples": [
		{
			"name": "Simple Question",
			"description": "Basic message request",
			"input": {
				"max_tokens": 1024,
				"messages": [
					{
						"content": "What are the three laws of thermodynamics?",
						"role": "user"
					}
				]
			},
			"output": {
				"text": "# The Laws of Thermodynamics\n\nHere are the three main laws (along with the \"zeroth\" law often included):\n\n## Zeroth Law\nIf two systems are each in thermal equilibrium with a third system, they are in thermal equilibrium with each other. (This establishes the concept of temperature.)\n\n## First Law\nEnergy cannot be created or destroyed, only transferred or converted from one form to another. In essence, this is the **conservation of energy**. The change in a system's internal energy equals the heat added minus the work done by the system.\n\n## Second Law\nThe total **entropy** (disorder) of an isolated system can never decrease over time. Heat naturally flows from hotter to cooler objects, not the reverse. This means no process is perfectly efficient, and it establishes the \"arrow of time.\"\n\n## Third Law\nAs a system's temperature approaches **absolute zero** (0 Kelvin / \u2212273.15\u00b0C), its entropy approaches a minimum value. It is impossible to reach absolute zero in a finite number of steps.\n\n---\n\nTogether, these laws govern how energy behaves in all physical and chemical processes, from engines to stars to biological systems."
			},
			"raw_response": {
				"content": [
					{
						"text": "# The Laws of Thermodynamics\n\nHere are the three main laws (along with the \"zeroth\" law often included):\n\n## Zeroth Law\nIf two systems are each in thermal equilibrium with a third system, they are in thermal equilibrium with each other. (This establishes the concept of temperature.)\n\n## First Law\nEnergy cannot be created or destroyed, only transferred or converted from one form to another. In essence, this is the **conservation of energy**. The change in a system's internal energy equals the heat added minus the work done by the system.\n\n## Second Law\nThe total **entropy** (disorder) of an isolated system can never decrease over time. Heat naturally flows from hotter to cooler objects, not the reverse. This means no process is perfectly efficient, and it establishes the \"arrow of time.\"\n\n## Third Law\nAs a system's temperature approaches **absolute zero** (0 Kelvin / \u2212273.15\u00b0C), its entropy approaches a minimum value. It is impossible to reach absolute zero in a finite number of steps.\n\n---\n\nTogether, these laws govern how energy behaves in all physical and chemical processes, from engines to stars to biological systems.",
						"type": "text"
					}
				],
				"gatewayMetadata": {
					"keySource": "BYOK"
				},
				"id": "msg_01Ss13EYxkyh29CJXYkdhHk4",
				"model": "claude-opus-4-6",
				"role": "assistant",
				"stop_details": null,
				"stop_reason": "end_turn",
				"stop_sequence": null,
				"type": "message",
				"usage": {
					"input_tokens": 17,
					"output_tokens": 257
				}
			},
			"code_snippets": [
				{
					"label": "typescript",
					"language": "typescript",
					"code": "const response = await env.AI.run(\n  'anthropic/claude-opus-4.6',\n  {\n    max_tokens: 1024,\n    messages: [{ content: 'What are the three laws of thermodynamics?', role: 'user' }],\n  },\n)\nconsole.log(response)"
				},
				{
					"label": "curl",
					"language": "bash",
					"code": "curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/v1/messages \\\n  --header \"Authorization: Bearer $CLOUDFLARE_API_TOKEN\" \\\n  --header \"Content-Type: application/json\" \\\n  --data '{\n  \"model\": \"anthropic/claude-opus-4.6\",\n  \"max_tokens\": 1024,\n  \"messages\": [\n    {\n      \"content\": \"What are the three laws of thermodynamics?\",\n      \"role\": \"user\"\n    }\n  ]\n}'"
				}
			]
		},
		{
			"name": "With System Message",
			"description": "Using a system message to set context",
			"input": {
				"max_tokens": 1024,
				"messages": [
					{
						"content": "How do I read a JSON file in Python?",
						"role": "user"
					}
				],
				"system": "You are a helpful coding assistant specializing in Python.",
				"temperature": 0.3
			},
			"output": {
