mirror of https://github.com/aliasrobotics/cai.git
2959 lines
57 KiB
HTML
2959 lines
57 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="prev" href="../tracing/">
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<link rel="next" href="../guardrails/">
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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>Context Management - 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="#context-management" 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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Context Management
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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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</nav>
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<a href="../cai_pro/" class="md-nav__link">
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🚀 CAI PRO
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</a>
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Core Concepts
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<span class="md-ellipsis">
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<a href="../handoffs/" class="md-nav__link">
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</a>
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Multi-Agent Systems
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</span>
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</nav>
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<span class="md-ellipsis">
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Benchmarking
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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_4_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_4">
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<span class="md-nav__icon md-icon"></span>
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Benchmarking
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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="../benchmarking/overview/" class="md-nav__link">
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<span class="md-ellipsis">
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Overview
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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="../benchmarking/running_benchmarks/" class="md-nav__link">
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<span class="md-ellipsis">
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Running Benchmarks
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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="../benchmarking/attack_defense/" class="md-nav__link">
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<span class="md-ellipsis">
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Attack & Defense CTFs
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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="../benchmarking/jeopardy_ctfs/" class="md-nav__link">
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<span class="md-ellipsis">
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Jeopardy CTFs
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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="../benchmarking/cyber_ranges/" class="md-nav__link">
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<span class="md-ellipsis">
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Cyber Ranges
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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="../benchmarking/knowledge_benchmarks/" class="md-nav__link">
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<span class="md-ellipsis">
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Knowledge Benchmarks
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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="../benchmarking/privacy_benchmarks/" class="md-nav__link">
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<span class="md-ellipsis">
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Privacy Benchmarks
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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--active md-nav__item--section md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5" checked>
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<label class="md-nav__link" for="__nav_5" id="__nav_5_label" tabindex="">
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<span class="md-ellipsis">
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Guides
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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_5_label" aria-expanded="true">
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<label class="md-nav__title" for="__nav_5">
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<span class="md-nav__icon md-icon"></span>
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Guides
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<a href="../running_agents/" class="md-nav__link">
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<span class="md-ellipsis">
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Running Agents
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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="../continue_mode/" class="md-nav__link">
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<span class="md-ellipsis">
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Continue Mode
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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="../results/" class="md-nav__link">
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<span class="md-ellipsis">
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Working with Results
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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="../streaming/" class="md-nav__link">
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<span class="md-ellipsis">
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Streaming
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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="../tracing/" class="md-nav__link">
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<span class="md-ellipsis">
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Tracing & Debugging
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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--active">
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<input class="md-nav__toggle md-toggle" type="checkbox" id="__toc">
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<label class="md-nav__link md-nav__link--active" for="__toc">
|
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<span class="md-ellipsis">
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Context Management
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|
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</span>
|
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|
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<span class="md-nav__icon md-icon"></span>
|
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</label>
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<a href="./" class="md-nav__link md-nav__link--active">
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<span class="md-ellipsis">
|
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Context Management
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|
