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  "@id": "https://aggr.aymericbeaumet.com/items/philschmid-de/2026-03-24-combine-built-in-tools-and-function-calling-in-the-gemini/#webpage",
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  "articleBody": "Most useful agents need several tools at once. A DevOps agent that spots a CVE also needs to file a ticket for it. Until recently, you had orchestrate those handoffs yourself or only use custom tools without built-in tools.\n\n[Tool combination in the Gemini API](https://ai.google.dev/gemini-api/docs/interactions?ua=chat#combining_built-in_tools_and_function_calling) now lets you combine [built-in tools](https://ai.google.dev/gemini-api/docs/tools) with custom function declarations in a single request. Gemini decides which tools to call, in what order, and circulates context between them automatically.\n\nBelow are two examples of tool combination.\n\n## Example 1: Tool Combination with Function Calling\n\nCombine Google Search, URL Context, and a custom function in one request. The model searches the web, reads a page, and calls your function without you specifying the order.\n\nGet a [Gemini API key](https://aistudio.google.com/apikey) and install the SDK:\n\n```plaintext\npip install google-genai\n```\n\nDefine a custom function and pass it alongside built-in tools:\n\nPython\n\n```python\nfrom google import genai\n \nclient = genai.Client()\n \nfile_incident = {\n    \"type\": \"function\",\n    \"name\": \"file_incident\",\n    \"description\": \"Files a security incident in the internal tracking system.\",\n    \"parameters\": {\n        \"type\": \"object\",\n        \"properties\": {\n            \"cve_id\": {\"type\": \"string\", \"description\": \"CVE identifier\"},\n            \"severity\": {\"type\": \"string\", \"description\": \"Critical, High, Medium, or Low\"},\n            \"summary\": {\"type\": \"string\", \"description\": \"Brief description of the vulnerability\"},\n        },\n        \"required\": [\"cve_id\", \"severity\", \"summary\"],\n    },\n}\n \ninteraction = client.interactions.create(\n    model=\"gemini-3-flash-preview\",\n    input=\"Search for the latest critical CVE affecting react, read the full advisory page, and file an incident for it.\",\n    tools=[\n        {\"type\": \"google_search\"},\n        {\"type\": \"url_context\"},\n        {\"type\": \"function\", \"name\": \"file_incident\", \"parameters\": ...},\n    ],\n)\n \nfor output in interaction.outputs:\n    print(f\"{output.type}...\")\n    if output.type == \"function_call\":\n        print(f\"Function: {output.name}\")\n        print(f\"Arguments: {output.arguments}\")\n \n# google_search_call...\n# google_search_result...\n# google_search_call...\n# google_search_result...\n# thought...\n# function_call...\n# Function: file_incident\n# Arguments: {'summary': 'Unauthenticated remote code execution (RCE) vulnerability in React Server Components (RSC) affecting React 19.0, 19.1.x, and 19.2.0. The vulnerability (React2Shell) stems from insecure deserialization in the RSC \"Flight\" protocol, allowing an attacker to execute arbitrary code via a crafted HTTP request. Patches are available in React versions 19.0.1, 19.1.2, and 19.2.1.', 'severity': 'Critical', 'cve_id': 'CVE-2025-55182'}\n```\n\n## Example 2: Cross-Turn Context Circulation\n\nContext circulation preserves built-in tool results across turns. Pass `previous_interaction_id` and follow-up questions can reason over earlier results without re-executing tools. The model can still make new tool calls if it needs fresh data or thinks it needs to.\n\nPython\n\n```python\nfrom google import genai\n \nclient = genai.Client()\n \n# Turn 1: URL Context reads Philipp's about page\nturn1 = client.interactions.create(\n    model=\"gemini-3-flash-preview\",\n    input=\"Who is Philipp Schmid? https://www.philschmid.de/philipp-schmid\",\n    tools=[{\"type\": \"url_context\"}],\n)\nprint(turn1.outputs[-1].text)\n \n# Turn 2: Follow-up uses context from turn 1\nturn2 = client.interactions.create(\n    model=\"gemini-3-flash-preview\",\n    input=\"What is his twitter handle?\",\n    tools=[{\"type\": \"url_context\"}],\n    previous_interaction_id=turn1.id,\n)\nprint(turn2.outputs[-1].text)\n```\n\n* * *\n\nThanks for reading! If you have any questions or feedback, please let me know on [Twitter](https://twitter.com/_philschmid) or [LinkedIn](https://www.linkedin.com/in/philipp-schmid-a6a2bb196/).\n",
  "authors": [],
  "captured_at": "2026-09-27T19:29:15.293681927+00:00",
  "category": "programming",
  "content_html": "<p>Most useful agents need several tools at once. A DevOps agent that spots a CVE also needs to file a ticket for it. Until recently, you had orchestrate those handoffs yourself or only use custom tools without built-in tools.</p>\n<p><a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://ai.google.dev/gemini-api/docs/interactions?ua=chat#combining_built-in_tools_and_function_calling\">Tool combination in the Gemini API</a> now lets you combine <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://ai.google.dev/gemini-api/docs/tools\">built-in tools</a> with custom function declarations in a single request. Gemini decides which tools to call, in what order, and circulates context between them automatically.</p>\n<p>Below are two examples of tool combination.</p>\n<h2>Example 1: Tool Combination with Function Calling</h2>\n<p>Combine Google Search, URL Context, and a custom function in one request. The model searches the web, reads a page, and calls your function without you specifying the order.