{
	"model_id": "anthropic/claude-opus-4.8",
	"provider_id": "anthropic",
	"name": "Claude Opus 4.8",
	"description": "Claude Opus 4.8 is Anthropic's most capable generally available model, with a step-change improvement in agentic coding over Claude Opus 4.7. It uses adaptive thinking to calibrate reasoning per task and supports a one million token context window at standard pricing.",
	"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 Three Laws of Thermodynamics\n\n## First Law (Conservation of Energy)\nEnergy cannot be created or destroyed, only transferred or converted from one form to another. The total energy of an isolated system remains constant.\n\n**Common expression:** \u0394U = Q \u2212 W\n- \u0394U = change in internal energy\n- Q = heat added to the system\n- W = work done by the system\n\n## Second Law (Entropy)\nThe total entropy (disorder) of an isolated system always increases over time, or remains constant in ideal reversible processes. Heat naturally flows from hot to cold, never spontaneously the reverse.\n\n**Key implications:**\n- No process is 100% efficient\n- Perpetual motion machines are impossible\n- The universe tends toward greater disorder\n\n## Third Law (Absolute Zero)\nAs a system approaches absolute zero (0 Kelvin, \u2212273.15\u00b0C), its entropy approaches a minimum constant value. It's impossible to reach absolute zero in a finite number of steps.\n\n---\n\n**A popular informal summary:**\n1. You can't win (you can't get more energy out than you put in)\n2. You can't break even (you'll always lose some energy to entropy)\n3. You can't quit the game (you can't reach absolute zero)\n\n*Note:* There's also a **Zeroth Law**, which states that if two systems are each in thermal equilibrium with a third system, they are in equilibrium with each other\u2014this establishes the concept of temperature.\n\nWould you like a deeper explanation of any particular law?"
			},
			"raw_response": {
				"id": "msg_01UPuL7ZtkoyKHmCsNtxyamj",
				"type": "message",
				"role": "assistant",
				"content": [
					{
						"type": "text",
						"text": "# The Three Laws of Thermodynamics\n\n## First Law (Conservation of Energy)\nEnergy cannot be created or destroyed, only transferred or converted from one form to another. The total energy of an isolated system remains constant.\n\n**Common expression:** \u0394U = Q \u2212 W\n- \u0394U = change in internal energy\n- Q = heat added to the system\n- W = work done by the system\n\n## Second Law (Entropy)\nThe total entropy (disorder) of an isolated system always increases over time, or remains constant in ideal reversible processes. Heat naturally flows from hot to cold, never spontaneously the reverse.\n\n**Key implications:**\n- No process is 100% efficient\n- Perpetual motion machines are impossible\n- The universe tends toward greater disorder\n\n## Third Law (Absolute Zero)\nAs a system approaches absolute zero (0 Kelvin, \u2212273.15\u00b0C), its entropy approaches a minimum constant value. It's impossible to reach absolute zero in a finite number of steps.\n\n---\n\n**A popular informal summary:**\n1. You can't win (you can't get more energy out than you put in)\n2. You can't break even (you'll always lose some energy to entropy)\n3. You can't quit the game (you can't reach absolute zero)\n\n*Note:* There's also a **Zeroth Law**, which states that if two systems are each in thermal equilibrium with a third system, they are in equilibrium with each other\u2014this establishes the concept of temperature.\n\nWould you like a deeper explanation of any particular law?"
					}
				],
				"model": "claude-opus-4-8",
				"stop_reason": "end_turn",
				"usage": {
					"input_tokens": 20,
					"output_tokens": 493
				},
				"stop_sequence": null,
				"stop_details": null,
				"gatewayMetadata": {
					"keySource": "Unified"
				}
			},
			"code_snippets": [
				{
					"label": "typescript",
					"language": "typescript",
					"code": "const response = await env.AI.run(\n  'anthropic/claude-opus-4.8',\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-4.8\",\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."