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</span>
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</a>
|
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<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
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<label class="md-nav__title" for="__toc">
|
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<span class="md-nav__icon md-icon"></span>
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Table of contents
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</label>
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<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="#local-context" class="md-nav__link">
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<span class="md-ellipsis">
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Local context
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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="#agentllm-context" class="md-nav__link">
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<span class="md-ellipsis">
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Agent/LLM context
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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">
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<a href="../guardrails/" class="md-nav__link">
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<span class="md-ellipsis">
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Guardrails & Security
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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="../environment_variables/" class="md-nav__link">
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<span class="md-ellipsis">
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Environment Variables
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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/getting-started/packet_capture_wsl/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Packet Capture on WSL2
|
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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_6" >
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<label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="">
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<span class="md-ellipsis">
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Troubleshooting
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|
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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_6_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_6">
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<span class="md-nav__icon md-icon"></span>
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Troubleshooting
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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="../cai/troubleshooting/operator_feedback_reproduction/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Operator Feedback Reproduction
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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/troubleshooting/platform_limitations/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Platform Limitations
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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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Gestures & Shortcuts
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</span>
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</a>
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Chat Features
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</span>
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</nav>
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<label class="md-nav__link" for="__nav_9" id="__nav_9_label" tabindex="">
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<span class="md-ellipsis">
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Terminal UI (TUI) - Deprecated
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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_9_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_9">
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<span class="md-nav__icon md-icon"></span>
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Terminal UI (TUI) - Deprecated
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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="../tui/tui_index/" class="md-nav__link">
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<span class="md-ellipsis">
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Overview
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</span>
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</a>
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<li class="md-nav__item">
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<a href="../tui/getting_started/" class="md-nav__link">
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<span class="md-ellipsis">
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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="../tui/user_interface/" class="md-nav__link">
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<span class="md-ellipsis">
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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="../tui/terminals_management/" class="md-nav__link">
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<span class="md-ellipsis">
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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">
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<a href="../tui/teams_and_parallel_execution/" class="md-nav__link">
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<span class="md-ellipsis">
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Teams & Parallel Execution
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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="../tui/sidebar_features/" class="md-nav__link">
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<span class="md-ellipsis">
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Sidebar Features
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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="../tui/keyboard_shortcuts/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Keyboard 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="../tui/commands_reference/" class="md-nav__link">
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<span class="md-ellipsis">
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Commands Reference
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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="../tui/advanced_features/" class="md-nav__link">
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<span class="md-ellipsis">
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Advanced Features
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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="../tui/troubleshooting/" class="md-nav__link">
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<span class="md-ellipsis">
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Troubleshooting
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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 class="md-nav__item md-nav__item--section md-nav__item--nested">
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<label class="md-nav__link" for="__nav_10" id="__nav_10_label" tabindex="">