</p>\n<p>Get a <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://aistudio.google.com/apikey\">Gemini API key</a> and install the SDK:</p>\n<pre><code class=\"language-plaintext\"><span class=\"code-snippet\">pip install google-genai\n</span></code></pre>\n<p>Define a custom function and pass it alongside built-in tools:</p>\n<p>Python</p>\n<pre><code class=\"language-python\"><span class=\"code-snippet\" data-language=\"Python\"><span class=\"syntax-source syntax-python\"><span class=\"syntax-meta syntax-statement syntax-import syntax-python\"><span class=\"syntax-keyword syntax-control syntax-import syntax-from syntax-python\">from</span></span><span class=\"syntax-meta syntax-statement syntax-import syntax-python\"><span class=\"syntax-meta syntax-import-source syntax-python\"> <span class=\"syntax-meta syntax-import-path syntax-python\"><span class=\"syntax-meta syntax-import-name syntax-python\">google</span></span> <span class=\"syntax-meta syntax-statement syntax-import syntax-python\"><span class=\"syntax-keyword syntax-control syntax-import syntax-python\">import</span></span></span></span><span class=\"syntax-meta syntax-statement syntax-import syntax-python\"></span><span class=\"syntax-meta syntax-statement syntax-import syntax-python\"> <span class=\"syntax-meta syntax-generic-name syntax-python\">genai</span></span>\n \n<span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">client</span></span> <span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span> <span class=\"syntax-meta syntax-function-call syntax-python\"><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">genai</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span></span><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-variable syntax-function syntax-python\">Client</span></span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-begin syntax-python\">(</span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-end syntax-python\">)</span></span>\n \n<span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">file_incident</span></span> <span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span> <span class=\"syntax-meta syntax-structure syntax-dictionary-or-set syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-begin syntax-python\">{</span>\n    <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">type<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">function<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-dictionary-or-set syntax-python\">,</span>\n    <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">name<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">file_incident<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-dictionary-or-set syntax-python\">,</span>\n    <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">description<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">Files a security incident in the internal tracking system.<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-dictionary-or-set syntax-python\">,</span>\n    <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">parameters<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-structure syntax-dictionary-or-set syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-begin syntax-python\">{</span>\n        <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">type<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">object<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-dictionary-or-set syntax-python\">,</span>\n        <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">properties<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-structure syntax-dictionary-or-set syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-begin syntax-python\">{</span>\n            <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">cve_id<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-structure syntax-dictionary-or-set syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-begin syntax-python\">{</span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">type<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">string<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-dictionary-or-set syntax-python\">,</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">description<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">CVE identifier<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-end syntax-python\">}</span></span><span class=\"syntax-punctuation syntax-separator syntax-dictionary-or-set syntax-python\">,</span>\n            <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">severity<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-structure syntax-dictionary-or-set syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-begin syntax-python\">{</span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">type<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">string<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-dictionary-or-set syntax-python\">,</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">description<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">Critical, High, Medium, or Low<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-end syntax-python\">}</span></span><span class=\"syntax-punctuation syntax-separator syntax-dictionary-or-set syntax-python\">,</span>\n            <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">summary<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-structure syntax-dictionary-or-set syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-begin syntax-python\">{</span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">type<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">string<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-dictionary-or-set