			},
			"output": {
				"text": "# Reading a JSON File in Python\n\nPython's built-in `json` module makes this straightforward.\n\n## Basic Method\n\n```python\nimport json\n\nwith open('data.json', 'r') as file:\n    data = json.load(file)\n\nprint(data)\n```\n\n- `json.load()` reads from a **file object**\n- The `with` statement automatically closes the file\n\n## Reading from a JSON String\n\nIf you have JSON as a string (not a file), use `json.loads()` (note the \"s\" for \"string\"):\n\n```python\nimport json\n\njson_string = '{\"name\": \"Alice\", \"age\": 30}'\ndata = json.loads(json_string)\n\nprint(data['name'])  # Alice\n```\n\n## Example with Error Handling\n\n```python\nimport json\n\ntry:\n    with open('data.json', 'r', encoding='utf-8') as file:\n        data = json.load(file)\n        print(data)\nexcept FileNotFoundError:\n    print(\"The file was not found.\")\nexcept json.JSONDecodeError:\n    print(\"The file contains invalid JSON.\")\n```\n\n## How JSON Maps to Python\n\n| JSON          | Python   |\n|---------------|----------|\n| object        | `dict`   |\n| array         | `list`   |\n| string        | `str`    |\n| number (int)  | `int`    |\n| number (real) | `float`  |\n| true / false  | `True` / `False` |\n| null          | `None`   |\n\n## Accessing the Data\n\n```python\n# Given: {\"users\": [{\"name\": \"Alice\"}, {\"name\": \"Bob\"}]}\n\nprint(data['users'][0]['name'])  # Alice\n\n# Loop through items\nfor user in data['users']:\n    print(user['name'])\n```\n\nLet me know if you'd like help with **writing** JSON files or handling more complex structures!"
			},
			"raw_response": {
				"id": "msg_01Vo4yZSkvQT8zgudnTpsjtt",
				"type": "message",
				"role": "assistant",
				"content": [
					{
						"type": "text",
						"text": "# Reading a JSON File in Python\n\nPython's built-in `json` module makes this straightforward.\n\n## Basic Method\n\n```python\nimport json\n\nwith open('data.json', 'r') as file:\n    data = json.load(file)\n\nprint(data)\n```\n\n- `json.load()` reads from a **file object**\n- The `with` statement automatically closes the file\n\n## Reading from a JSON String\n\nIf you have JSON as a string (not a file), use `json.loads()` (note the \"s\" for \"string\"):\n\n```python\nimport json\n\njson_string = '{\"name\": \"Alice\", \"age\": 30}'\ndata = json.loads(json_string)\n\nprint(data['name'])  # Alice\n```\n\n## Example with Error Handling\n\n```python\nimport json\n\ntry:\n    with open('data.json', 'r', encoding='utf-8') as file:\n        data = json.load(file)\n        print(data)\nexcept FileNotFoundError:\n    print(\"The file was not found.\")\nexcept json.JSONDecodeError:\n    print(\"The file contains invalid JSON.\")\n```\n\n## How JSON Maps to Python\n\n| JSON          | Python   |\n|---------------|----------|\n| object        | `dict`   |\n| array         | `list`   |\n| string        | `str`    |\n| number (int)  | `int`    |\n| number (real) | `float`  |\n| true / false  | `True` / `False` |\n| null          | `None`   |\n\n## Accessing the Data\n\n```python\n# Given: {\"users\": [{\"name\": \"Alice\"}, {\"name\": \"Bob\"}]}\n\nprint(data['users'][0]['name'])  # Alice\n\n# Loop through items\nfor user in data['users']:\n    print(user['name'])\n```\n\nLet me know if you'd like help with **writing** JSON files or handling more complex structures!"
