mirror of https://github.com/aliasrobotics/cai.git
3055 lines
68 KiB
HTML
3055 lines
68 KiB
HTML
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<!doctype html>
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<html lang="en" class="no-js">
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<head>
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<meta charset="utf-8">
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<meta name="viewport" content="width=device-width,initial-scale=1">
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<link rel="icon" href="../assets/imago.png">
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<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.11">
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<title>Quickstart - CAI</title>
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<link rel="stylesheet" href="../assets/stylesheets/main.4af4bdda.min.css">
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<link rel="stylesheet" href="../assets/stylesheets/palette.06af60db.min.css">
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<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback">
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<style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
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<link rel="stylesheet" href="../assets/_mkdocstrings.css">
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<link rel="stylesheet" href="../stylesheets/extra.css">
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<script>__md_scope=new URL("..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
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</head>
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<body dir="ltr" data-md-color-scheme="default" data-md-color-primary="custom" data-md-color-accent="indigo">
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<input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
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<input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
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<label class="md-overlay" for="__drawer"></label>
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<div data-md-component="skip">
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<a href="#quickstart" class="md-skip">
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Skip to content
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</a>
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</div>
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<div data-md-component="announce">
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</div>
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<header class="md-header md-header--shadow" data-md-component="header">
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<nav class="md-header__inner md-grid" aria-label="Header">
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<a href=".." title="CAI" class="md-header__button md-logo" aria-label="CAI" data-md-component="logo">
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<img src="../assets/imago.png" alt="logo">
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</a>
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<label class="md-header__button md-icon" for="__drawer">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
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</label>
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<div class="md-header__title" data-md-component="header-title">
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<div class="md-header__ellipsis">
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<div class="md-header__topic">
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<span class="md-ellipsis">
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CAI
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</span>
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</div>
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<div class="md-header__topic" data-md-component="header-topic">
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<span class="md-ellipsis">
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Quickstart
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</span>
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</div>
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</div>
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</div>
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<label class="md-header__button md-icon" for="__search">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
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</label>
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<div class="md-search" data-md-component="search" role="dialog">
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<label class="md-search__overlay" for="__search"></label>
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<div class="md-search__inner" role="search">
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<form class="md-search__form" name="search">
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<input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
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<label class="md-search__icon md-icon" for="__search">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
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</label>
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<nav class="md-search__options" aria-label="Search">
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<button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
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</button>
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</nav>
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</form>
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<div class="md-search__output">
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<div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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<div class="md-search-result" data-md-component="search-result">
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<div class="md-search-result__meta">
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Initializing search
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</div>
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<ol class="md-search-result__list" role="presentation"></ol>
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</div>
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</div>
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</div>
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</div>
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</div>
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<div class="md-header__source">
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<a href="https://github.com/aliasrobotics/cai" title="Go to repository" class="md-source" data-md-component="source">
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<div class="md-source__icon md-icon">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg>
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</div>
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<div class="md-source__repository">
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aliasrobotics/cai
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</div>
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</a>
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</div>
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</nav>
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</header>
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<div class="md-container" data-md-component="container">
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<main class="md-main" data-md-component="main">
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<div class="md-main__inner md-grid">
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<div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" >
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<div class="md-sidebar__scrollwrap">
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<div class="md-sidebar__inner">
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<nav class="md-nav md-nav--primary" aria-label="Navigation" data-md-level="0">
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<label class="md-nav__title" for="__drawer">
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<a href=".." title="CAI" class="md-nav__button md-logo" aria-label="CAI" data-md-component="logo">
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<img src="../assets/imago.png" alt="logo">
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</a>
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CAI
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</label>
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<div class="md-nav__source">
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<a href="https://github.com/aliasrobotics/cai" title="Go to repository" class="md-source" data-md-component="source">
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<div class="md-source__icon md-icon">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg>
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</div>
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<div class="md-source__repository">
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aliasrobotics/cai
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</div>