syntax-python\">,</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">description<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">Brief description of the vulnerability<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-end syntax-python\">}</span></span><span class=\"syntax-punctuation syntax-separator syntax-dictionary-or-set syntax-python\">,</span>\n        <span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-end syntax-python\">}</span></span><span class=\"syntax-punctuation syntax-separator syntax-dictionary-or-set syntax-python\">,</span>\n        <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">required<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-structure syntax-list syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-list syntax-begin syntax-python\">[</span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">cve_id<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-list syntax-python\">,</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">severity<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-list syntax-python\">,</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">summary<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-section syntax-list syntax-end syntax-python\">]</span></span><span class=\"syntax-punctuation syntax-separator syntax-dictionary-or-set syntax-python\">,</span>\n    <span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-end syntax-python\">}</span></span><span class=\"syntax-punctuation syntax-separator syntax-dictionary-or-set syntax-python\">,</span>\n<span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-end syntax-python\">}</span></span>\n \n<span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">interaction</span></span> <span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span> <span class=\"syntax-meta syntax-function-call syntax-python\"><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">client</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span><span class=\"syntax-meta syntax-generic-name syntax-python\">interactions</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span></span><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-variable syntax-function syntax-python\">create</span></span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-begin syntax-python\">(</span><span class=\"syntax-meta syntax-function-call syntax-arguments syntax-python\">\n    <span class=\"syntax-variable syntax-parameter syntax-python\">model</span><span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">gemini-3-flash-preview<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-arguments syntax-python\">,</span>\n    <span class=\"syntax-variable syntax-parameter syntax-python\">input</span><span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">Search for the latest critical CVE affecting react, read the full advisory page, and file an incident for it.<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-arguments syntax-python\">,</span>\n    <span class=\"syntax-variable syntax-parameter syntax-python\">tools</span><span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span><span class=\"syntax-meta syntax-structure syntax-list syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-list syntax-begin syntax-python\">[</span>\n        <span class=\"syntax-meta syntax-structure syntax-dictionary-or-set syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-begin syntax-python\">{</span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">type<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">google_search<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-end syntax-python\">}</span></span><span class=\"syntax-punctuation syntax-separator syntax-list syntax-python\">,</span>\n        <span class=\"syntax-meta syntax-structure syntax-dictionary-or-set syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-begin syntax-python\">{</span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">type<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">url_context<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-end syntax-python\">}</span></span><span class=\"syntax-punctuation syntax-separator syntax-list syntax-python\">,</span>\n        <span class=\"syntax-meta syntax-structure syntax-dictionary-or-set syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-begin syntax-python\">{</span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">type<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">function<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-dictionary-or-set syntax-python\">,</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">name<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">file_incident<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-dictionary-or-set syntax-python\">,</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">parameters<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-constant syntax-language syntax-python\">...