cai/voice/pipeline/index.html

2951 lines
57 KiB
HTML

<!doctype html>
<html lang="en" class="no-js">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width,initial-scale=1">
<link rel="icon" href="../../assets/imago.png">
<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.11">
<title>Pipelines and workflows - CAI</title>
<link rel="stylesheet" href="../../assets/stylesheets/main.4af4bdda.min.css">
<link rel="stylesheet" href="../../assets/stylesheets/palette.06af60db.min.css">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<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">
<style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
<link rel="stylesheet" href="../../assets/_mkdocstrings.css">
<link rel="stylesheet" href="../../stylesheets/extra.css">
<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>
</head>
<body dir="ltr" data-md-color-scheme="default" data-md-color-primary="custom" data-md-color-accent="indigo">
<input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
<input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
<label class="md-overlay" for="__drawer"></label>
<div data-md-component="skip">
<a href="#pipelines-and-workflows" class="md-skip">
Skip to content
</a>
</div>
<div data-md-component="announce">
</div>
<header class="md-header md-header--shadow" data-md-component="header">
<nav class="md-header__inner md-grid" aria-label="Header">
<a href="../.." title="CAI" class="md-header__button md-logo" aria-label="CAI" data-md-component="logo">
<img src="../../assets/imago.png" alt="logo">
</a>
<label class="md-header__button md-icon" for="__drawer">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
</label>
<div class="md-header__title" data-md-component="header-title">
<div class="md-header__ellipsis">
<div class="md-header__topic">
<span class="md-ellipsis">
CAI
</span>
</div>
<div class="md-header__topic" data-md-component="header-topic">
<span class="md-ellipsis">
Pipelines and workflows
</span>
</div>
</div>
</div>
<label class="md-header__button md-icon" for="__search">
<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>
</label>
<div class="md-search" data-md-component="search" role="dialog">
<label class="md-search__overlay" for="__search"></label>
<div class="md-search__inner" role="search">
<form class="md-search__form" name="search">
<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>
<label class="md-search__icon md-icon" for="__search">
<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>
<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>
</label>
<nav class="md-search__options" aria-label="Search">
<button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
<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>
</button>
</nav>
</form>
<div class="md-search__output">
<div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
<div class="md-search-result" data-md-component="search-result">
<div class="md-search-result__meta">
Initializing search
</div>
<ol class="md-search-result__list" role="presentation"></ol>
</div>
</div>
</div>
</div>
</div>
<div class="md-header__source">
<a href="https://github.com/aliasrobotics/cai" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<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>
</div>
<div class="md-source__repository">
aliasrobotics/cai
</div>
</a>
</div>
</nav>
</header>
<div class="md-container" data-md-component="container">
<main class="md-main" data-md-component="main">
<div class="md-main__inner md-grid">
<div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav class="md-nav md-nav--primary" aria-label="Navigation" data-md-level="0">
<label class="md-nav__title" for="__drawer">
<a href="../.." title="CAI" class="md-nav__button md-logo" aria-label="CAI" data-md-component="logo">
<img src="../../assets/imago.png" alt="logo">
</a>
CAI
</label>
<div class="md-nav__source">
<a href="https://github.com/aliasrobotics/cai" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<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>
</div>
<div class="md-source__repository">
aliasrobotics/cai
</div>
</a>
</div>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_1" >
<label class="md-nav__link" for="__nav_1" id="__nav_1_label" tabindex="">
<span class="md-ellipsis">
Getting Started
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1">
<span class="md-nav__icon md-icon"></span>
Getting Started
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../.." class="md-nav__link">
<span class="md-ellipsis">
Welcome
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../cai_installation/" class="md-nav__link">
<span class="md-ellipsis">
Installation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../cai_quickstart/" class="md-nav__link">
<span class="md-ellipsis">
Quickstart
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../cai_list_of_models/" class="md-nav__link">
<span class="md-ellipsis">
Available Models