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</a>
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</div>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item md-nav__item--section md-nav__item--nested">
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<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_1" >
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<label class="md-nav__link" for="__nav_1" id="__nav_1_label" tabindex="">
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<span class="md-ellipsis">
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Getting Started
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_1_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_1">
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<span class="md-nav__icon md-icon"></span>
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Getting Started
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href=".." class="md-nav__link">
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<span class="md-ellipsis">
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Welcome
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../cai_installation/" class="md-nav__link">
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<span class="md-ellipsis">
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Installation
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../cai_quickstart/" class="md-nav__link">
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<span class="md-ellipsis">
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Quickstart
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../cai_list_of_models/" class="md-nav__link">
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<span class="md-ellipsis">
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Available Models
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</span>
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_1_5" >
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<label class="md-nav__link" for="__nav_1_5" id="__nav_1_5_label" tabindex="0">
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<span class="md-ellipsis">
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Model Providers
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_5_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_1_5">
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<span class="md-nav__icon md-icon"></span>
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Model Providers
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../providers/openrouter.md" class="md-nav__link">
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<span class="md-ellipsis">
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OpenRouter
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../providers/ollama/" class="md-nav__link">
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<span class="md-ellipsis">
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Ollama
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../providers/azure.md" class="md-nav__link">
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<span class="md-ellipsis">
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Azure OpenAI
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</span>
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</a>
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<span class="md-ellipsis">
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Context Management
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Environment Variables
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<span class="md-ellipsis">
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Packet Capture on WSL2
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<span class="md-ellipsis">
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Operator Feedback Reproduction
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</a>
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Case Studies
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<span class="md-nav__icon md-icon"></span>
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<span class="md-ellipsis">
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Operator Artifact Evidence
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</span>
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<li class="md-nav__item md-nav__item--section md-nav__item--nested">
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<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_8" >
|
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<label class="md-nav__link" for="__nav_8" id="__nav_8_label" tabindex="">
|
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<span class="md-ellipsis">
|
|
Mobile UI (iOS)
|
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|
</span>
|
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<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
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|
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_8_label" aria-expanded="false">
|
|
<label class="md-nav__title" for="__nav_8">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
Mobile UI (iOS)
|
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</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
|
|
<a href="../mui/mui_index/" class="md-nav__link">
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<span class="md-ellipsis">
|
|
Overview
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</span>
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|
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</a>
|
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</li>
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<li class="md-nav__item">
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|
<a href="../mui/getting_started/" class="md-nav__link">
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|
|
<span class="md-ellipsis">
|
|
Getting Started
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</span>
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</a>
|
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</li>
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<li class="md-nav__item">
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|
<a href="../mui/user_interface/" class="md-nav__link">
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|
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<span class="md-ellipsis">
|
|
User Interface
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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|
<a href="../mui/gestures_shortcuts/" class="md-nav__link">
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<span class="md-ellipsis">
|
|
Gestures & Shortcuts
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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|
<a href="../mui/chat_features/" class="md-nav__link">
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<span class="md-ellipsis">
|
|
Chat Features
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--section md-nav__item--nested">
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<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_9" >
|
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|
|
<label class="md-nav__link" for="__nav_9" id="__nav_9_label" tabindex="">
|
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|
|
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|
|
<span class="md-ellipsis">
|
|
Terminal UI (TUI) - Deprecated
|
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|
|
</span>
|
|
|
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
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|
|
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_9_label" aria-expanded="false">
|
|
<label class="md-nav__title" for="__nav_9">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
Terminal UI (TUI) - Deprecated
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
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|
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|
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<li class="md-nav__item">
|
|
<a href="../tui/tui_index/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
Overview
|
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|
|
</span>
|
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|
|
</a>
|
|
</li>
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<li class="md-nav__item">
|
|
<a href="../tui/getting_started/" class="md-nav__link">
|
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|
|
|
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|
|
<span class="md-ellipsis">
|
|
Getting Started
|
|
|
|
</span>
|
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|
|
|
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</a>
|
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</li>
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<li class="md-nav__item">
|
|
<a href="../tui/user_interface/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
User Interface
|
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</span>
|
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|
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</a>
|
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</li>
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<li class="md-nav__item">
|
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<a href="../tui/terminals_management/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
|
Terminals Management
|