</span><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-end syntax-python\">}</span></span><span class=\"syntax-punctuation syntax-separator syntax-list syntax-python\">,</span>\n    <span class=\"syntax-punctuation syntax-section syntax-list syntax-end syntax-python\">]</span></span><span class=\"syntax-punctuation syntax-separator syntax-arguments syntax-python\">,</span>\n</span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-end syntax-python\">)</span></span>\n \n<span class=\"syntax-meta syntax-statement syntax-for syntax-python\"><span class=\"syntax-keyword syntax-control syntax-flow syntax-for syntax-python\">for</span> <span class=\"syntax-meta syntax-generic-name syntax-python\">output</span> <span class=\"syntax-meta syntax-statement syntax-for syntax-python\"><span class=\"syntax-keyword syntax-control syntax-flow syntax-for syntax-in syntax-python\">in</span></span></span><span class=\"syntax-meta syntax-statement syntax-for syntax-python\"> <span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">interaction</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span><span class=\"syntax-meta syntax-generic-name syntax-python\">outputs</span></span><span class=\"syntax-punctuation syntax-section syntax-block syntax-for syntax-python\">:</span></span>\n    <span class=\"syntax-meta syntax-function-call syntax-python\"><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-support syntax-function syntax-builtin syntax-python\">print</span></span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-begin syntax-python\">(</span><span class=\"syntax-meta syntax-function-call syntax-arguments syntax-python\"><span class=\"syntax-storage syntax-type syntax-string syntax-python\">f</span><span class=\"syntax-meta syntax-string syntax-interpolated syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-interpolated syntax-python\"><span class=\"syntax-meta syntax-interpolation syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-interpolation syntax-begin syntax-python\">{</span><span class=\"syntax-source syntax-python syntax-embedded\"><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">output</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span><span class=\"syntax-meta syntax-generic-name syntax-python\">type</span></span></span></span><span class=\"syntax-meta syntax-interpolation syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-interpolation syntax-end syntax-python\">}</span></span><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">...<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span></span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-end syntax-python\">)</span></span>\n    <span class=\"syntax-meta syntax-statement syntax-if syntax-python\"><span class=\"syntax-keyword syntax-control syntax-flow syntax-conditional syntax-python\">if</span> <span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">output</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span><span class=\"syntax-meta syntax-generic-name syntax-python\">type</span></span> <span class=\"syntax-keyword syntax-operator syntax-comparison syntax-python\">==</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">function_call<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-section syntax-block syntax-conditional syntax-python\">:</span></span>\n        <span class=\"syntax-meta syntax-function-call syntax-python\"><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-support syntax-function syntax-builtin syntax-python\">print</span></span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-begin syntax-python\">(</span><span class=\"syntax-meta syntax-function-call syntax-arguments syntax-python\"><span class=\"syntax-storage syntax-type syntax-string syntax-python\">f</span><span class=\"syntax-meta syntax-string syntax-interpolated syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-interpolated syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">Function: </span><span class=\"syntax-meta syntax-interpolation syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-interpolation syntax-begin syntax-python\">{</span><span class=\"syntax-source syntax-python syntax-embedded\"><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">output</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span><span class=\"syntax-meta syntax-generic-name syntax-python\">name</span></span></span></span><span class=\"syntax-meta syntax-interpolation syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-interpolation syntax-end syntax-python\">}</span></span><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span></span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-end syntax-python\">)</span></span>\n        <span class=\"syntax-meta syntax-function-call syntax-python\"><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-support syntax-function syntax-builtin syntax-python\">print</span></span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-begin syntax-python\">(</span><span class=\"syntax-meta syntax-function-call syntax-arguments syntax-python\"><span class=\"syntax-storage syntax-type syntax-string syntax-python\">f</span><span class=\"syntax-meta syntax-string syntax-interpolated syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-interpolated syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">Arguments: </span><span class=\"syntax-meta syntax-interpolation syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-interpolation syntax-begin syntax-python\">{</span><span class=\"syntax-source syntax-python syntax-embedded\"><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">output</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span><span class=\"syntax-meta syntax-generic-name syntax-python\">arguments</span></span></span></span><span class=\"syntax-meta syntax-interpolation syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-interpolation syntax-end syntax-python\">}</span></span><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span></span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-end syntax-python\">)</span></span>\n \n<span class=\"syntax-comment syntax-line syntax-number-sign syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-comment syntax-python\">#</span> google_search_call...