				"text": "# Reading a JSON File in Python\n\nPython has a built-in `json` module that makes it easy to read JSON files. Here are the most common approaches:\n\n## Basic Example\n\n```python\nimport json\n\n# Open and read the JSON file\nwith open('data.json', 'r') as file:\n    data = json.load(file)\n\nprint(data)\n```\n\n## Step-by-Step Breakdown\n\n| Step | Code | Description |\n|------|------|-------------|\n| 1 | `import json` | Import the built-in JSON module |\n| 2 | `open('data.json', 'r')` | Open the file in **read** mode |\n| 3 | `json.load(file)` | Parse the JSON into a Python object |\n\n## Common Scenarios\n\n### Reading into a Dictionary\n```python\nimport json\n\nwith open('config.json', 'r') as file:\n    config = json.load(file)\n\n# Access values like a normal dictionary\nprint(config['name'])\nprint(config['settings']['theme'])\n```\n\n### Reading a JSON String (not a file)\n```python\nimport json\n\njson_string = '{\"name\": \"Alice\", \"age\": 30}'\ndata = json.loads(json_string)  # Note: loads() with an 's'\n\nprint(data['name'])  # Output: Alice\n```\n\n### Handling Errors\n```python\nimport json\n\ntry:\n    with open('data.json', 'r') as file:\n        data = json.load(file)\nexcept FileNotFoundError:\n    print(\"File not found!\")\nexcept json.JSONDecodeError:\n    print(\"Invalid JSON format!\")\n```\n\n### Specifying Encoding\n```python\nimport json\n\nwith open('data.json', 'r', encoding='utf-8') as file:\n    data = json.load(file)\n```\n\n## Key Differences\n\n| Method | Input | Use Case |\n|--------|-------|----------|\n| `json.load(file)` | **File object** | Reading from a `.json` file |\n| `json.loads(string)` | **String** | Parsing a JSON-formatted string |\n\n## JSON \u2192 Python Type Mapping\n\n| JSON Type | Python Type |\n|-----------|-------------|\n| `object`  | `dict`      |\n| `array`   | `list`      |\n| `string`  | `str`       |\n| `number`  | `int`/`float` |\n| `true/false` | `True`/`False` |\n| `null`    | `None`      |\n\n> **Tip:** Always use the `with` statement when opening files \u2014 it ensures the file is properly closed, even if an error occurs."
			},
			"raw_response": {
				"content": [
					{
						"text": "# Reading a JSON File in Python\n\nPython has a built-in `json` module that makes it easy to read JSON files. Here are the most common approaches:\n\n## Basic Example\n\n```python\nimport json\n\n# Open and read the JSON file\nwith open('data.json', 'r') as file:\n    data = json.load(file)\n\nprint(data)\n```\n\n## Step-by-Step Breakdown\n\n| Step | Code | Description |\n|------|------|-------------|\n| 1 | `import json` | Import the built-in JSON module |\n| 2 | `open('data.json', 'r')` | Open the file in **read** mode |\n| 3 | `json.load(file)` | Parse the JSON into a Python object |\n\n## Common Scenarios\n\n### Reading into a Dictionary\n```python\nimport json\n\nwith open('config.json', 'r') as file:\n    config = json.load(file)\n\n# Access values like a normal dictionary\nprint(config['name'])\nprint(config['settings']['theme'])\n```\n\n### Reading a JSON String (not a file)\n```python\nimport json\n\njson_string = '{\"name\": \"Alice\", \"age\": 30}'\ndata = json.loads(json_string)  # Note: loads() with an 's'\n\nprint(data['name'])  # Output: Alice\n```\n\n### Handling Errors\n```python\nimport json\n\ntry:\n    with open('data.json', 'r') as file:\n        data = json.load(file)\nexcept FileNotFoundError:\n    print(\"File not found!\")\nexcept json.JSONDecodeError:\n    print(\"Invalid JSON format!\")\n```\n\n### Specifying Encoding\n```python\nimport json\n\nwith open('data.json', 'r', encoding='utf-8') as file:\n    data = json.load(file)\n```\n\n## Key Differences\n\n| Method | Input | Use Case |\n|--------|-------|----------|\n| `json.load(file)` | **File object** | Reading from a `.json` file |\n| `json.loads(string)` | **String** | Parsing a JSON-formatted string |\n\n## JSON \u2192 Python Type Mapping\n\n| JSON Type | Python Type |\n|-----------|-------------|\n| `object`  | `dict`      |\n| `array`   | `list`      |\n| `string`  | `str`       |\n| `number`  | `int`/`float` |\n| `true/false` | `True`/`False` |\n| `null`    | `None`      |\n\n> **Tip:** Always use the `with` statement when opening files \u2014 it ensures the file is properly closed, even if an error occurs.",
						"type": "text"
					}
				],
				"gatewayMetadata": {
					"keySource": "BYOK"
				},
				"id": "msg_01XBD4XMEahrUEnEVbu4gPwV",
				"model": "claude-opus-4-6",
				"role": "assistant",
				"stop_details": null,
				"stop_reason": "end_turn",
				"stop_sequence": null,
				"type": "message",
				"usage": {
					"input_tokens": 29,
					"output_tokens": 643
				}