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_1_5" >
<label class="md-nav__link" for="__nav_1_5" id="__nav_1_5_label" tabindex="0">
<span class="md-ellipsis">
Model Providers
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_5">
<span class="md-nav__icon md-icon"></span>
Model Providers
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../providers/openrouter.md" class="md-nav__link">
<span class="md-ellipsis">
OpenRouter
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../providers/ollama/" class="md-nav__link">
<span class="md-ellipsis">
Ollama
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../providers/azure.md" class="md-nav__link">
<span class="md-ellipsis">
Azure OpenAI
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../../cai_pro/" class="md-nav__link">
<span class="md-ellipsis">
🚀 CAI PRO
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_3" >
<label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="">
<span class="md-ellipsis">
Core Concepts
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3">
<span class="md-nav__icon md-icon"></span>
Core Concepts
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../cai_architecture/" class="md-nav__link">
<span class="md-ellipsis">
Architecture
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/" class="md-nav__link">
<span class="md-ellipsis">
Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tools/" class="md-nav__link">
<span class="md-ellipsis">
Tools
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../handoffs/" class="md-nav__link">
<span class="md-ellipsis">
Handoffs
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../multi_agent/" class="md-nav__link">
<span class="md-ellipsis">
Multi-Agent Systems
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_4" >
<label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="">
<span class="md-ellipsis">
Benchmarking
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4">
<span class="md-nav__icon md-icon"></span>
Benchmarking
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../benchmarking/overview/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../benchmarking/running_benchmarks/" class="md-nav__link">
<span class="md-ellipsis">
Running Benchmarks
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../benchmarking/attack_defense/" class="md-nav__link">
<span class="md-ellipsis">
Attack & Defense CTFs
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../benchmarking/jeopardy_ctfs/" class="md-nav__link">
<span class="md-ellipsis">
Jeopardy CTFs
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../benchmarking/cyber_ranges/" class="md-nav__link">
<span class="md-ellipsis">
Cyber Ranges
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../benchmarking/knowledge_benchmarks/" class="md-nav__link">
<span class="md-ellipsis">
Knowledge Benchmarks
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../benchmarking/privacy_benchmarks/" class="md-nav__link">
<span class="md-ellipsis">
Privacy Benchmarks
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_5" >
<label class="md-nav__link" for="__nav_5" id="__nav_5_label" tabindex="">
<span class="md-ellipsis">
Guides
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_5">
<span class="md-nav__icon md-icon"></span>
Guides
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../running_agents/" class="md-nav__link">
<span class="md-ellipsis">
Running Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../continue_mode/" class="md-nav__link">
<span class="md-ellipsis">
Continue Mode
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../results/" class="md-nav__link">
<span class="md-ellipsis">
Working with Results
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../streaming/" class="md-nav__link">
<span class="md-ellipsis">
Streaming
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tracing/" class="md-nav__link">
<span class="md-ellipsis">
Tracing & Debugging
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../context/" class="md-nav__link">
<span class="md-ellipsis">
Context Management
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../guardrails/" class="md-nav__link">
<span class="md-ellipsis">
Guardrails & Security
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../environment_variables/" class="md-nav__link">
<span class="md-ellipsis">
Environment Variables
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../cai/getting-started/packet_capture_wsl/" class="md-nav__link">
<span class="md-ellipsis">
Packet Capture on WSL2
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_6" >
<label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="">
<span class="md-ellipsis">
Troubleshooting
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_6">
<span class="md-nav__icon md-icon"></span>
Troubleshooting
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../cai/troubleshooting/operator_feedback_reproduction/" class="md-nav__link">