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</span>
|
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</a>
|
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</li>
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<li class="md-nav__item">
|
|
<a href="../tui/teams_and_parallel_execution/" class="md-nav__link">
|
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|
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|
|
<span class="md-ellipsis">
|
|
Teams & Parallel Execution
|
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|
|
</span>
|
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|
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</a>
|
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</li>
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<li class="md-nav__item">
|
|
<a href="../tui/sidebar_features/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Sidebar Features
|
|
|
|
</span>
|
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|
|
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</a>
|
|
</li>
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<li class="md-nav__item">
|
|
<a href="../tui/keyboard_shortcuts/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Keyboard Shortcuts
|
|
|
|
</span>
|
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|
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</a>
|
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</li>
|
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<li class="md-nav__item">
|
|
<a href="../tui/commands_reference/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Commands Reference
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
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<li class="md-nav__item">
|
|
<a href="../tui/advanced_features/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Advanced Features
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
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<li class="md-nav__item">
|
|
<a href="../tui/troubleshooting/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Troubleshooting
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
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</li>
|
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<li class="md-nav__item md-nav__item--section md-nav__item--nested">
|
|
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|
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|
|
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_10" >
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_10" id="__nav_10_label" tabindex="">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
API Reference
|
|
|
|
</span>
|
|
|
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_10_label" aria-expanded="false">
|
|
<label class="md-nav__title" for="__nav_10">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
API Reference
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
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|
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<li class="md-nav__item md-nav__item--nested">
|
|
|
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|
|
|
|
|
|
|
|
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_10_1" >
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_10_1" id="__nav_10_1_label" tabindex="0">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Agents
|
|
|
|
</span>
|
|
|
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_10_1_label" aria-expanded="false">
|
|
<label class="md-nav__title" for="__nav_10_1">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
Agents
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../ref/agent/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Agent
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
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<li class="md-nav__item">
|
|
<a href="../ref/run/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Runner
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
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<li class="md-nav__item">
|
|
<a href="../ref/tool/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Tool
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
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|
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|
|
<li class="md-nav__item">
|
|
<a href="../ref/result/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Result
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
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|
<li class="md-nav__item">
|
|
<a href="../ref/stream_events/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Stream Events
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
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<li class="md-nav__item">
|
|
<a href="../ref/handoffs/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Handoffs
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
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|
<li class="md-nav__item">
|
|
<a href="../ref/lifecycle/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Lifecycle
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
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|
<li class="md-nav__item">
|
|
<a href="../ref/items/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Items
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
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|
|
|
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|
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|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../ref/run_context/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Run Context
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
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|
|
|
|
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|
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|
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|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../ref/usage/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Usage
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
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|
|
|
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|
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|
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<li class="md-nav__item">
|
|
<a href="../ref/exceptions/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Exceptions
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
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|
|
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|
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|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../ref/guardrail/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Guardrail
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
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|
|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../ref/model_settings/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Model Settings
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
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|
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|
|
<li class="md-nav__item">
|
|
<a href="../ref/agent_output/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Agent Output
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
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|
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|
|
<li class="md-nav__item">
|
|
<a href="../ref/function_schema/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Function Schema
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
|
|
</li>
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<h1 id="quickstart">Quickstart</h1>
|
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<h2 id="create-a-project-and-virtual-environment">Create a project and virtual environment</h2>
|
|
<p>You'll only need to do this once.</p>
|
|
<div class="language-bash highlight"><pre><span></span><code><span id="__span-0-1">mkdir<span class="w"> </span>my_project
|
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</span><span id="__span-0-2"><span class="nb">cd</span><span class="w"> </span>my_project
|
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</span><span id="__span-0-3">python<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>.venv
|
|
</span></code></pre></div>
|
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<h3 id="activate-the-virtual-environment">Activate the virtual environment</h3>
|
|
<p>Do this every time you start a new terminal session.</p>
|
|
<div class="language-bash highlight"><pre><span></span><code><span id="__span-1-1"><span class="nb">source</span><span class="w"> </span>.venv/bin/activate
|
|
</span></code></pre></div>
|
|
<h3 id="install-the-agents-sdk">Install the Agents SDK</h3>
|
|
<div class="language-bash highlight"><pre><span></span><code><span id="__span-2-1">pip<span class="w"> </span>install<span class="w"> </span>openai-agents<span class="w"> </span><span class="c1"># or `uv add openai-agents`, etc</span>
|
|
</span></code></pre></div>
|
|
<h3 id="set-an-openai-api-key">Set an OpenAI API key</h3>
|
|
<p>If you don't have one, follow <a href="https://platform.openai.com/docs/quickstart#create-and-export-an-api-key">these instructions</a> to create an OpenAI API key.</p>
|
|
<div class="language-bash highlight"><pre><span></span><code><span id="__span-3-1"><span class="nb">export</span><span class="w"> </span><span class="nv">OPENAI_API_KEY</span><span class="o">=</span>sk-...