					}
				],
				"model": "claude-opus-4-8",
				"stop_reason": "end_turn",
				"usage": {
					"input_tokens": 38,
					"output_tokens": 555
				},
				"stop_sequence": null,
				"stop_details": null,
				"gatewayMetadata": {
					"keySource": "Unified"
				}
			},
			"code_snippets": [
				{
					"label": "typescript",
					"language": "typescript",
					"code": "const response = await env.AI.run(\n  'anthropic/claude-opus-4.8',\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  },\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-4.8\",\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}'"
				}
			]
		},
		{
			"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": "Here are some great stops along the way, depending on which route you take:\n\n## Coastal Route (Highway 1 / Pacific Coast Highway)\n*More scenic but slower\u2014adds a few hours*\n\n- **Santa Cruz** \u2013 Beach boardwalk and classic seaside vibes\n- **Monterey** \u2013 Famous aquarium and Cannery Row\n- **Carmel-by-the-Sea** \u2013 Charming village with art galleries\n- **Big Sur** \u2013 Stunning coastline, Bixby Bridge, McWay Falls\n- **Hearst Castle** (San Simeon) \u2013 Historic mansion tours\n- **Pismo Beach** \u2013 Sand dunes and laid-back beach town\n\n## Inland Route (I-5)\n*Fastest but less scenic*\n\n- **Not many highlights**\u2014mostly farmland, but quick gas/food stops\n- Good if you're short on time\n\n## Middle Route (Highway 101)\n*A nice balance of speed and scenery*\n\n- **Gilroy** \u2013 Garlic capital, outlet shopping\n- **Paso Robles** \u2013 Wine country with great tasting rooms\n- **San Luis Obispo** \u2013 Cute college town, historic mission\n- **Santa Barbara** \u2013 Beautiful \"American Riviera,\" beaches and Spanish architecture\n- **Solvang** \u2013 Quaint Danish-style village\n\n## A Few Questions to Narrow It Down:\n1. How much time do you have for the trip?\n2. Are you more interested in nature, food/wine, or towns and attractions?\n3. Are you doing it one-way or round-trip?\n\nLet me know and I can help build a more detailed itinerary!"
			},
			"raw_response": {
				"id": "msg_01La2dbCTcjvDFxNBTcwH4B9",
				"type": "message",
				"role": "assistant",
				"content": [
					{
						"type": "text",
						"text": "Here are some great stops along the way, depending on which route you take:\n\n## Coastal Route (Highway 1 / Pacific Coast Highway)\n*More scenic but slower\u2014adds a few hours*\n\n- **Santa Cruz** \u2013 Beach boardwalk and classic seaside vibes\n- **Monterey** \u2013 Famous aquarium and Cannery Row\n- **Carmel-by-the-Sea** \u2013 Charming village with art galleries\n- **Big Sur** \u2013 Stunning coastline, Bixby Bridge, McWay Falls\n- **Hearst Castle** (San Simeon) \u2013 Historic mansion tours\n- **Pismo Beach** \u2013 Sand dunes and laid-back beach town\n\n## Inland Route (I-5)\n*Fastest but less scenic*\n\n- **Not many highlights**\u2014mostly farmland, but quick gas/food stops\n- Good if you're short on time\n\n## Middle Route (Highway 101)\n*A nice balance of speed and scenery*\n\n- **Gilroy** \u2013 Garlic capital, outlet shopping\n- **Paso Robles** \u2013 Wine country with great tasting rooms\n- **San Luis Obispo** \u2013 Cute college town, historic mission\n- **Santa Barbara** \u2013 Beautiful \"American Riviera,\" beaches and Spanish architecture\n- **Solvang** \u2013 Quaint Danish-style village\n\n## A Few Questions to Narrow It Down:\n1. How much time do you have for the trip?\n2. Are you more interested in nature, food/wine, or towns and attractions?\n3. Are you doing it one-way or round-trip?\n\nLet me know and I can help build a more detailed itinerary!"