			},
			"code_snippets": [
				{
					"label": "typescript",
					"language": "typescript",
					"code": "const response = await env.AI.run(\n  'anthropic/claude-opus-4.6',\n  {\n    max_tokens: 1024,\n    messages: [{ content: 'How do I read a JSON file in Python?', role: 'user' }],\n    system: 'You are a helpful coding assistant specializing in Python.',\n    temperature: 0.3,\n  },\n)\nconsole.log(response)"
				},
				{
					"label": "curl",
					"language": "bash",
					"code": "curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/v1/messages \\\n  --header \"Authorization: Bearer $CLOUDFLARE_API_TOKEN\" \\\n  --header \"Content-Type: application/json\" \\\n  --data '{\n  \"model\": \"anthropic/claude-opus-4.6\",\n  \"max_tokens\": 1024,\n  \"messages\": [\n    {\n      \"content\": \"How do I read a JSON file in Python?\",\n      \"role\": \"user\"\n    }\n  ],\n  \"system\": \"You are a helpful coding assistant specializing in Python.\",\n  \"temperature\": 0.3\n}'"
				}
			]
		},
		{
			"name": "Multi-turn Conversation",
			"description": "Continuing a conversation with context",
			"input": {
				"max_tokens": 1024,
				"messages": [
					{
						"content": "I need help planning a road trip from San Francisco to Los Angeles.",
						"role": "user"
					},
					{
						"content": "I'd be happy to help! The drive is about 380 miles and takes roughly 5-6 hours. Would you like suggestions for scenic routes or interesting stops along the way?",
						"role": "assistant"
					},
					{
						"content": "Yes, what are some good places to stop?",
						"role": "user"
					}
				]
			},
			"output": {
				"text": "# Great Stops Between SF & LA\n\nHere are some popular options depending on your route:\n\n## Coastal Route (Highway 1) \ud83c\udf0a\nThis is the scenic route (~8-10 hours with stops):\n- **Half Moon Bay** \u2013 Beautiful coastal town, great seafood\n- **Santa Cruz** \u2013 Boardwalk, surfing, laid-back vibe\n- **Monterey/Carmel** \u2013 Monterey Bay Aquarium, 17-Mile Drive\n- **Big Sur** \u2013 Stunning cliffs, Bixby Bridge, McWay Falls\n- **San Simeon** \u2013 Hearst Castle, elephant seal colony\n- **San Luis Obispo** \u2013 Charming college town, great food\n- **Santa Barbara** \u2013 \"American Riviera,\" wine country, beaches\n- **Solvang** \u2013 Danish-style village with bakeries & windmills\n\n## Inland Route (I-5) \ud83d\ude97\nThis is the fastest route (~5-6 hours):\n- **Harris Ranch** \u2013 Popular rest stop with a restaurant\n- **Bakersfield** \u2013 Buck Owens' Crystal Palace (country music)\n- Not as scenic, but efficient!\n\n## Tips:\n- \u26fd Fill up before Big Sur (limited gas stations)\n- \ud83d\udcf8 Start early for the best light on Highway 1\n- \ud83c\udfe8 Consider an overnight stop if taking the coastal route\n\n**Which route interests you more \u2013 scenic or fast?**"
			},
			"raw_response": {
				"content": [
					{
						"text": "# Great Stops Between SF & LA\n\nHere are some popular options depending on your route:\n\n## Coastal Route (Highway 1) \ud83c\udf0a\nThis is the scenic route (~8-10 hours with stops):\n- **Half Moon Bay** \u2013 Beautiful coastal town, great seafood\n- **Santa Cruz** \u2013 Boardwalk, surfing, laid-back vibe\n- **Monterey/Carmel** \u2013 Monterey Bay Aquarium, 17-Mile Drive\n- **Big Sur** \u2013 Stunning cliffs, Bixby Bridge, McWay Falls\n- **San Simeon** \u2013 Hearst Castle, elephant seal colony\n- **San Luis Obispo** \u2013 Charming college town, great food\n- **Santa Barbara** \u2013 \"American Riviera,\" wine country, beaches\n- **Solvang** \u2013 Danish-style village with bakeries & windmills\n\n## Inland Route (I-5) \ud83d\ude97\nThis is the fastest route (~5-6 hours):\n- **Harris Ranch** \u2013 Popular rest stop with a restaurant\n- **Bakersfield** \u2013 Buck Owens' Crystal Palace (country music)\n- Not as scenic, but efficient!\n\n## Tips:\n- \u26fd Fill up before Big Sur (limited gas stations)\n- \ud83d\udcf8 Start early for the best light on Highway 1\n- \ud83c\udfe8 Consider an overnight stop if taking the coastal route\n\n**Which route interests you more \u2013 scenic or fast?**",
						"type": "text"
					}
				],
				"gatewayMetadata": {
					"keySource": "BYOK"
				},
				"id": "msg_019VVbDba57acjUFWYzMdWQV",
				"model": "claude-opus-4-6",
				"role": "assistant",
				"stop_details": null,
				"stop_reason": "end_turn",
				"stop_sequence": null,
				"type": "message",
				"usage": {
					"input_tokens": 76,