\n</span><span class=\"syntax-comment syntax-line syntax-number-sign syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-comment syntax-python\">#</span> google_search_result...\n</span><span class=\"syntax-comment syntax-line syntax-number-sign syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-comment syntax-python\">#</span> google_search_call...\n</span><span class=\"syntax-comment syntax-line syntax-number-sign syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-comment syntax-python\">#</span> google_search_result...\n</span><span class=\"syntax-comment syntax-line syntax-number-sign syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-comment syntax-python\">#</span> thought...\n</span><span class=\"syntax-comment syntax-line syntax-number-sign syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-comment syntax-python\">#</span> function_call...\n</span><span class=\"syntax-comment syntax-line syntax-number-sign syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-comment syntax-python\">#</span> Function: file_incident\n</span><span class=\"syntax-comment syntax-line syntax-number-sign syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-comment syntax-python\">#</span> Arguments: {&#39;summary&#39;: &#39;Unauthenticated remote code execution (RCE) vulnerability in React Server Components (RSC) affecting React 19.0, 19.1.x, and 19.2.0. The vulnerability (React2Shell) stems from insecure deserialization in the RSC &quot;Flight&quot; protocol, allowing an attacker to execute arbitrary code via a crafted HTTP request. Patches are available in React versions 19.0.1, 19.1.2, and 19.2.1.&#39;, &#39;severity&#39;: &#39;Critical&#39;, &#39;cve_id&#39;: &#39;CVE-2025-55182&#39;}\n</span></span></span></code></pre>\n<h2>Example 2: Cross-Turn Context Circulation</h2>\n<p>Context circulation preserves built-in tool results across turns. Pass <code>previous_interaction_id</code> and follow-up questions can reason over earlier results without re-executing tools. The model can still make new tool calls if it needs fresh data or thinks it needs to.</p>\n<p>Python</p>\n<pre><code class=\"language-python\"><span class=\"code-snippet\" data-language=\"Python\"><span class=\"syntax-source syntax-python\"><span class=\"syntax-meta syntax-statement syntax-import syntax-python\"><span class=\"syntax-keyword syntax-control syntax-import syntax-from syntax-python\">from</span></span><span class=\"syntax-meta syntax-statement syntax-import syntax-python\"><span class=\"syntax-meta syntax-import-source syntax-python\"> <span class=\"syntax-meta syntax-import-path syntax-python\"><span class=\"syntax-meta syntax-import-name syntax-python\">google</span></span> <span class=\"syntax-meta syntax-statement syntax-import syntax-python\"><span class=\"syntax-keyword syntax-control syntax-import syntax-python\">import</span></span></span></span><span class=\"syntax-meta syntax-statement syntax-import syntax-python\"></span><span class=\"syntax-meta syntax-statement syntax-import syntax-python\"> <span class=\"syntax-meta syntax-generic-name syntax-python\">genai</span></span>\n \n<span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">client</span></span> <span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span> <span class=\"syntax-meta syntax-function-call syntax-python\"><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">genai</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span></span><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-variable syntax-function syntax-python\">Client</span></span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-begin syntax-python\">(</span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-end syntax-python\">)</span></span>\n \n<span class=\"syntax-comment syntax-line syntax-number-sign syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-comment syntax-python\">#</span> Turn 1: URL Context reads Philipp&#39;s about page\n</span><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">turn1</span></span> <span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span> <span class=\"syntax-meta syntax-function-call syntax-python\"><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">client</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span><span class=\"syntax-meta syntax-generic-name syntax-python\">interactions</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span></span><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-variable syntax-function syntax-python\">create</span></span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-begin syntax-python\">(</span><span class=\"syntax-meta syntax-function-call syntax-arguments syntax-python\">\n    <span class=\"syntax-variable syntax-parameter syntax-python\">model</span><span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">gemini-3-flash-preview<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-arguments syntax-python\">,</span>\n    <span class=\"syntax-variable syntax-parameter syntax-python\">input</span><span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">Who is Philipp Schmid? https://www.philschmid.de/philipp-schmid<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-arguments syntax-python\">,</span>\n    <span class=\"syntax-variable syntax-parameter syntax-python\">tools</span><span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span><span class=\"syntax-meta syntax-structure syntax-list syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-list syntax-begin syntax-python\">[</span><span class=\"syntax-meta syntax-structure syntax-dictionary-or-set syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-begin