					}
				],
				"model": "claude-opus-4-8",
				"stop_reason": "end_turn",
				"usage": {
					"input_tokens": 103,
					"output_tokens": 537
				},
				"stop_sequence": null,
				"stop_details": null,
				"gatewayMetadata": {
					"keySource": "Unified"
				}
			},
			"code_snippets": [
				{
					"label": "typescript",
					"language": "typescript",
					"code": "const response = await env.AI.run(\n  'anthropic/claude-opus-4.8',\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-4.8\",\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 with Adaptive Thinking",
			"description": "Use adaptive thinking with high effort to steer creative output -- the recommended replacement for the deprecated `temperature` parameter.",
			"input": {
				"max_tokens": 2048,
				"messages": [
					{
						"content": "Write a short story opening about a detective finding an unusual clue.",
						"role": "user"
					}
				],
				"output_config": {
					"effort": "high"
				},
				"thinking": {
					"type": "adaptive"
				}
			},
			"output": {
				"text": "Detective Mara Voss had seen a thousand crime scenes, but never one this tidy.\n\nThe apartment was immaculate\u2014books aligned by height, not a dish in the sink, the dead man arranged on his sofa as if posing for a portrait. No signs of struggle. No forced entry. Just Walter Crane, sixty-three, eyes closed, hands folded across his chest like a man who'd decided to nap forever.\n\nIt was the chess set that stopped her.\n\nShe crouched beside the small table, careful not to touch. The board was mid-game, pieces scattered in the chaos of a real match\u2014except for one. A black knight, removed from play, stood at the very center of the board where no square could hold it properly. Balanced on the dividing line between two squares, defying the geometry of the game.\n\nSomeone had placed it there. Deliberately. The angle was too perfect, the position too impossible to be an accident.\n\nMara pulled a pen from her jacket and leaned closer. There, etched into the felt base of the knight in letters so small she had to squint, was a single word.\n\n*Soon.*\n\nShe felt the cold travel up her spine before her mind caught up to it.\n\n\"Detective?\" Officer Reyes called from the doorway. \"Coroner's saying natural causes. Heart gave out.\"\n\nMara didn't look away from the knight. \"No,\" she said quietly. \"Somebody wanted us to think that.\"\n\nShe straightened, scanning the too-perfect room with new eyes.\n\nThe game wasn't over. It had just begun."
			},
			"raw_response": {
				"id": "msg_01D5U1NAjKU24Fq5Q1bsyG9a",
				"type": "message",
				"role": "assistant",
				"content": [
					{
						"type": "text",
						"text": "Detective Mara Voss had seen a thousand crime scenes, but never one this tidy.\n\nThe apartment was immaculate\u2014books aligned by height, not a dish in the sink, the dead man arranged on his sofa as if posing for a portrait. No signs of struggle. No forced entry. Just Walter Crane, sixty-three, eyes closed, hands folded across his chest like a man who'd decided to nap forever.\n\nIt was the chess set that stopped her.\n\nShe crouched beside the small table, careful not to touch. The board was mid-game, pieces scattered in the chaos of a real match\u2014except for one. A black knight, removed from play, stood at the very center of the board where no square could hold it properly. Balanced on the dividing line between two squares, defying the geometry of the game.\n\nSomeone had placed it there. Deliberately. The angle was too perfect, the position too impossible to be an accident.\n\nMara pulled a pen from her jacket and leaned closer. There, etched into the felt base of the knight in letters so small she had to squint, was a single word.\n\n*Soon.*\n\nShe felt the cold travel up her spine before her mind caught up to it.\n\n\"Detective?\" Officer Reyes called from the doorway. \"Coroner's saying natural causes. Heart gave out.\"\n\nMara didn't look away from the knight. \"No,\" she said quietly. \"Somebody wanted us to think that.\"\n\nShe straightened, scanning the too-perfect room with new eyes.\n\nThe game wasn't over. It had just begun."