|
|
</span></code></pre></div>
|
|
<h2 id="create-your-first-agent">Create your first agent</h2>
|
|
<p>Agents are defined with instructions, a name, and optional config (such as <code>model_config</code>)</p>
|
|
<div class="language-python highlight"><pre><span></span><code><span id="__span-4-1"><span class="kn">from</span><span class="w"> </span><span class="nn">cai.sdk.agents</span><span class="w"> </span><span class="kn">import</span> <span class="n">Agent</span>
|
|
</span><span id="__span-4-2">
|
|
</span><span id="__span-4-3"><span class="n">agent</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">(</span>
|
|
</span><span id="__span-4-4"> <span class="n">name</span><span class="o">=</span><span class="s2">"Math Tutor"</span><span class="p">,</span>
|
|
</span><span id="__span-4-5"> <span class="n">instructions</span><span class="o">=</span><span class="s2">"You provide help with math problems. Explain your reasoning at each step and include examples"</span><span class="p">,</span>
|
|
</span><span id="__span-4-6"><span class="p">)</span>
|
|
</span></code></pre></div>
|
|
<h2 id="add-a-few-more-agents">Add a few more agents</h2>
|
|
<p>Additional agents can be defined in the same way. <code>handoff_descriptions</code> provide additional context for determining handoff routing</p>
|
|
<div class="language-python highlight"><pre><span></span><code><span id="__span-5-1"><span class="kn">from</span><span class="w"> </span><span class="nn">cai.sdk.agents</span><span class="w"> </span><span class="kn">import</span> <span class="n">Agent</span>
|
|
</span><span id="__span-5-2">
|
|
</span><span id="__span-5-3"><span class="n">history_tutor_agent</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">(</span>
|
|
</span><span id="__span-5-4"> <span class="n">name</span><span class="o">=</span><span class="s2">"History Tutor"</span><span class="p">,</span>
|
|
</span><span id="__span-5-5"> <span class="n">handoff_description</span><span class="o">=</span><span class="s2">"Specialist agent for historical questions"</span><span class="p">,</span>
|
|
</span><span id="__span-5-6"> <span class="n">instructions</span><span class="o">=</span><span class="s2">"You provide assistance with historical queries. Explain important events and context clearly."</span><span class="p">,</span>
|
|
</span><span id="__span-5-7"><span class="p">)</span>
|
|
</span><span id="__span-5-8">
|
|
</span><span id="__span-5-9"><span class="n">math_tutor_agent</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">(</span>
|
|
</span><span id="__span-5-10"> <span class="n">name</span><span class="o">=</span><span class="s2">"Math Tutor"</span><span class="p">,</span>
|
|
</span><span id="__span-5-11"> <span class="n">handoff_description</span><span class="o">=</span><span class="s2">"Specialist agent for math questions"</span><span class="p">,</span>
|
|
</span><span id="__span-5-12"> <span class="n">instructions</span><span class="o">=</span><span class="s2">"You provide help with math problems. Explain your reasoning at each step and include examples"</span><span class="p">,</span>
|
|
</span><span id="__span-5-13"><span class="p">)</span>
|
|
</span></code></pre></div>
|
|
<h2 id="define-your-handoffs">Define your handoffs</h2>
|
|
<p>On each agent, you can define an inventory of outgoing handoff options that the agent can choose from to decide how to make progress on their task.</p>
|
|
<div class="language-python highlight"><pre><span></span><code><span id="__span-6-1"><span class="n">triage_agent</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">(</span>
|
|
</span><span id="__span-6-2"> <span class="n">name</span><span class="o">=</span><span class="s2">"Triage Agent"</span><span class="p">,</span>
|
|
</span><span id="__span-6-3"> <span class="n">instructions</span><span class="o">=</span><span class="s2">"You determine which agent to use based on the user's homework question"</span><span class="p">,</span>
|
|
</span><span id="__span-6-4"> <span class="n">handoffs</span><span class="o">=</span><span class="p">[</span><span class="n">history_tutor_agent</span><span class="p">,</span> <span class="n">math_tutor_agent</span><span class="p">]</span>
|
|
</span><span id="__span-6-5"><span class="p">)</span>
|
|
</span></code></pre></div>
|
|
<h2 id="run-the-agent-orchestration">Run the agent orchestration</h2>
|
|