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<span class="md-ellipsis">
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API Reference
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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_10_label" aria-expanded="false">
|
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<label class="md-nav__title" for="__nav_10">
|
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<span class="md-nav__icon md-icon"></span>
|
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API Reference
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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 md-nav__item--nested">
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<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_10_1" >
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<label class="md-nav__link" for="__nav_10_1" id="__nav_10_1_label" tabindex="0">
|
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<span class="md-ellipsis">
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Agents
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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_10_1_label" aria-expanded="false">
|
|
<label class="md-nav__title" for="__nav_10_1">
|
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<span class="md-nav__icon md-icon"></span>
|
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Agents
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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="../ref/agent/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
Agent
|
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|
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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="../ref/run/" class="md-nav__link">
|
|
|
|
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|
|
|
<span class="md-ellipsis">
|
|
Runner
|
|
|
|
</span>
|
|
|
|
|
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</a>
|
|
</li>
|
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<li class="md-nav__item">
|
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<a href="../ref/tool/" class="md-nav__link">
|
|
|
|
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|
|
|
<span class="md-ellipsis">
|
|
Tool
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
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<li class="md-nav__item">
|
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<a href="../ref/result/" class="md-nav__link">
|
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|
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<span class="md-ellipsis">
|
|
Result
|
|
|
|
</span>
|
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|
|
|
|
</a>
|
|
</li>
|
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<li class="md-nav__item">
|
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<a href="../ref/stream_events/" class="md-nav__link">
|
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|
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|
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|
|
<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">
|
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|
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|
|
<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">
|
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|
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|
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|
|
<span class="md-ellipsis">
|
|
Items
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
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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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<li class="md-nav__item">
|
|
<a href="../ref/usage/" class="md-nav__link">
|
|
|
|
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|
|
<span class="md-ellipsis">
|
|
Usage
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
|
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<li class="md-nav__item">
|
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<a href="../ref/exceptions/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Exceptions
|
|
|
|
</span>
|
|
|
|
|
|
</a>
|
|
</li>
|
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<li class="md-nav__item">
|
|
<a href="../ref/guardrail/" class="md-nav__link">
|
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|
|
|
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|
|
<span class="md-ellipsis">
|
|
Guardrail
|
|
|
|
</span>
|
|
|
|
|
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<h1 id="context-management">Context management</h1>
|
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<p>Context is an overloaded term. There are two main classes of context you might care about:</p>
|
|
<ol>
|
|
<li>Context available locally to your code: this is data and dependencies you might need when tool functions run, during callbacks like <code>on_handoff</code>, in lifecycle hooks, etc.</li>
|
|
<li>Context available to LLMs: this is data the LLM sees when generating a response.</li>
|
|
</ol>
|
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<h2 id="local-context">Local context</h2>
|
|
<p>This is represented via the <a class="autorefs autorefs-internal" title="RunContextWrapper
|
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|
|
dataclass
|
|
" href="../ref/run_context/#cai.sdk.agents.run_context.RunContextWrapper"><code>RunContextWrapper</code></a> class and the <a class="autorefs autorefs-internal" title="context
|
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|
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instance-attribute
|
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" href="../ref/run_context/#cai.sdk.agents.run_context.RunContextWrapper.context"><code>context</code></a> property within it. The way this works is:</p>
|
|
<ol>
|
|
<li>You create any Python object you want. A common pattern is to use a dataclass or a Pydantic object.</li>
|
|
<li>You pass that object to the various run methods (e.g. <code>Runner.run(..., **context=whatever**))</code>).</li>
|
|
<li>All your tool calls, lifecycle hooks etc will be passed a wrapper object, <code>RunContextWrapper[T]</code>, where <code>T</code> represents your context object type which you can access via <code>wrapper.context</code>.</li>
|
|
</ol>
|
|
<p>The <strong>most important</strong> thing to be aware of: every agent, tool function, lifecycle, etc for a given agent run must use the same <em>type</em> of context.</p>
|
|
<p>You can use the context for things like:</p>
|
|
<ul>
|
|
<li>Contextual data for your run (e.g. things like a username/uid or other information about the user)</li>
|
|
<li>Dependencies (e.g. logger objects, data fetchers, etc)</li>
|
|
<li>Helper functions</li>
|
|
</ul>
|
|
<div class="admonition danger">
|
|
<p class="admonition-title">Note</p>
|
|
<p>The context object is <strong>not</strong> sent to the LLM. It is purely a local object that you can read from, write to and call methods on it.</p>
|
|
</div>
|
|
<div class="language-python highlight"><pre><span></span><code><span id="__span-0-1"><span class="kn">import</span><span class="w"> </span><span class="nn">asyncio</span>
|
|
</span><span id="__span-0-2"><span class="kn">from</span><span class="w"> </span><span class="nn">dataclasses</span><span class="w"> </span><span class="kn">import</span> <span class="n">dataclass</span>
|