					}
				],
				"model": "claude-opus-4-8",
				"stop_reason": "end_turn",
				"usage": {
					"input_tokens": 26,
					"output_tokens": 483
				},
				"stop_sequence": null,
				"stop_details": null,
				"gatewayMetadata": {
					"keySource": "Unified"
				}
			},
			"code_snippets": [
				{
					"label": "typescript",
					"language": "typescript",
					"code": "const response = await env.AI.run(\n  'anthropic/claude-opus-4.8',\n  {\n    max_tokens: 2048,\n    messages: [\n      {\n        content: 'Write a short story opening about a detective finding an unusual clue.',\n        role: 'user',\n      },\n    ],\n    output_config: { effort: 'high' },\n    thinking: { type: 'adaptive' },\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-4.8\",\n  \"max_tokens\": 2048,\n  \"messages\": [\n    {\n      \"content\": \"Write a short story opening about a detective finding an unusual clue.\",\n      \"role\": \"user\"\n    }\n  ],\n  \"output_config\": {\n    \"effort\": \"high\"\n  },\n  \"thinking\": {\n    \"type\": \"adaptive\"\n  }\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": [
					"# Underst",
					"anding Recursion\n\n**Recursion** is a programming technique where a function solves a problem by calling itself on a smaller version of the same problem.\n\n## The Two",
					" Essential Parts\n\nEvery recursive function needs:\n\n1. **Base case** \u2014 the condition that stops the recursion (prevents infinite loops)\n2. **Recursive",
					" case** \u2014 where the function calls itself with a simpler input\n\n---\n\n## Simple Example: Factorial\n\nThe",
					" factorial of a number (written as `n!`) is the product of all numbers from 1 to n.\n\n```\n5! = 5 \u00d7 4 \u00d7 3 \u00d7 2 \u00d7 1 = 120\n```",
					"\n\nNotice that `5! = 5 \u00d7 4!`, which means we can define factorial **in terms of itself**.\n\n### Code Example (Python)\n\n```python",
					"\ndef factorial(n):\n    # Base case: stop when we reach 1\n    if n == 1:\n        return 1\n    # Recursive case: n",
					" \u00d7 factorial of (n-1)\n    else:\n        return n * factorial(n - 1)\n\nprint(factorial(5))  # Output: 120\n```\n\n---\n\n## How",
					" It Works (Step by Step)\n\nWhen you call `factorial(5)`, it unfolds like this:\n\n```\nfactorial(5) = 5 \u00d7 factorial",
					"(4)\n             = 5 \u00d7 (4 \u00d7 factorial(3))\n             = 5 \u00d7 (4 \u00d7 (3 \u00d7 factorial(2)))\n             = 5 \u00d7 (4 \u00d7 (3 \u00d7 (2 \u00d7",
					" factorial(1))))\n             = 5 \u00d7 (4 \u00d7 (3 \u00d7 (2 \u00d7 1)))      \u2190 base case reached!\n             = 120\n```\n\nThe",
					" function keeps calling itself until it hits the **base case** (`n == 1`), then the results \"bubble back up.\"\n\n---\n\n## A Help",
					"ful Analogy \ud83e\ude86\n\nThink of **Russian nesting dolls**:\n- To open the biggest doll, you open the next sm",
					"aller one, and so on.\n- Eventually you reach the **smallest doll** that can't be opened (the base case).\n- Then you put them",
					" all back together.\n\n---\n\n## Key Takeaway\n\n> A recursive function breaks a big problem into smaller, identical s",
					"ub-problems until it reaches a case simple enough to solve directly.\n\n**\u26a0\ufe0f Warning:** Always include a base case!",
					" Without it, the function calls itself forever and crashes (a \"stack overflow\" error).\n\nWould you like to",
					" see another example, like calculating a Fibonacci sequence?"