					"output_tokens": 340
				}
			},
			"code_snippets": [
				{
					"label": "typescript",
					"language": "typescript",
					"code": "const response = await env.AI.run(\n  'anthropic/claude-opus-4.6',\n  {\n    max_tokens: 1024,\n    messages: [\n      {\n        content: 'I need help planning a road trip from San Francisco to Los Angeles.',\n        role: 'user',\n      },\n      {\n        content:\n          \"I'd be happy to help! The drive is about 380 miles and takes roughly 5-6 hours. Would you like suggestions for scenic routes or interesting stops along the way?\",\n        role: 'assistant',\n      },\n      { content: 'Yes, what are some good places to stop?', role: 'user' },\n    ],\n  },\n)\nconsole.log(response)"
				},
				{
					"label": "curl",
					"language": "bash",
					"code": "curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/v1/messages \\\n  --header \"Authorization: Bearer $CLOUDFLARE_API_TOKEN\" \\\n  --header \"Content-Type: application/json\" \\\n  --data '{\n  \"model\": \"anthropic/claude-opus-4.6\",\n  \"max_tokens\": 1024,\n  \"messages\": [\n    {\n      \"content\": \"I need help planning a road trip from San Francisco to Los Angeles.\",\n      \"role\": \"user\"\n    },\n    {\n      \"content\": \"I'\\''d be happy to help! The drive is about 380 miles and takes roughly 5-6 hours. Would you like suggestions for scenic routes or interesting stops along the way?\",\n      \"role\": \"assistant\"\n    },\n    {\n      \"content\": \"Yes, what are some good places to stop?\",\n      \"role\": \"user\"\n    }\n  ]\n}'"
				}
			]
		},
		{
			"name": "Creative Writing",
			"description": "Higher temperature for creative output",
			"input": {
				"max_tokens": 512,
				"messages": [
					{
						"content": "Write a short story opening about a detective finding an unusual clue.",
						"role": "user"
					}
				],
				"temperature": 0.8
			},
			"output": {
				"text": "# The Orchid on the Windowsill\n\nDetective Mara Solis had seen her share of crime scenes\u2014enough to know when something didn't belong.\n\nThe apartment was almost aggressively ordinary. Beige carpet, IKEA furniture, a stack of unopened mail on the kitchen counter. The victim, Gerald Pryce, age fifty-two, accountant, had lived the kind of life that left barely a thumbprint on the world. Even in death, slumped against his recliner with a single stab wound beneath the ribs, he seemed to be trying not to make a fuss.\n\nBut there, on the windowsill above the kitchen sink, sat a black orchid.\n\nNot dark purple. Not deep burgundy masquerading as black under bad lighting. Mara leaned closer, pulling on a fresh glove, and tilted the pot toward the gray morning light filtering through the blinds. The petals were the pure, liquid black of a moonless lake\u2014a color that shouldn't exist in nature.\n\nAnd as far as the department's botanist would confirm six hours later, it didn't.\n\n\"No soil,\" Mara murmured, peering into the ceramic pot. The orchid's roots wrapped around nothing but a small, folded piece of vellum paper, yellowed at the edges. She extracted it with tweezers and opened it carefully.\n\nA single line, handwritten in red ink:\n\n*He was not the first, and you already know me.*\n\nMara set the note down. Her hands were steady. Her pulse was not.\n\nShe read it again\u2014not because she needed to, but because some part of her recognized the handwriting."
			},
			"raw_response": {
				"content": [
					{
						"text": "# The Orchid on the Windowsill\n\nDetective Mara Solis had seen her share of crime scenes\u2014enough to know when something didn't belong.\n\nThe apartment was almost aggressively ordinary. Beige carpet, IKEA furniture, a stack of unopened mail on the kitchen counter. The victim, Gerald Pryce, age fifty-two, accountant, had lived the kind of life that left barely a thumbprint on the world. Even in death, slumped against his recliner with a single stab wound beneath the ribs, he seemed to be trying not to make a fuss.\n\nBut there, on the windowsill above the kitchen sink, sat a black orchid.\n\nNot dark purple. Not deep burgundy masquerading as black under bad lighting. Mara leaned closer, pulling on a fresh glove, and tilted the pot toward the gray morning light filtering through the blinds. The petals were the pure, liquid black of a moonless lake\u2014a color that shouldn't exist in nature.\n\nAnd as far as the department's botanist would confirm six hours later, it didn't.\n\n\"No soil,\" Mara murmured, peering into the ceramic pot. The orchid's roots wrapped around nothing but a small, folded piece of vellum paper, yellowed at the edges. She extracted it with tweezers and opened it carefully.\n\nA single line, handwritten in red ink:\n\n*He was not the first, and you already know me.*\n\nMara set the note down. Her hands were steady. Her pulse was not.\n\nShe read it again\u2014not because she needed to, but because some part of her recognized the handwriting.",