<span class="md-ellipsis">
Operator Feedback Reproduction
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../cai/troubleshooting/platform_limitations/" class="md-nav__link">
<span class="md-ellipsis">
Platform Limitations
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_7" >
<label class="md-nav__link" for="__nav_7" id="__nav_7_label" tabindex="">
<span class="md-ellipsis">
Case Studies
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_7_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_7">
<span class="md-nav__icon md-icon"></span>
Case Studies
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../cai/case-studies/operator-artifact-evidence/" class="md-nav__link">
<span class="md-ellipsis">
Operator Artifact Evidence
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_8" >
<label class="md-nav__link" for="__nav_8" id="__nav_8_label" tabindex="">
<span class="md-ellipsis">
Mobile UI (iOS)
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<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)
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../mui/mui_index/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../mui/getting_started/" class="md-nav__link">
<span class="md-ellipsis">
Getting Started
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../mui/user_interface/" class="md-nav__link">
<span class="md-ellipsis">
User Interface
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../mui/gestures_shortcuts/" class="md-nav__link">
<span class="md-ellipsis">
Gestures & Shortcuts
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../mui/chat_features/" class="md-nav__link">
<span class="md-ellipsis">
Chat Features
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_9" >
<label class="md-nav__link" for="__nav_9" id="__nav_9_label" tabindex="">
<span class="md-ellipsis">
Terminal UI (TUI) - Deprecated
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<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>
<li class="md-nav__item">
<a href="../../tui/tui_index/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tui/getting_started/" class="md-nav__link">
<span class="md-ellipsis">
Getting Started
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tui/user_interface/" class="md-nav__link">
<span class="md-ellipsis">
User Interface
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tui/terminals_management/" class="md-nav__link">
<span class="md-ellipsis">
Terminals Management
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tui/teams_and_parallel_execution/" class="md-nav__link">
<span class="md-ellipsis">
Teams & Parallel Execution
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tui/sidebar_features/" class="md-nav__link">
<span class="md-ellipsis">
Sidebar Features
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tui/keyboard_shortcuts/" class="md-nav__link">
<span class="md-ellipsis">
Keyboard Shortcuts
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tui/commands_reference/" class="md-nav__link">
<span class="md-ellipsis">
Commands Reference
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tui/advanced_features/" class="md-nav__link">
<span class="md-ellipsis">
Advanced Features
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tui/troubleshooting/" class="md-nav__link">
<span class="md-ellipsis">
Troubleshooting
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<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>
<li class="md-nav__item md-nav__item--nested">
<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>
<li class="md-nav__item">
<a href="../../ref/run/" class="md-nav__link">
<span class="md-ellipsis">
Runner
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../ref/tool/" class="md-nav__link">
<span class="md-ellipsis">
Tool
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../ref/result/" class="md-nav__link">
<span class="md-ellipsis">
Result
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../ref/stream_events/" class="md-nav__link">
<span class="md-ellipsis">
Stream Events
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../ref/handoffs/" class="md-nav__link">
<span class="md-ellipsis">
Handoffs
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../ref/lifecycle/" class="md-nav__link">
<span class="md-ellipsis">
Lifecycle
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../ref/items/" class="md-nav__link">
<span class="md-ellipsis">
Items
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../ref/run_context/" class="md-nav__link">
<span class="md-ellipsis">
Run Context
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../ref/usage/" class="md-nav__link">
<span class="md-ellipsis">
Usage
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../ref/exceptions/" class="md-nav__link">
<span class="md-ellipsis">
Exceptions
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../ref/guardrail/" class="md-nav__link">