|
</span><span id="__span-0-3">
|
|
</span><span id="__span-0-4"><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">RunContextWrapper</span><span class="p">,</span> <span class="n">Runner</span><span class="p">,</span> <span class="n">function_tool</span>
|
|
</span><span id="__span-0-5">
|
|
</span><span id="__span-0-6"><span class="nd">@dataclass</span>
|
|
</span><span id="__span-0-7"><span class="k">class</span><span class="w"> </span><span class="nc">SecurityAlert</span><span class="p">:</span> <span class="c1"># (1)!</span>
|
|
</span><span id="__span-0-8"> <span class="n">ip_address</span><span class="p">:</span> <span class="nb">str</span>
|
|
</span><span id="__span-0-9"> <span class="n">threat_id</span><span class="p">:</span> <span class="nb">int</span>
|
|
</span><span id="__span-0-10">
|
|
</span><span id="__span-0-11"><span class="nd">@function_tool</span>
|
|
</span><span id="__span-0-12"><span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">fetch_threat_details</span><span class="p">(</span><span class="n">wrapper</span><span class="p">:</span> <span class="n">RunContextWrapper</span><span class="p">[</span><span class="n">SecurityAlert</span><span class="p">])</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> <span class="c1"># (2)!</span>
|
|
</span><span id="__span-0-13"> <span class="k">return</span> <span class="sa">f</span><span class="s2">"IP </span><span class="si">{</span><span class="n">wrapper</span><span class="o">.</span><span class="n">context</span><span class="o">.</span><span class="n">ip_address</span><span class="si">}</span><span class="s2"> is associated with a DDoS attack"</span>
|
|
</span><span id="__span-0-14">
|
|
</span><span id="__span-0-15"><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-0-16"> <span class="n">security_alert</span> <span class="o">=</span> <span class="n">SecurityAlert</span><span class="p">(</span><span class="n">ip_address</span><span class="o">=</span><span class="s2">"192.168.1.100"</span><span class="p">,</span> <span class="n">threat_id</span><span class="o">=</span><span class="mi">507</span><span class="p">)</span>
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</span><span id="__span-0-17">
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</span><span id="__span-0-18"> <span class="n">agent</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">[</span><span class="n">SecurityAlert</span><span class="p">](</span> <span class="c1"># (3)!</span>
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</span><span id="__span-0-19"> <span class="n">name</span><span class="o">=</span><span class="s2">"SecurityAnalyst"</span><span class="p">,</span>
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</span><span id="__span-0-20"> <span class="n">tools</span><span class="o">=</span><span class="p">[</span><span class="n">fetch_threat_details</span><span class="p">],</span>
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</span><span id="__span-0-21"> <span class="p">)</span>
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</span><span id="__span-0-22">
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</span><span id="__span-0-23"> <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="c1"># (4)!</span>
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</span><span id="__span-0-24"> <span class="n">starting_agent</span><span class="o">=</span><span class="n">agent</span><span class="p">,</span>
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</span><span id="__span-0-25"> <span class="nb">input</span><span class="o">=</span><span class="s2">"What type of threat is associated with this IP?"</span><span class="p">,</span>
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</span><span id="__span-0-26"> <span class="n">context</span><span class="o">=</span><span class="n">security_alert</span><span class="p">,</span>
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</span><span id="__span-0-27"> <span class="p">)</span>
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</span><span id="__span-0-28">
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</span><span id="__span-0-29"> <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 class="c1"># (5)!</span>
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</span><span id="__span-0-30"> <span class="c1"># IP 192.168.1.100 is associated with a DDoS attack.</span>
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</span><span id="__span-0-31">
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</span><span id="__span-0-32"><span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">"__main__"</span><span class="p">:</span>
|
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</span><span id="__span-0-33"> <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>
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</span></code></pre></div>
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<ol>
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<li>This is the context object. We've used a dataclass here, but you can use any type.</li>
|
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<li>This is a tool. You can see it takes a <code>RunContextWrapper[SecurityAlert]</code>. The tool implementation reads from the context.</li>
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<li>We mark the agent with the generic <code>SecurityAlert</code>, so that the typechecker can catch errors (for example, if we tried to pass a tool that took a different context type).</li>
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<li>The context is passed to the <code>run</code> function.</li>
|
|
<li>The agent correctly calls the tool and gets the threat information.</li>
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</ol>
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<h2 id="agentllm-context">Agent/LLM context</h2>
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<p>When an LLM is called, the <strong>only</strong> data it can see is from the conversation history. This means that if you want to make some new data available to the LLM, you must do it in a way that makes it available in that history. There are a few ways to do this:</p>
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<ol>
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|
<li>You can add it to the Agent <code>instructions</code>. This is also known as a "system prompt" or "developer message". System prompts can be static strings, or they can be dynamic functions that receive the context and output a string. This is a common tactic for information that is always useful (for example, the user's name or the current date).</li>
|
|
<li>Add it to the <code>input</code> when calling the <code>Runner.run</code> functions. This is similar to the <code>instructions</code> tactic, but allows you to have messages that are lower in the <a href="https://cdn.openai.com/spec/model-spec-2024-05-08.html#follow-the-chain-of-command">chain of command</a>.</li>
|
|
<li>Expose it via function tools. This is useful for <em>on-demand</em> context - the LLM decides when it needs some data, and can call the tool to fetch that data.</li>
|
|
<li>Use retrieval or web search. These are special tools that are able to fetch relevant data from files or databases (retrieval), or from the web (web search). This is useful for "grounding" the response in relevant contextual data.</li>
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</ol>
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