						"type": "text"
					}
				],
				"gatewayMetadata": {
					"keySource": "BYOK"
				},
				"id": "msg_01Q6DJ95CWj3L7QbCZ7onQHq",
				"model": "claude-opus-4-6",
				"role": "assistant",
				"stop_details": null,
				"stop_reason": "end_turn",
				"stop_sequence": null,
				"type": "message",
				"usage": {
					"input_tokens": 21,
					"output_tokens": 374
				}
			},
			"code_snippets": [
				{
					"label": "typescript",
					"language": "typescript",
					"code": "const response = await env.AI.run(\n  'anthropic/claude-opus-4.6',\n  {\n    max_tokens: 512,\n    messages: [\n      {\n        content: 'Write a short story opening about a detective finding an unusual clue.',\n        role: 'user',\n      },\n    ],\n    temperature: 0.8,\n  },\n)\nconsole.log(response)"
				},
				{
					"label": "curl",
					"language": "bash",
					"code": "curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/v1/messages \\\n  --header \"Authorization: Bearer $CLOUDFLARE_API_TOKEN\" \\\n  --header \"Content-Type: application/json\" \\\n  --data '{\n  \"model\": \"anthropic/claude-opus-4.6\",\n  \"max_tokens\": 512,\n  \"messages\": [\n    {\n      \"content\": \"Write a short story opening about a detective finding an unusual clue.\",\n      \"role\": \"user\"\n    }\n  ],\n  \"temperature\": 0.8\n}'"
				}
			]
		},
		{
			"name": "Streaming Response",
			"description": "Enable streaming for real-time output",
			"input": {
				"max_tokens": 1024,
				"messages": [
					{
						"content": "Explain the concept of recursion with a simple example.",
						"role": "user"
					}
				],
				"stream": true
			},
			"output": {
				"text": [
					"#",
					" Understanding Recursion\n\n## The Concept\n\n**Recursion** is a programming technique where a **function calls itself** to solve a problem by breaking it down into smaller, sim",
					"pler sub-problems. Every recursive function needs:\n\n1. **Base Case** \u2013 A condition that stops the recursion (",
					"prevents infinite loops).\n2. **Recursive Case** \u2013 The function calling itself with a *smaller* or *simpler* input",
					".\n\n> **Think of it like Russian nesting dolls** \ud83e\ude86 ",
					"\u2014 you keep opening a smaller doll until",
					" you reach the tiniest one (the base case).\n\n---\n\n## Simple Example: Factorial\n\nThe factorial of `n` (",
					"written `n!`) is:\n`5! = 5 \u00d7 4 \u00d7 3 \u00d7 2 \u00d7 1 = 120",
					"`\n\n```python\ndef factorial(n):\n    # Base case: stop when n is 0 or 1\n    if n <= 1:\n        return 1\n\n    # Recursive case: n *",
					" factorial of (n-1)\n    return n * factorial(n - 1)\n\nprint(factorial(5))  # Output: 120\n```\n\n---\n\n## How It Works (",
					"Call Stack)\n\n```\nfactorial(5)\n\u2502\n\u251c\u2500 5 * factorial(4)\n\u2502      \u251c\u2500 4 * factorial(3)\n\u2502      \u2502      ",
					"\u251c\u2500 3 * factorial(2)\n\u2502      \u2502      \u2502      \u251c\u2500 2 * factorial(1)\n\u2502      \u2502      \u2502      \u2502      \u2514\u2500 returns 1",
					"  \u2190 Base case hit!\n\u2502      \u2502      \u2502      \u2514\u2500 returns 2 \u00d7 1 = 2\n\u2502      \u2502      \u2514\u2500 returns ",
					"3 \u00d7 2 = 6\n\u2502      \u2514\u2500 returns 4 \u00d7 6 = 24\n\u2514\u2500 returns 5 \u00d7 24 = 120 \u2705",
					"\n```\n\n---\n\n## Key Takeaways\n\n| Aspect | Description |\n|---|---|\n| **Base Case** | `if n <= 1: return ",
					"1` \u2014 stops the recursion |\n| **Recursive Case** | `n * factorial(n - 1)` \u2014 moves toward the base case |\n| **Risk",
					"** | Missing a base case \u2192 **infinite loop** (stack overflow \ud83d\udca5",
					") |\n| **Alternative** | Most recursive solutions can also be written as",
					" **loops** (iteration) |\n\n> **Rule of thumb:** If a",
					" problem can be defined in terms of a *smaller version of itself*, recurs",
					"ion is a natural fit (e.g., tree traversal, searching, sorting, mathematical",
					" sequences)."