<span class="md-ellipsis">
Guardrail
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../ref/model_settings/" class="md-nav__link">
<span class="md-ellipsis">
Model Settings
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../ref/agent_output/" class="md-nav__link">
<span class="md-ellipsis">
Agent Output
</span>
</a>
</li>
<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>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_10_2" >
<label class="md-nav__link" for="__nav_10_2" id="__nav_10_2_label" tabindex="0">
<span class="md-ellipsis">
Models
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_10_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_10_2">
<span class="md-nav__icon md-icon"></span>
Models
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../ref/models/interface/" class="md-nav__link">
<span class="md-ellipsis">
Interface
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../ref/models/openai_chatcompletions/" class="md-nav__link">
<span class="md-ellipsis">
OpenAI Chat Completions
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../ref/models/openai_responses/" class="md-nav__link">
<span class="md-ellipsis">
OpenAI Responses
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_10_3" >
<label class="md-nav__link" for="__nav_10_3" id="__nav_10_3_label" tabindex="0">
<span class="md-ellipsis">
Extensions
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_10_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_10_3">
<span class="md-nav__icon md-icon"></span>
Extensions
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../ref/extensions/handoff_filters/" class="md-nav__link">
<span class="md-ellipsis">
Handoff Filters
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../ref/extensions/handoff_prompt/" class="md-nav__link">
<span class="md-ellipsis">
Handoff Prompt
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_11" >
<label class="md-nav__link" for="__nav_11" id="__nav_11_label" tabindex="">
<span class="md-ellipsis">
Advanced
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_11_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_11">
<span class="md-nav__icon md-icon"></span>
Advanced
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../cai_development/" class="md-nav__link">
<span class="md-ellipsis">
Development
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_12" >
<label class="md-nav__link" for="__nav_12" id="__nav_12_label" tabindex="">
<span class="md-ellipsis">
Research
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_12_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_12">
<span class="md-nav__icon md-icon"></span>
Research
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../research/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_13" >
<label class="md-nav__link" for="__nav_13" id="__nav_13_label" tabindex="">
<span class="md-ellipsis">
Resources
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_13_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_13">
<span class="md-nav__icon md-icon"></span>
Resources
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../cai_faq/" class="md-nav__link">
<span class="md-ellipsis">
FAQ
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../cai_find_us/" class="md-nav__link">
<span class="md-ellipsis">
Find Us
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../cai_citation_and_acknowledgments/" class="md-nav__link">
<span class="md-ellipsis">
Citation & Acknowledgments
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
<a href="#configuring-a-pipeline" class="md-nav__link">
<span class="md-ellipsis">
Configuring a pipeline
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#running-a-pipeline" class="md-nav__link">
<span class="md-ellipsis">
Running a pipeline
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#results" class="md-nav__link">
<span class="md-ellipsis">
Results
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#best-practices" class="md-nav__link">
<span class="md-ellipsis">
Best practices
</span>
</a>
<nav class="md-nav" aria-label="Best practices">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#interruptions" class="md-nav__link">
<span class="md-ellipsis">
Interruptions
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="pipelines-and-workflows">Pipelines and workflows</h1>
<p><a class="autorefs autorefs-internal" title="VoicePipeline" href="../../ref/voice/pipeline/#cai.sdk.agents.voice.pipeline.VoicePipeline"><code>VoicePipeline</code></a> is a class that makes it easy to turn your agentic workflows into a voice app. You pass in a workflow to run, and the pipeline takes care of transcribing input audio, detecting when the audio ends, calling your workflow at the right time, and turning the workflow output back into audio.</p>
<p>```mermaid
graph LR
%% Input
A["🎤 Audio Input"]</p>