				]
			},
			"raw_response": [
				{
					"type": "message_start",
					"message": {
						"model": "claude-opus-4-8",
						"id": "msg_01NE3P8zwFrzpbFfPc6mV1FW",
						"type": "message",
						"role": "assistant",
						"content": [],
						"stop_reason": null,
						"stop_sequence": null,
						"stop_details": null,
						"usage": {
							"input_tokens": 22,
							"cache_creation_input_tokens": 0,
							"cache_read_input_tokens": 0,
							"cache_creation": {
								"ephemeral_5m_input_tokens": 0,
								"ephemeral_1h_input_tokens": 0
							},
							"output_tokens": 3,
							"service_tier": "standard",
							"inference_geo": "global"
						}
					}
				},
				{
					"type": "content_block_start",
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						"type": "text",
						"text": ""
					}
				},
				{
					"type": "ping"
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": "# Underst"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": "anding Recursion\n\n**Recursion** is a programming technique where a function solves a problem by calling itself on a smaller version of the same problem.\n\n## The Two"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": " Essential Parts\n\nEvery recursive function needs:\n\n1. **Base case** \u2014 the condition that stops the recursion (prevents infinite loops)\n2. **Recursive"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": " case** \u2014 where the function calls itself with a simpler input\n\n---\n\n## Simple Example: Factorial\n\nThe"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": " factorial of a number (written as `n!`) is the product of all numbers from 1 to n.\n\n```\n5! = 5 \u00d7 4 \u00d7 3 \u00d7 2 \u00d7 1 = 120\n```"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": "\n\nNotice that `5! = 5 \u00d7 4!`, which means we can define factorial **in terms of itself**.\n\n### Code Example (Python)\n\n```python"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": "\ndef factorial(n):\n    # Base case: stop when we reach 1\n    if n == 1:\n        return 1\n    # Recursive case: n"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": " \u00d7 factorial of (n-1)\n    else:\n        return n * factorial(n - 1)\n\nprint(factorial(5))  # Output: 120\n```\n\n---\n\n## How"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": " It Works (Step by Step)\n\nWhen you call `factorial(5)`, it unfolds like this:\n\n```\nfactorial(5) = 5 \u00d7 factorial"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": "(4)\n             = 5 \u00d7 (4 \u00d7 factorial(3))\n             = 5 \u00d7 (4 \u00d7 (3 \u00d7 factorial(2)))\n             = 5 \u00d7 (4 \u00d7 (3 \u00d7 (2 \u00d7"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": " factorial(1))))\n             = 5 \u00d7 (4 \u00d7 (3 \u00d7 (2 \u00d7 1)))      \u2190 base case reached!\n             = 120\n```\n\nThe"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": " function keeps calling itself until it hits the **base case** (`n == 1`), then the results \"bubble back up.\"\n\n---\n\n## A Help"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": "ful Analogy \ud83e\ude86\n\nThink of **Russian nesting dolls**:\n- To open the biggest doll, you open the next sm"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": "aller one, and so on.\n- Eventually you reach the **smallest doll** that can't be opened (the base case).\n- Then you put them"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": " all back together.\n\n---\n\n## Key Takeaway\n\n> A recursive function breaks a big problem into smaller, identical s"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": "ub-problems until it reaches a case simple enough to solve directly.\n\n**\u26a0\ufe0f Warning:** Always include a base case!"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": " Without it, the function calls itself forever and crashes (a \"stack overflow\" error).\n\nWould you like to"
					}
				},
				{
					"type": "content_block_delta",
					"index": 0,
					"delta": {
						"type": "text_delta",
						"text": " see another example, like calculating a Fibonacci sequence?"
					}
				},
				{
					"type": "content_block_stop",
					"index": 0
				},
				{
					"type": "message_delta",
					"delta": {
						"stop_reason": "end_turn",
						"stop_sequence": null,
						"stop_details": null
					},
					"usage": {
						"input_tokens": 22,
						"cache_creation_input_tokens": 0,
						"cache_read_input_tokens": 0,
						"output_tokens": 755,
						"output_tokens_details": {
							"thinking_tokens": 0
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				{
					"type": "message_stop"
				}
			],
			"code_snippets": [
				{
					"label": "typescript",
					"language": "typescript",
					"code": "const response = await env.AI.run(\n  'anthropic/claude-opus-4.8',\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-4.8\",\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": "I'll search for the latest Cloudflare news this week."
			},
			"raw_response": {
				"id": "msg_012vbxhcf34JMoq7KydUt9vv",
				"type": "message",
				"role": "assistant",
				"content": [
					{
						"type": "text",
						"text": "I'll search for the latest Cloudflare news this week."