				]
			},
			"raw_response": [
				{
					"message": {
						"content": [],
						"id": "msg_01LArxxRsu9fHtfj6gJafVbZ",
						"model": "claude-opus-4-6",
						"role": "assistant",
						"stop_details": null,
						"stop_reason": null,
						"stop_sequence": null,
						"type": "message",
						"usage": {
							"cache_creation": {
								"ephemeral_1h_input_tokens": 0,
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					"type": "ping"
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					"delta": {
						"text": "#",
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					"delta": {
						"text": " Understanding Recursion\n\n## The Concept\n\n**Recursion** is a programming technique where a **function calls itself** to solve a problem by breaking it down into smaller, sim",
						"type": "text_delta"
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					"index": 0,
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					"delta": {
						"text": "pler sub-problems. Every recursive function needs:\n\n1. **Base Case** \u2013 A condition that stops the recursion (",
						"type": "text_delta"
					},
					"index": 0,
					"type": "content_block_delta"
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					"delta": {
						"text": "prevents infinite loops).\n2. **Recursive Case** \u2013 The function calling itself with a *smaller* or *simpler* input",
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					},
					"index": 0,
					"type": "content_block_delta"
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					"delta": {
						"text": ".\n\n> **Think of it like Russian nesting dolls** \ud83e\ude86 ",
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					"index": 0,
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					"delta": {
						"text": "\u2014 you keep opening a smaller doll until",
						"type": "text_delta"
					},
					"index": 0,
					"type": "content_block_delta"
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				{
					"delta": {
						"text": " you reach the tiniest one (the base case).\n\n---\n\n## Simple Example: Factorial\n\nThe factorial of `n` (",
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					"index": 0,
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				{
					"delta": {
						"text": "written `n!`) is:\n`5! = 5 \u00d7 4 \u00d7 3 \u00d7 2 \u00d7 1 = 120",
						"type": "text_delta"
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					"delta": {
						"text": "`\n\n```python\ndef factorial(n):\n    # Base case: stop when n is 0 or 1\n    if n <= 1:\n        return 1\n\n    # Recursive case: n *",
						"type": "text_delta"
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					"delta": {
						"text": " factorial of (n-1)\n    return n * factorial(n - 1)\n\nprint(factorial(5))  # Output: 120\n```\n\n---\n\n## How It Works (",
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					"delta": {
						"text": "Call Stack)\n\n```\nfactorial(5)\n\u2502\n\u251c\u2500 5 * factorial(4)\n\u2502      \u251c\u2500 4 * factorial(3)\n\u2502      \u2502      ",
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					"delta": {
						"text": "\u251c\u2500 3 * factorial(2)\n\u2502      \u2502      \u2502      \u251c\u2500 2 * factorial(1)\n\u2502      \u2502      \u2502      \u2502      \u2514\u2500 returns 1",
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					"delta": {
						"text": "  \u2190 Base case hit!\n\u2502      \u2502      \u2502      \u2514\u2500 returns 2 \u00d7 1 = 2\n\u2502      \u2502      \u2514\u2500 returns ",
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					"delta": {
						"text": "3 \u00d7 2 = 6\n\u2502      \u2514\u2500 returns 4 \u00d7 6 = 24\n\u2514\u2500 returns 5 \u00d7 24 = 120 \u2705",
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					"delta": {
						"text": "\n```\n\n---\n\n## Key Takeaways\n\n| Aspect | Description |\n|---|---|\n| **Base Case** | `if n <= 1: return ",
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					"index": 0,
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				{
					"delta": {
						"text": "1` \u2014 stops the recursion |\n| **Recursive Case** | `n * factorial(n - 1)` \u2014 moves toward the base case |\n| **Risk",
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					},
					"index": 0,
					"type": "content_block_delta"
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				{
					"delta": {
						"text": "** | Missing a base case \u2192 **infinite loop** (stack overflow \ud83d\udca5",
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					"index": 0,
					"type": "content_block_delta"
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				{
					"delta": {
						"text": ") |\n| **Alternative** | Most recursive solutions can also be written as",
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					},
					"index": 0,
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				{
					"delta": {
						"text": " **loops** (iteration) |\n\n> **Rule of thumb:** If a",
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					},
					"index": 0,
					"type": "content_block_delta"
				},
				{
					"delta": {
						"text": " problem can be defined in terms of a *smaller version of itself*, recurs",
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					"index": 0,
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				{
					"delta": {
						"text": "ion is a natural fit (e.g., tree traversal, searching, sorting, mathematical",
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					},
					"index": 0,
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				},
				{