<div class="codehilite"><pre><span></span><code><span class="o">%%</span><span class="w"> </span><span class="n">Voice</span><span class="w"> </span><span class="n">Pipeline</span>
<span class="n">subgraph</span><span class="w"> </span><span class="n">Voice_Pipeline</span><span class="w"> </span><span class="p">[</span><span class="n">Voice</span><span class="w"> </span><span class="n">Pipeline</span><span class="p">]</span>
<span class="w"> </span><span class="n">direction</span><span class="w"> </span><span class="n">TB</span>
<span class="w"> </span><span class="n">B</span><span class="p">[</span><span class="s">&quot;Transcribe (speech-to-text)&quot;</span><span class="p">]</span>
<span class="w"> </span><span class="n">C</span><span class="p">[</span><span class="s">&quot;Your Code&quot;</span><span class="p">]</span><span class="o">:::</span><span class="n">highlight</span>
<span class="w"> </span><span class="n">D</span><span class="p">[</span><span class="s">&quot;Text-to-speech&quot;</span><span class="p">]</span>
<span class="w"> </span><span class="n">B</span><span class="w"> </span><span class="o">--&gt;</span><span class="w"> </span><span class="n">C</span><span class="w"> </span><span class="o">--&gt;</span><span class="w"> </span><span class="n">D</span>
<span class="n">end</span>
<span class="o">%%</span><span class="w"> </span><span class="n">Output</span>
<span class="n">E</span><span class="p">[</span><span class="s">&quot;🎧 Audio Output&quot;</span><span class="p">]</span>
<span class="o">%%</span><span class="w"> </span><span class="n">Flow</span>
<span class="n">A</span><span class="w"> </span><span class="o">--&gt;</span><span class="w"> </span><span class="n">Voice_Pipeline</span>
<span class="n">Voice_Pipeline</span><span class="w"> </span><span class="o">--&gt;</span><span class="w"> </span><span class="n">E</span>
<span class="o">%%</span><span class="w"> </span><span class="n">Custom</span><span class="w"> </span><span class="n">styling</span>
<span class="n">classDef</span><span class="w"> </span><span class="n">highlight</span><span class="w"> </span><span class="n">fill</span><span class="o">:</span><span class="err">#</span><span class="n">ffcc66</span><span class="p">,</span><span class="n">stroke</span><span class="o">:</span><span class="err">#</span><span class="mi">333</span><span class="p">,</span><span class="n">stroke</span><span class="o">-</span><span class="n">width</span><span class="o">:</span><span class="mi">1</span><span class="n">px</span><span class="p">,</span><span class="n">font</span><span class="o">-</span><span class="n">weight</span><span class="o">:</span><span class="mi">700</span><span class="p">;</span>
</code></pre></div>
<p>```</p>
<h2 id="configuring-a-pipeline">Configuring a pipeline</h2>
<p>When you create a pipeline, you can set a few things:</p>
<ol>
<li>The <a class="autorefs autorefs-internal" title="VoiceWorkflowBase" href="../../ref/voice/workflow/#cai.sdk.agents.voice.workflow.VoiceWorkflowBase"><code>workflow</code></a>, which is the code that runs each time new audio is transcribed.</li>
<li>The <a class="autorefs autorefs-internal" title="STTModel" href="../../ref/voice/model/#cai.sdk.agents.voice.model.STTModel"><code>speech-to-text</code></a> and <a class="autorefs autorefs-internal" title="TTSModel" href="../../ref/voice/model/#cai.sdk.agents.voice.model.TTSModel"><code>text-to-speech</code></a> models used</li>
<li>The <a class="autorefs autorefs-internal" title="VoicePipelineConfig
dataclass
" href="../../ref/voice/pipeline_config/#cai.sdk.agents.voice.pipeline_config.VoicePipelineConfig"><code>config</code></a>, which lets you configure things like:<ul>
<li>A model provider, which can map model names to models</li>
<li>Tracing, including whether to disable tracing, whether audio files are uploaded, the workflow name, trace IDs etc.</li>
<li>Settings on the TTS and STT models, like the prompt, language and data types used.</li>
</ul>
</li>
</ol>
<h2 id="running-a-pipeline">Running a pipeline</h2>
<p>You can run a pipeline via the <a class="autorefs autorefs-internal" title="run
async
" href="../../ref/voice/pipeline/#cai.sdk.agents.voice.pipeline.VoicePipeline.run"><code>run()</code></a> method, which lets you pass in audio input in two forms:</p>
<ol>
<li><a class="autorefs autorefs-internal" title="AudioInput
dataclass
" href="../../ref/voice/input/#cai.sdk.agents.voice.input.AudioInput"><code>AudioInput</code></a> is used when you have a full audio transcript, and just want to produce a result for it. This is useful in cases where you don't need to detect when a speaker is done speaking; for example, when you have pre-recorded audio or in push-to-talk apps where it's clear when the user is done speaking.</li>