syntax-python\">{</span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">type<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">url_context<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-end syntax-python\">}</span></span><span class=\"syntax-punctuation syntax-section syntax-list syntax-end syntax-python\">]</span></span><span class=\"syntax-punctuation syntax-separator syntax-arguments syntax-python\">,</span>\n</span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-end syntax-python\">)</span></span>\n<span class=\"syntax-meta syntax-function-call syntax-python\"><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-support syntax-function syntax-builtin syntax-python\">print</span></span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-begin syntax-python\">(</span><span class=\"syntax-meta syntax-function-call syntax-arguments syntax-python\"><span class=\"syntax-meta syntax-item-access syntax-python\"><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">turn1</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span><span class=\"syntax-meta syntax-generic-name syntax-python\">outputs</span></span></span><span class=\"syntax-meta syntax-item-access syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-brackets syntax-begin syntax-python\">[</span></span><span class=\"syntax-meta syntax-item-access syntax-arguments syntax-python\"><span class=\"syntax-keyword syntax-operator syntax-arithmetic syntax-python\">-</span><span class=\"syntax-constant syntax-numeric syntax-integer syntax-decimal syntax-python\">1</span></span><span class=\"syntax-meta syntax-item-access syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-brackets syntax-end syntax-python\">]</span></span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span><span class=\"syntax-meta syntax-generic-name syntax-python\">text</span></span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-end syntax-python\">)</span></span>\n \n<span class=\"syntax-comment syntax-line syntax-number-sign syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-comment syntax-python\">#</span> Turn 2: Follow-up uses context from turn 1\n</span><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">turn2</span></span> <span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span> <span class=\"syntax-meta syntax-function-call syntax-python\"><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">client</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span><span class=\"syntax-meta syntax-generic-name syntax-python\">interactions</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span></span><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-variable syntax-function syntax-python\">create</span></span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-begin syntax-python\">(</span><span class=\"syntax-meta syntax-function-call syntax-arguments syntax-python\">\n    <span class=\"syntax-variable syntax-parameter syntax-python\">model</span><span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">gemini-3-flash-preview<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-arguments syntax-python\">,</span>\n    <span class=\"syntax-variable syntax-parameter syntax-python\">input</span><span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">What is his twitter handle?<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-arguments syntax-python\">,</span>\n    <span class=\"syntax-variable syntax-parameter syntax-python\">tools</span><span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span><span class=\"syntax-meta syntax-structure syntax-list syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-list syntax-begin syntax-python\">[</span><span class=\"syntax-meta syntax-structure syntax-dictionary-or-set syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-begin syntax-python\">{</span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">type<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-python\">:</span> <span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-python\">&quot;</span></span></span><span class=\"syntax-meta syntax-string syntax-python\"><span class=\"syntax-string syntax-quoted syntax-double syntax-python\">url_context<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-python\">&quot;</span></span></span><span class=\"syntax-punctuation syntax-section syntax-dictionary-or-set syntax-end syntax-python\">}</span></span><span class=\"syntax-punctuation syntax-section syntax-list syntax-end syntax-python\">]</span></span><span class=\"syntax-punctuation syntax-separator syntax-arguments syntax-python\">,</span>\n    <span class=\"syntax-variable syntax-parameter syntax-python\">previous_interaction_id</span><span class=\"syntax-keyword syntax-operator syntax-assignment syntax-python\">=</span><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">turn1</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span><span class=\"syntax-meta syntax-generic-name syntax-python\">id</span></span><span class=\"syntax-punctuation syntax-separator syntax-arguments syntax-python\">,</span>\n</span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-end syntax-python\">)</span></span>\n<span class=\"syntax-meta syntax-function-call syntax-python\"><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-support syntax-function syntax-builtin syntax-python\">print</span></span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-begin syntax-python\">(</span><span class=\"syntax-meta syntax-function-call syntax-arguments syntax-python\"><span class=\"syntax-meta syntax-item-access syntax-python\"><span class=\"syntax-meta syntax-qualified-name syntax-python\"><span class=\"syntax-meta