					},
					{
						"type": "server_tool_use",
						"id": "srvtoolu_01KXV2jKHHeTwnHXEPh1Sj55",
						"name": "web_search",
						"input": {
							"query": "Cloudflare news this week"
						}
					},
					{
						"type": "server_tool_use",
						"id": "srvtoolu_0181PuVN9PJeTEyFBcyXfAJD",
						"name": "web_search",
						"input": {
							"query": "Cloudflare announcement June 2026"
						}
					},
					{
						"type": "web_search_tool_result",
						"tool_use_id": "srvtoolu_01KXV2jKHHeTwnHXEPh1Sj55",
						"content": [
							{
								"type": "web_search_result",
								"title": "Cloudflare Status",
								"url": "https://www.cloudflarestatus.com/",
								"encrypted_content": 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								"page_age": "2 hours ago"
							},
							{
								"type": "web_search_result",
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								"page_age": "May 7, 2026"
							},
							{
								"type": "web_search_result",
								"title": "Building for the future",
								"url": "https://blog.cloudflare.com/building-for-the-future/",
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								"page_age": "May 11, 2026"
							},
							{
								"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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								"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": "Application Security Updates by Cloudflare - June 2026 - Releasebot",
								"url": "https://releasebot.io/updates/cloudflare/application-security",
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								"page_age": "2 weeks ago"
							},
							{
								"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 Launches Design Partner Designation to Accelerate Secure AI and Seamless SASE Adoption",
								"url": "https://www.cloudflare.com/press/press-releases/2026/cloudflare-launches-design-partner-designation-to-accelerate-secure-ai-and-seamless-sase-adoption/",
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								"page_age": "5 days ago"
							},
							{
								"type": "web_search_result",
								"title": "Cloudflare Temporary Accounts for AI Agents (2026) | explainx.ai Blog | explainx.ai",
								"url": "https://explainx.ai/blog/cloudflare-temporary-accounts-ai-agents-wrangler-2026",
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								"page_age": "3 days ago"
							},
							{
								"type": "web_search_result",
								"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": "New Cloudflare Report Warns of a \u2018Technical Glass Ceiling\u2019 Stifling AI Growth and Weakening Cybersecurity | Cloudflare",
								"url": "https://www.cloudflare.com/press/press-releases/2026/new-cloudflare-report-warns-of-a-technical-glass-ceiling-stifling-ai-growth/",
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								"page_age": "January 14, 2026"
							},
							{
								"type": "web_search_result",
								"title": "Cloudflare Announces Date of First Quarter 2026 Financial Results and Investor Day | Nasdaq",
								"url": "https://www.nasdaq.com/press-release/cloudflare-announces-date-first-quarter-2026-financial-results-and-investor-day-2026",
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								"page_age": "April 13, 2026"
							}
						],
						"caller": {
							"type": "direct"
						}
					},
					{
						"type": "text",
						"text": "Here are the top Cloudflare news stories this week (week of June 22, 2026):\n\n- **Ongoing service disruption from a fiber cut.** "
					},
					{
						"type": "text",
						"text": "Cloudflare is investigating a fiber cut in Eastern North America, with customers connecting through North America or accessing services in Europe potentially seeing increased latencies and timeouts as engineers work to mitigate the issue.",
						"citations": [
							{
								"type": "web_search_result_location",
								"cited_text": "Update - We are investigating a fiber cut in Eastern North America. Customers connecting through North America or accessing services in Europe may see...",
								"url": "https://www.cloudflarestatus.com/",
								"title": "Cloudflare Status",
								"encrypted_index": "EpEBCioIERgCIiQ5ODY2MTIzNC03NmUwLTRlMGQtYTgyMS1iZThmOGMzNDc0ZDYSDLmlmRsUDUM65ds+8BoMjSnla5rRntsIQLvaIjAvdEUu81NTYBqjj64vxtD4tr+Zt7N+YxRQQCqcuGnq8H8n+DCP+Y9K8LpqPIldr5wqFQLxqvxp0UdI3b6CI1muWosrNDUUjhgE"
							}
						]
					},
					{
						"type": "text",
						"text": " "