<p>Let's check that the workflow runs and the triage agent correctly routes between the two specialist agents.</p>
|
|
<div class="language-python highlight"><pre><span></span><code><span id="__span-7-1"><span class="kn">from</span><span class="w"> </span><span class="nn">cai.sdk.agents</span><span class="w"> </span><span class="kn">import</span> <span class="n">Runner</span>
|
|
</span><span id="__span-7-2">
|
|
</span><span id="__span-7-3"><span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">main</span><span class="p">():</span>
|
|
</span><span id="__span-7-4"> <span class="n">result</span> <span class="o">=</span> <span class="k">await</span> <span class="n">Runner</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">triage_agent</span><span class="p">,</span> <span class="s2">"What is the capital of France?"</span><span class="p">)</span>
|
|
</span><span id="__span-7-5"> <span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">final_output</span><span class="p">)</span>
|
|
</span></code></pre></div>
|
|
<h2 id="add-a-guardrail">Add a guardrail</h2>
|
|
<p>You can define custom guardrails to run on the input or output.</p>
|
|
<div class="language-python highlight"><pre><span></span><code><span id="__span-8-1"><span class="kn">from</span><span class="w"> </span><span class="nn">cai.sdk.agents</span><span class="w"> </span><span class="kn">import</span> <span class="n">GuardrailFunctionOutput</span><span class="p">,</span> <span class="n">Agent</span><span class="p">,</span> <span class="n">Runner</span>
|
|
</span><span id="__span-8-2"><span class="kn">from</span><span class="w"> </span><span class="nn">pydantic</span><span class="w"> </span><span class="kn">import</span> <span class="n">BaseModel</span>
|
|
</span><span id="__span-8-3">
|
|
</span><span id="__span-8-4"><span class="k">class</span><span class="w"> </span><span class="nc">HomeworkOutput</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
|
|
</span><span id="__span-8-5"> <span class="n">is_homework</span><span class="p">:</span> <span class="nb">bool</span>
|
|
</span><span id="__span-8-6"> <span class="n">reasoning</span><span class="p">:</span> <span class="nb">str</span>
|
|
</span><span id="__span-8-7">
|
|
</span><span id="__span-8-8"><span class="n">guardrail_agent</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">(</span>
|
|
</span><span id="__span-8-9"> <span class="n">name</span><span class="o">=</span><span class="s2">"Guardrail check"</span><span class="p">,</span>
|
|
</span><span id="__span-8-10"> <span class="n">instructions</span><span class="o">=</span><span class="s2">"Check if the user is asking about homework."</span><span class="p">,</span>
|
|
</span><span id="__span-8-11"> <span class="n">output_type</span><span class="o">=</span><span class="n">HomeworkOutput</span><span class="p">,</span>
|
|
</span><span id="__span-8-12"><span class="p">)</span>
|
|
</span><span id="__span-8-13">
|
|
</span><span id="__span-8-14"><span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">homework_guardrail</span><span class="p">(</span><span class="n">ctx</span><span class="p">,</span> <span class="n">agent</span><span class="p">,</span> <span class="n">input_data</span><span class="p">):</span>
|
|
</span><span id="__span-8-15"> <span class="n">result</span> <span class="o">=</span> <span class="k">await</span> <span class="n">Runner</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">guardrail_agent</span><span class="p">,</span> <span class="n">input_data</span><span class="p">,</span> <span class="n">context</span><span class="o">=</span><span class="n">ctx</span><span class="o">.</span><span class="n">context</span><span class="p">)</span>
|
|
</span><span id="__span-8-16"> <span class="n">final_output</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">final_output_as</span><span class="p">(</span><span class="n">HomeworkOutput</span><span class="p">)</span>
|
|
</span><span id="__span-8-17"> <span class="k">return</span> <span class="n">GuardrailFunctionOutput</span><span class="p">(</span>
|
|
</span><span id="__span-8-18"> <span class="n">output_info</span><span class="o">=</span><span class="n">final_output</span><span class="p">,</span>
|
|
</span><span id="__span-8-19"> <span class="n">tripwire_triggered</span><span class="o">=</span><span class="ow">not</span> <span class="n">final_output</span><span class="o">.</span><span class="n">is_homework</span><span class="p">,</span>
|
|