<li><a class="autorefs autorefs-internal" title="StreamedAudioInput" href="../../ref/voice/input/#cai.sdk.agents.voice.input.StreamedAudioInput"><code>StreamedAudioInput</code></a> is used when you might need to detect when a user is done speaking. It allows you to push audio chunks as they are detected, and the voice pipeline will automatically run the agent workflow at the right time, via a process called "activity detection".</li>
</ol>
<h2 id="results">Results</h2>
<p>The result of a voice pipeline run is a <a class="autorefs autorefs-internal" title="StreamedAudioResult" href="../../ref/voice/result/#cai.sdk.agents.voice.result.StreamedAudioResult"><code>StreamedAudioResult</code></a>. This is an object that lets you stream events as they occur. There are a few kinds of <a class="autorefs autorefs-internal" title="VoiceStreamEvent
module-attribute
" href="../../ref/voice/events/#cai.sdk.agents.voice.events.VoiceStreamEvent"><code>VoiceStreamEvent</code></a>, including:</p>
<ol>
<li><a class="autorefs autorefs-internal" title="VoiceStreamEventAudio
dataclass
" href="../../ref/voice/events/#cai.sdk.agents.voice.events.VoiceStreamEventAudio"><code>VoiceStreamEventAudio</code></a>, which contains a chunk of audio.</li>
<li><a class="autorefs autorefs-internal" title="VoiceStreamEventLifecycle
dataclass
" href="../../ref/voice/events/#cai.sdk.agents.voice.events.VoiceStreamEventLifecycle"><code>VoiceStreamEventLifecycle</code></a>, which informs you of lifecycle events like a turn starting or ending.</li>
<li><a class="autorefs autorefs-internal" title="VoiceStreamEventError
dataclass
" href="../../ref/voice/events/#cai.sdk.agents.voice.events.VoiceStreamEventError"><code>VoiceStreamEventError</code></a>, is an error event.</li>
</ol>
<div class="language-python highlight"><pre><span></span><code><span id="__span-0-1"><span class="n">result</span> <span class="o">=</span> <span class="k">await</span> <span class="n">pipeline</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="nb">input</span><span class="p">)</span>
</span><span id="__span-0-2">
</span><span id="__span-0-3"><span class="k">async</span> <span class="k">for</span> <span class="n">event</span> <span class="ow">in</span> <span class="n">result</span><span class="o">.</span><span class="n">stream</span><span class="p">():</span>
</span><span id="__span-0-4"> <span class="k">if</span> <span class="n">event</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="s2">&quot;voice_stream_event_audio&quot;</span><span class="p">:</span>
</span><span id="__span-0-5"> <span class="c1"># play audio</span>
</span><span id="__span-0-6"> <span class="k">elif</span> <span class="n">event</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="s2">&quot;voice_stream_event_lifecycle&quot;</span><span class="p">:</span>
</span><span id="__span-0-7"> <span class="c1"># lifecycle</span>
</span><span id="__span-0-8"> <span class="k">elif</span> <span class="n">event</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="s2">&quot;voice_stream_event_error&quot;</span>
</span><span id="__span-0-9"> <span class="c1"># error</span>
</span><span id="__span-0-10"> <span class="o">...</span>
</span></code></pre></div>
<h2 id="best-practices">Best practices</h2>
<h3 id="interruptions">Interruptions</h3>
<p>The Agents SDK currently does not support any built-in interruptions support for <a class="autorefs autorefs-internal" title="StreamedAudioInput" href="../../ref/voice/input/#cai.sdk.agents.voice.input.StreamedAudioInput"><code>StreamedAudioInput</code></a>. Instead for every detected turn it will trigger a separate run of your workflow. If you want to handle interruptions inside your application you can listen to the <a class="autorefs autorefs-internal" title="VoiceStreamEventLifecycle
dataclass
" href="../../ref/voice/events/#cai.sdk.agents.voice.events.VoiceStreamEventLifecycle"><code>VoiceStreamEventLifecycle</code></a> events. <code>turn_started</code> will indicate that a new turn was transcribed and processing is beginning. <code>turn_ended</code> will trigger after all the audio was dispatched for a respective turn. You could use these events to mute the microphone of the speaker when the model starts a turn and unmute it after you flushed all the related audio for a turn.</p>
</article>
</div>
<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
</div>
</main>
<footer class="md-footer">
<div class="md-footer-meta md-typeset">
<div class="md-footer-meta__inner md-grid">
<div class="md-copyright">
</div>
</div>
</div>
</footer>
</div>
<div class="md-dialog" data-md-component="dialog">
<div class="md-dialog__inner md-typeset"></div>
</div>
<script id="__config" type="application/json">{"base": "../..", "features": ["content.code.copy", "content.code.select", "navigation.path", "navigation.sections", "navigation.expand", "content.code.annotate"], "search": "../../assets/javascripts/workers/search.f8cc74c7.min.js", "tags": null, "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}, "version": null}</script>
<script src="../../assets/javascripts/bundle.c8b220af.min.js"></script>
</body>
</html>