					},
					{
						"type": "text",
						"text": "This follows Cloudflare investigating increased error rates and latency across multiple services beginning earlier on June 22.",
						"citations": [
							{
								"type": "web_search_result_location",
								"cited_text": "Jun 22, 2026 - 14:37 UTC \u00b7 Investigating - Cloudflare is investigating increased error rates and latency in multiple services beginning 13:35 UTC. ",
								"url": "https://www.cloudflarestatus.com/",
								"title": "Cloudflare Status",
								"encrypted_index": "Eo8BCioIERgCIiQ5ODY2MTIzNC03NmUwLTRlMGQtYTgyMS1iZThmOGMzNDc0ZDYSDB4egp1PrPbhtOF1OxoMPKeBjzpud8ZJzQbJIjDqj8DZKwQ0DD0VYH9eUNOo7XOF00ueyGYfZfyi6nf7LHP24mBQPukVNWjUIkBJkUYqE2HWqlmTJci3DUmkj0r7voymqtoYBA=="
							}
						]
					},
					{
						"type": "text",
						"text": "\n\n- **New \"Temporary Accounts\" feature for AI agents.** "
					},
					{
						"type": "text",
						"text": "On June 19, 2026, Cloudflare announced Temporary Accounts for AI agents \u2014 a way for coding agents to deploy Workers, APIs, and websites without hitting the human auth wall first.",
						"citations": [
							{
								"type": "web_search_result_location",
								"cited_text": "On June 19, 2026, Cloudflare announced Temporary Accounts for AI agents \u2014 a way for coding agents to deploy Workers, APIs, and websites without hittin...",
								"url": "https://explainx.ai/blog/cloudflare-temporary-accounts-ai-agents-wrangler-2026",
								"title": "Cloudflare Temporary Accounts for AI Agents (2026) | explainx.ai Blog | explainx.ai",
								"encrypted_index": "EpABCioIERgCIiQ5ODY2MTIzNC03NmUwLTRlMGQtYTgyMS1iZThmOGMzNDc0ZDYSDDTLZTAj3HEyJT4uxRoM+jIkXizvdcBAIgUCIjBrIqwIrMAlXobz4VCtBGcP9bMw3b3bLlj9bJ3CPd0enKUVme26Zfc3JpedgyC73GsqFB2LUG2b2A/oBeCr8z8dzXHsZIg6GAQ="
							}
						]
					},
					{
						"type": "text",
						"text": " "
					},
					{
						"type": "text",
						"text": "Using a single flag, Cloudflare provisions a temporary preview account, deploys the Worker to a workers.dev URL, and prints a claim link, giving you 60 minutes to make it permanent \u2014 or it expires on its own.",
						"citations": [
							{
								"type": "web_search_result_location",
								"cited_text": "Cloudflare provisions a temporary preview account, deploys your Worker to a workers.dev URL, and prints a claim link. You have 60 minutes to make it p...",
								"url": "https://explainx.ai/blog/cloudflare-temporary-accounts-ai-agents-wrangler-2026",
								"title": "Cloudflare Temporary Accounts for AI Agents (2026) | explainx.ai Blog | explainx.ai",
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						"text": "\n\n- **Stock volatility for Cloudflare (NET).** "
					},
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						"text": "Cloudflare is experiencing significant volatility, with a 4.8% drop on June 22 following an 11.7% decline in June.",
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								"cited_text": "Learn more ... Cloudflare (NET) is experiencing significant volatility, with a 4.8% drop today following an 11.7% decline in June. ",
								"url": "https://finance.yahoo.com/quote/NET/",
								"title": "Cloudflare, Inc. (NET) Stock Price, News, Quote & History - Yahoo Finance",
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						"type": "text",
						"text": " "
					},
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						"text": "Analysts remain cautiously optimistic, noting potential for a rebound as the stock tests key moving averages and earnings estimates rise.",
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								"cited_text": "Analysts are cautiously optimistic, noting potential for a rebound as the stock tests key moving averages and earnings estimates rise dramatically. ",
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								"title": "Cloudflare, Inc. (NET) Stock Price, News, Quote & History - Yahoo Finance",
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						"text": "\n\nA couple of other notable items from this week included new developer platform updates (such as Durable Objects staying alive during active outbound connections to support long-running LLM/agent workloads) and, just before the week, the June 17 launch of the Cloudflare One Design Partner Designation. Let me know if you'd like more detail on any of these."
					}
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