</span><span id="__span-8-20"> <span class="p">)</span>
|
|
</span></code></pre></div>
|
|
<h2 id="put-it-all-together">Put it all together</h2>
|
|
<p>Let's put it all together and run the entire workflow, using handoffs and the input guardrail.</p>
|
|
<div class="language-python highlight"><pre><span></span><code><span id="__span-9-1"><span class="kn">from</span><span class="w"> </span><span class="nn">cai.sdk.agents</span><span class="w"> </span><span class="kn">import</span> <span class="n">Agent</span><span class="p">,</span> <span class="n">InputGuardrail</span><span class="p">,</span><span class="n">GuardrailFunctionOutput</span><span class="p">,</span> <span class="n">Runner</span>
|
|
</span><span id="__span-9-2"><span class="kn">from</span><span class="w"> </span><span class="nn">pydantic</span><span class="w"> </span><span class="kn">import</span> <span class="n">BaseModel</span>
|
|
</span><span id="__span-9-3"><span class="kn">import</span><span class="w"> </span><span class="nn">asyncio</span>
|
|
</span><span id="__span-9-4">
|
|
</span><span id="__span-9-5"><span class="k">class</span><span class="w"> </span><span class="nc">HomeworkOutput</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
|
|
</span><span id="__span-9-6"> <span class="n">is_homework</span><span class="p">:</span> <span class="nb">bool</span>
|
|
</span><span id="__span-9-7"> <span class="n">reasoning</span><span class="p">:</span> <span class="nb">str</span>
|
|
</span><span id="__span-9-8">
|
|
</span><span id="__span-9-9"><span class="n">guardrail_agent</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">(</span>
|
|
</span><span id="__span-9-10"> <span class="n">name</span><span class="o">=</span><span class="s2">"Guardrail check"</span><span class="p">,</span>
|
|
</span><span id="__span-9-11"> <span class="n">instructions</span><span class="o">=</span><span class="s2">"Check if the user is asking about homework."</span><span class="p">,</span>
|
|
</span><span id="__span-9-12"> <span class="n">output_type</span><span class="o">=</span><span class="n">HomeworkOutput</span><span class="p">,</span>
|
|
</span><span id="__span-9-13"><span class="p">)</span>
|
|
</span><span id="__span-9-14">
|
|
</span><span id="__span-9-15"><span class="n">math_tutor_agent</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">(</span>
|
|
</span><span id="__span-9-16"> <span class="n">name</span><span class="o">=</span><span class="s2">"Math Tutor"</span><span class="p">,</span>
|
|
</span><span id="__span-9-17"> <span class="n">handoff_description</span><span class="o">=</span><span class="s2">"Specialist agent for math questions"</span><span class="p">,</span>
|
|
</span><span id="__span-9-18"> <span class="n">instructions</span><span class="o">=</span><span class="s2">"You provide help with math problems. Explain your reasoning at each step and include examples"</span><span class="p">,</span>
|
|
</span><span id="__span-9-19"><span class="p">)</span>
|
|
</span><span id="__span-9-20">
|
|
</span><span id="__span-9-21"><span class="n">history_tutor_agent</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">(</span>
|
|
</span><span id="__span-9-22"> <span class="n">name</span><span class="o">=</span><span class="s2">"History Tutor"</span><span class="p">,</span>
|
|
</span><span id="__span-9-23"> <span class="n">handoff_description</span><span class="o">=</span><span class="s2">"Specialist agent for historical questions"</span><span class="p">,</span>
|
|
</span><span id="__span-9-24"> <span class="n">instructions</span><span class="o">=</span><span class="s2">"You provide assistance with historical queries. Explain important events and context clearly."</span><span class="p">,</span>
|
|
</span><span id="__span-9-25"><span class="p">)</span>
|
|
</span><span id="__span-9-26">
|
|
</span><span id="__span-9-27">
|
|
</span><span id="__span-9-28"><span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">homework_guardrail</span><span class="p">(</span><span class="n">ctx</span><span class="p">,</span> <span class="n">agent</span><span class="p">,</span> <span class="n">input_data</span><span class="p">):</span>
|
|
</span><span id="__span-9-29"> <span class="n">result</span> <span class="o">=</span> <span class="k">await</span> <span class="n">Runner</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">guardrail_agent</span><span class="p">,</span> <span class="n">input_data</span><span class="p">,</span> <span class="n">context</span><span class="o">=</span><span class="n">ctx</span><span class="o">.</span><span class="n">context</span><span class="p">)</span>