					"delta": {
						"text": " sequences).",
						"type": "text_delta"
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					"index": 0,
					"type": "content_block_stop"
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						"stop_reason": "end_turn",
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					"usage": {
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			],
			"code_snippets": [
				{
					"label": "typescript",
					"language": "typescript",
					"code": "const response = await env.AI.run(\n  'anthropic/claude-opus-4.6',\n  {\n    max_tokens: 1024,\n    messages: [{ content: 'Explain the concept of recursion with a simple example.', role: 'user' }],\n    stream: true,\n  },\n)\nconsole.log(response)"
				},
				{
					"label": "curl",
					"language": "bash",
					"code": "curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/v1/messages \\\n  --header \"Authorization: Bearer $CLOUDFLARE_API_TOKEN\" \\\n  --header \"Content-Type: application/json\" \\\n  --data '{\n  \"model\": \"anthropic/claude-opus-4.6\",\n  \"max_tokens\": 1024,\n  \"messages\": [\n    {\n      \"content\": \"Explain the concept of recursion with a simple example.\",\n      \"role\": \"user\"\n    }\n  ],\n  \"stream\": true\n}'"
				}
			]
		},
		{
			"name": "Web Search",
			"description": "Letting Claude use Anthropic's server-side web search tool to answer with current information",
			"input": {
				"max_tokens": 4096,
				"messages": [
					{
						"content": "What were the top news stories about Cloudflare this week? Summarise in three bullets.",
						"role": "user"
					}
				],
				"tools": [
					{
						"max_uses": 3,
						"name": "web_search",
						"type": "web_search_20250305"
					}
				]
			},
			"output": {
				"text": "Here are the top Cloudflare stories from this week:\n\n- **Stock sell-off after hitting all-time highs:** "
			},
			"raw_response": {
				"id": "msg_0124yvsiaRLxSucPPhVpHMyp",
				"type": "message",
				"role": "assistant",
				"content": [
					{
						"type": "server_tool_use",
						"id": "srvtoolu_01HJTfCwJbChdHyNG7e9uyMB",
						"name": "web_search",
						"input": {
							"query": "Cloudflare news this week June 2026"
						}
					},
					{
						"type": "web_search_tool_result",
						"tool_use_id": "srvtoolu_01HJTfCwJbChdHyNG7e9uyMB",
						"content": [
							{
								"type": "web_search_result",
								"title": "Cloudflare Status",
								"url": "https://www.cloudflarestatus.com/",
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								"page_age": "2 hours ago"
							},
							{
								"type": "web_search_result",
								"title": "Cloudflare Release Notes - June 2026 Latest Updates - Releasebot",
								"url": "https://releasebot.io/updates/cloudflare",
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",
								"page_age": "3 days ago"
							},
							{
								"type": "web_search_result",
								"title": "Cloudflare News | June, 2026 (STARTUP EDITION)",
								"url": "https://blog.mean.ceo/cloudflare-news-june-2026/",
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								"title": "Cloudflare Release Notes & Changelog \u00b7 June 2026 \u2014 releases.sh",
								"url": "https://releases.sh/cloudflare/releases",
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								"page_age": "1 day ago"
							},
							{
								"type": "web_search_result",
								"title": "Cloudflare, Inc. (NET) Stock Price, News, Quote & History - Yahoo Finance",
								"url": "https://finance.yahoo.com/quote/NET/",
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								"page_age": "6 hours ago"
							},
							{
								"type": "web_search_result",
								"title": "Earnings call transcript: Cloudflare beats Q1 2026 estimates, stock rises By Investing.com",
								"url": "https://www.investing.com/news/transcripts/earnings-call-transcript-cloudflare-beats-q1-2026-estimates-stock-rises-93CH-4670970",
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								"page_age": "May 8, 2026"
							},
							{
								"type": "web_search_result",
								"title": "Agents Week 2026 Updates and Announcements | Cloudflare",
								"url": "https://www.cloudflare.com/agents-week/updates/",
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								"page_age": "May 18, 2026"
							},
							{
								"type": "web_search_result",
								"title": "Cloudflare Stock Due for a Short-Term Bounce",
								"url": "https://finance.yahoo.com/markets/stocks/articles/cloudflare-stock-due-short-term-165649951.html",
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								"page_age": "2 hours ago"
							},
							{
								"type": "web_search_result",
								"title": "Cloudflare Lays Off 1,100 Employees in AI-Driven Restructuring - SecurityWeek",
								"url": "https://www.securityweek.com/cloudflare-lays-off-1100-employees-in-ai-driven-restructuring/",
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								"type": "web_search_result",
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							},
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								"page_age": "3 days ago"
							},
							{
								"type": "web_search_result",
								"title": "Cloudflare Stock Due for a Short-Term Bounce",
								"url": "https://finance.yahoo.com/markets/stocks/articles/cloudflare-stock-due-short-term-165649951.html",
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								"page_age": "2 hours ago"
							},
							{
								"type": "web_search_result",
								"title": "Cloudflare News | June, 2026 (STARTUP EDITION)",
								"url": "https://blog.mean.ceo/cloudflare-news-june-2026/",