syntax-generic-name syntax-python\">turn2</span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span><span class=\"syntax-meta syntax-generic-name syntax-python\">outputs</span></span></span><span class=\"syntax-meta syntax-item-access syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-brackets syntax-begin syntax-python\">[</span></span><span class=\"syntax-meta syntax-item-access syntax-arguments syntax-python\"><span class=\"syntax-keyword syntax-operator syntax-arithmetic syntax-python\">-</span><span class=\"syntax-constant syntax-numeric syntax-integer syntax-decimal syntax-python\">1</span></span><span class=\"syntax-meta syntax-item-access syntax-python\"><span class=\"syntax-punctuation syntax-section syntax-brackets syntax-end syntax-python\">]</span></span><span class=\"syntax-punctuation syntax-accessor syntax-dot syntax-python\">.</span><span class=\"syntax-meta syntax-generic-name syntax-python\">text</span></span><span class=\"syntax-punctuation syntax-section syntax-arguments syntax-end syntax-python\">)</span></span>\n</span></span></code></pre>\n<hr />\n<p>Thanks for reading! If you have any questions or feedback, please let me know on <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://twitter.com/_philschmid\">Twitter</a> or <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://www.linkedin.com/in/philipp-schmid-a6a2bb196/\">LinkedIn</a>.</p>\n",
  "content_markdown": "Most useful agents need several tools at once. A DevOps agent that spots a CVE also needs to file a ticket for it. Until recently, you had orchestrate those handoffs yourself or only use custom tools without built-in tools.\n\n[Tool combination in the Gemini API](https://ai.google.dev/gemini-api/docs/interactions?ua=chat#combining_built-in_tools_and_function_calling) now lets you combine [built-in tools](https://ai.google.dev/gemini-api/docs/tools) with custom function declarations in a single request. Gemini decides which tools to call, in what order, and circulates context between them automatically.\n\nBelow are two examples of tool combination.\n\n## Example 1: Tool Combination with Function Calling\n\nCombine Google Search, URL Context, and a custom function in one request. The model searches the web, reads a page, and calls your function without you specifying the order.\n\nGet a [Gemini API key](https://aistudio.google.com/apikey) and install the SDK:\n\n```plaintext\npip install google-genai\n```\n\nDefine a custom function and pass it alongside built-in tools:\n\nPython\n\n```python\nfrom google import genai\n \nclient = genai.Client()\n \nfile_incident = {\n    \"type\": \"function\",\n    \"name\": \"file_incident\",\n    \"description\": \"Files a security incident in the internal tracking system.\",\n    \"parameters\": {\n        \"type\": \"object\",\n        \"properties\": {\n            \"cve_id\": {\"type\": \"string\", \"description\": \"CVE identifier\"},\n            \"severity\": {\"type\": \"string\", \"description\": \"Critical, High, Medium, or Low\"},\n            \"summary\": {\"type\": \"string\", \"description\": \"Brief description of the vulnerability\"},\n        },\n        \"required\": [\"cve_id\", \"severity\", \"summary\"],\n    },\n}\n \ninteraction = client.interactions.create(\n    model=\"gemini-3-flash-preview\",\n    input=\"Search for the latest critical CVE affecting react, read the full advisory page, and file an incident for it.\",\n    tools=[\n        {\"type\": \"google_search\"},\n        {\"type\": \"url_context\"},\n        {\"type\": \"function\", \"name\": \"file_incident\", \"parameters\": ...},\n    ],\n)\n \nfor output in interaction.outputs:\n    print(f\"{output.type}...\")\n    if output.type == \"function_call\":\n        print(f\"Function: {output.name}\")\n        print(f\"Arguments: {output.arguments}\")\n \n# google_search_call...\n# google_search_result...\n# google_search_call...\n# google_search_result...\n# thought...\n# function_call...\n# Function: file_incident\n# Arguments: {'summary': 'Unauthenticated remote code execution (RCE) vulnerability in React Server Components (RSC) affecting React 19.0, 19.1.x, and 19.2.0. The vulnerability (React2Shell) stems from insecure deserialization in the RSC \"Flight\" protocol, allowing an attacker to execute arbitrary code via a crafted HTTP request. Patches are available in React versions 19.0.1, 19.1.2, and 19.2.1.', 'severity': 'Critical', 'cve_id': 'CVE-2025-55182'}\n```\n\n## Example 2: Cross-Turn Context Circulation\n\nContext circulation preserves built-in tool results across turns. Pass `previous_interaction_id` and follow-up questions can reason over earlier results without re-executing tools. The model can still make new tool calls if it needs fresh data or thinks it needs to.\n\nPython\n\n```python\nfrom google import genai\n \nclient = genai.Client()\n \n# Turn 1: URL Context reads Philipp's about page\nturn1 = client.interactions.create(\n    model=\"gemini-3-flash-preview\",\n    input=\"Who is Philipp Schmid? https://www.philschmid.de/philipp-schmid\",\n    tools=[{\"type\": \"url_context\"}],\n)\nprint(turn1.outputs[-1].text)\n \n# Turn 2: Follow-up uses context from turn 1\nturn2 = client.interactions.create(\n    model=\"gemini-3-flash-preview\",\n    input=\"What is his twitter handle?\",\n    tools=[{\"type\": \"url_context\"}],\n    previous_interaction_id=turn1.id,\n)\nprint(turn2.outputs[-1].text)\n```\n\n* * *\n\nThanks for reading! If you have any questions or feedback, please let me know on [Twitter](https://twitter.com/_philschmid) or [LinkedIn](https://www.linkedin.com/in/philipp-schmid-a6a2bb196/).\n",
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