|
|
</span><span id="__span-9-30"> <span class="n">final_output</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">final_output_as</span><span class="p">(</span><span class="n">HomeworkOutput</span><span class="p">)</span>
|
|
</span><span id="__span-9-31"> <span class="k">return</span> <span class="n">GuardrailFunctionOutput</span><span class="p">(</span>
|
|
</span><span id="__span-9-32"> <span class="n">output_info</span><span class="o">=</span><span class="n">final_output</span><span class="p">,</span>
|
|
</span><span id="__span-9-33"> <span class="n">tripwire_triggered</span><span class="o">=</span><span class="ow">not</span> <span class="n">final_output</span><span class="o">.</span><span class="n">is_homework</span><span class="p">,</span>
|
|
</span><span id="__span-9-34"> <span class="p">)</span>
|
|
</span><span id="__span-9-35">
|
|
</span><span id="__span-9-36"><span class="n">triage_agent</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">(</span>
|
|
</span><span id="__span-9-37"> <span class="n">name</span><span class="o">=</span><span class="s2">"Triage Agent"</span><span class="p">,</span>
|
|
</span><span id="__span-9-38"> <span class="n">instructions</span><span class="o">=</span><span class="s2">"You determine which agent to use based on the user's homework question"</span><span class="p">,</span>
|
|
</span><span id="__span-9-39"> <span class="n">handoffs</span><span class="o">=</span><span class="p">[</span><span class="n">history_tutor_agent</span><span class="p">,</span> <span class="n">math_tutor_agent</span><span class="p">],</span>
|
|
</span><span id="__span-9-40"> <span class="n">input_guardrails</span><span class="o">=</span><span class="p">[</span>
|
|
</span><span id="__span-9-41"> <span class="n">InputGuardrail</span><span class="p">(</span><span class="n">guardrail_function</span><span class="o">=</span><span class="n">homework_guardrail</span><span class="p">),</span>
|
|
</span><span id="__span-9-42"> <span class="p">],</span>
|
|
</span><span id="__span-9-43"><span class="p">)</span>
|
|
</span><span id="__span-9-44">
|
|
</span><span id="__span-9-45"><span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">main</span><span class="p">():</span>
|
|
</span><span id="__span-9-46"> <span class="n">result</span> <span class="o">=</span> <span class="k">await</span> <span class="n">Runner</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">triage_agent</span><span class="p">,</span> <span class="s2">"who was the first president of the united states?"</span><span class="p">)</span>
|
|
</span><span id="__span-9-47"> <span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">final_output</span><span class="p">)</span>
|
|
</span><span id="__span-9-48">
|
|
</span><span id="__span-9-49"> <span class="n">result</span> <span class="o">=</span> <span class="k">await</span> <span class="n">Runner</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">triage_agent</span><span class="p">,</span> <span class="s2">"what is life"</span><span class="p">)</span>
|
|
</span><span id="__span-9-50"> <span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">final_output</span><span class="p">)</span>
|
|
</span><span id="__span-9-51">
|
|
</span><span id="__span-9-52"><span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">"__main__"</span><span class="p">:</span>
|
|
</span><span id="__span-9-53"> <span class="n">asyncio</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">main</span><span class="p">())</span>
|
|
</span></code></pre></div>
|
|
<h2 id="view-your-traces">View your traces</h2>
|
|
<p>To review what happened during your agent run, navigate to the <a href="https://platform.openai.com/traces">Trace viewer in the OpenAI Dashboard</a> to view traces of your agent runs.</p>
|
|
<h2 id="next-steps">Next steps</h2>
|
|
<p>Learn how to build more complex agentic flows:</p>
|
|
<ul>
|
|
<li>Learn about how to configure <a href="../agents/">Agents</a>.</li>
|
|
<li>Learn about <a href="../running_agents/">running agents</a>.</li>
|
|
<li>Learn about <a href="../tools/">tools</a>, <a href="../guardrails/">guardrails</a> and <a href="../models/">models</a>.</li>
|
|
</ul>
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