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								"page_age": "3 weeks ago"
							},
							{
								"type": "web_search_result",
								"title": "Are Reddit and X down? Here's what we know their reported issues today | TechRadar",
								"url": "https://www.techradar.com/news/live/x-and-reddit-down-june-2026",
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								"page_age": "4 hours ago"
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								"title": "The Cloudflare Blog",
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								"page_age": "May 7, 2026"
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								"url": "https://en.wikipedia.org/wiki/Cloudflare",
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",
								"page_age": "1 week ago"
							},
							{
								"type": "web_search_result",
								"title": "Cloudflare Release Notes & Changelog \u00b7 June 2026 \u2014 releases.sh",
								"url": "https://releases.sh/cloudflare/releases",
								"encrypted_content": "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",
								"page_age": "1 day ago"
							}
						],
						"caller": {
							"type": "direct"
						}
					},
					{
						"type": "text",
						"text": "Here are the top Cloudflare stories from this week:\n\n- **Stock sell-off after hitting all-time highs:** "
					},
					{
						"type": "text",
						"text": "Cloudflare (NET) shares dropped 4.8% today to $213.35, heading for a fourth-straight loss. Despite hitting a record high of $276.63 on June 4, the stock has suffered an 11.7% drawdown in June.",
						"citations": [
							{
								"type": "web_search_result_location",
								"cited_text": "Mon, June 22, 2026 at 9:56 AM PDT 1 min read \u00b7 NET \u00b7 -3.91% Cloudflare Inc (NYSE:NET) shares were last seen down 4.8% to trade at $213.35, heading for...",
								"url": "https://finance.yahoo.com/markets/stocks/articles/cloudflare-stock-due-short-term-165649951.html",
								"title": "Cloudflare Stock Due for a Short-Term Bounce",
								"encrypted_index": "EpEBCioIERgCIiQ5ODY2MTIzNC03NmUwLTRlMGQtYTgyMS1iZThmOGMzNDc0ZDYSDMYI5Hv4L2dUgC+S/BoMFWpA6PCpN73rdddvIjBTviVFWExB4PEXQ5IJahLGOSTaXjdyQE8PZegghx1xp3EFNl6KVVu842OzMyLll2kqFTM+iGYB0qE22rxrE26oOqWYUkpGdRgE"
							}
						]
					},
					{
						"type": "text",
						"text": " "
					},
					{
						"type": "text",
						"text": "However, the stock is now testing support at the 50-day moving average, which has historically yielded strong positive returns.",
						"citations": [
							{
								"type": "web_search_result_location",
								"cited_text": "The upside, however, is the stock is testing support at the 50-day moving average, which has a history of yielding strong positive returns. ",
								"url": "https://finance.yahoo.com/markets/stocks/articles/cloudflare-stock-due-short-term-165649951.html",
								"title": "Cloudflare Stock Due for a Short-Term Bounce",
								"encrypted_index": "Eo8BCioIERgCIiQ5ODY2MTIzNC03NmUwLTRlMGQtYTgyMS1iZThmOGMzNDc0ZDYSDMCYTE3FkGbgbCGPQRoMPGonQBW3lT2m0APEIjCpjRb4xtgAWzUlQYL/CiNMJ3d4Va3k/ZSga0KqjtlsMRR0lmIfK3cw0vOWF00lx8kqE25706IA4Wau7yU94jqYM2X4q6AYBA=="
							}
						]
					},
					{
						"type": "text",
						"text": "\n\n- **Fiber cut causes widespread disruption to X, Reddit, Zoom, and more (today):** "
					},
					{
						"type": "text",
						"text": "Cloudflare reported investigating a fiber cut in Eastern North America, with customers connecting through North America or accessing services in Europe seeing increased latencies and timeouts.",
						"citations": [
							{
								"type": "web_search_result_location",
								"cited_text": "Jun 22, 2026 - 15:12 UTC \u00b7 Update - We are investigating a fiber cut in Eastern North America. Customers connecting through North America or accessing...",
								"url": "https://www.cloudflarestatus.com/",
								"title": "Cloudflare Status",
								"encrypted_index": "EpQBCioIERgCIiQ5ODY2MTIzNC03NmUwLTRlMGQtYTgyMS1iZThmOGMzNDc0ZDYSDPy/3qKHarRT/JqS1hoMCtLFyXjBQDH90nNGIjDLkLnNO9F4a6FflR9FbpshW3SZrej4efMlHKJvFgJQNB0dooHoEzEoslI0Ox9ngQMqGPJdmf7qG+7iai7ABG96msgD/zFlgGHOCRgE"
							}
						]
					},
					{
						"type": "text",
						"text": " "
					},
					{
						"type": "text",
						"text": "Cloudflare told TechRadar it wasn't at fault, stating: \"We don't see any Cloudflare global outage currently. The only issue we're aware of is that Zayo, a network provider, is experiencing an outage on some of its network routes.\"",
						"citations": [
							{
								"type": "web_search_result_location",
								"cited_text": "Cloudflare has told us it isn't at fault for today's issues on X, Reddit, Zoom and more. \"We don\u2019t see any Cloudflare global outage currently. The onl...",
								"url": "https://www.techradar.com/news/live/x-and-reddit-down-june-2026",
								"title": "Are Reddit and X down? Here's what we know their reported issues today | TechRadar",
								"encrypted_index": "EpQBCioIERgCIiQ5ODY2MTIzNC03NmUwLTRlMGQtYTgyMS1iZThmOGMzNDc0ZDYSDKyyfEER7IBfz3ZKlRoMRFUV29lpcFBab0E8IjCkFegZmCjXYy9I5OhmwB0Yo9V8ej/IW2nZZ2F+d/cf326rxIu3pIOZWsyGRSmc6HEqGPiBsyhoibB/czkWcsjXBMjhLFmpHLgZYhgE"
							}
						]
					},
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						"text": "\n\n- **Developer platform updates for AI agents:** "
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								"cited_text": "$npx @buildinternet/releases get ... \u00b7 \u2197 \u00b7 Developer Platform Changelog \u00b7 AI agents can now deploy Workers to Cloudflare without first requiring a use...",
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