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1. Automated Security Audits
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<a href="#3-extended-code-analysis" class="md-nav__link">
<span class="md-ellipsis">
3. Extended Code Analysis
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#4-entertainment-mode" class="md-nav__link">
<span class="md-ellipsis">
4. Entertainment Mode
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#configuration" class="md-nav__link">
<span class="md-ellipsis">
Configuration
</span>
</a>
<nav class="md-nav" aria-label="Configuration">
<ul class="md-nav__list">
<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="#combining-with-other-cai-features" class="md-nav__link">
<span class="md-ellipsis">
Combining with Other CAI Features
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#advanced-features" class="md-nav__link">
<span class="md-ellipsis">
Advanced Features
</span>
</a>
<nav class="md-nav" aria-label="Advanced Features">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#continuation-decision-logic" class="md-nav__link">
<span class="md-ellipsis">
Continuation Decision Logic
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#context-aware-prompts" class="md-nav__link">
<span class="md-ellipsis">
Context-Aware Prompts
</span>
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</li>
</ul>
</nav>
</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="#1-clear-initial-prompts" class="md-nav__link">
<span class="md-ellipsis">
1. Clear Initial Prompts
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#2-monitor-progress" class="md-nav__link">
<span class="md-ellipsis">
2. Monitor Progress
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#3-set-appropriate-limits" class="md-nav__link">
<span class="md-ellipsis">
3. Set Appropriate Limits
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#4-error-handling" class="md-nav__link">
<span class="md-ellipsis">
4. Error Handling
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#troubleshooting" class="md-nav__link">
<span class="md-ellipsis">
Troubleshooting
</span>
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<nav class="md-nav" aria-label="Troubleshooting">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#issue-generic-continuation-messages" class="md-nav__link">
<span class="md-ellipsis">
Issue: Generic Continuation Messages
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#issue-continuation-not-triggering" class="md-nav__link">
<span class="md-ellipsis">
Issue: Continuation Not Triggering
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#issue-infinite-loops" class="md-nav__link">
<span class="md-ellipsis">
Issue: Infinite Loops
</span>
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</li>
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</nav>
</li>
<li class="md-nav__item">
<a href="#technical-implementation" class="md-nav__link">
<span class="md-ellipsis">
Technical Implementation
</span>
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<nav class="md-nav" aria-label="Technical Implementation">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#core-components" class="md-nav__link">
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Core Components
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#api-integration" class="md-nav__link">
<span class="md-ellipsis">
API Integration
</span>
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</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#examples-gallery" class="md-nav__link">
<span class="md-ellipsis">
Examples Gallery
</span>
</a>
<nav class="md-nav" aria-label="Examples Gallery">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#security-audit-continuation" class="md-nav__link">
<span class="md-ellipsis">
Security Audit Continuation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#bug-bounty-continuation" class="md-nav__link">
<span class="md-ellipsis">
Bug Bounty Continuation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#code-review-continuation" class="md-nav__link">
<span class="md-ellipsis">
Code Review Continuation
</span>
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</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#example-scripts" class="md-nav__link">
<span class="md-ellipsis">
Example Scripts
</span>
</a>
<nav class="md-nav" aria-label="Example Scripts">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#security-jokes-example" class="md-nav__link">
<span class="md-ellipsis">
Security Jokes Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#security-audit-example" class="md-nav__link">
<span class="md-ellipsis">
Security Audit Example
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#summary" class="md-nav__link">
<span class="md-ellipsis">
Summary
</span>
</a>
</li>
</ul>
</nav>
</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>
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<li class="md-nav__item md-nav__item--section md-nav__item--nested">
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Troubleshooting
</span>
<span class="md-nav__icon md-icon"></span>
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false">
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<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
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<li class="md-nav__item md-nav__item--section md-nav__item--nested">
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Case Studies
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<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
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<li class="md-nav__item md-nav__item--section md-nav__item--nested">
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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>
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</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
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<label class="md-nav__link" for="__nav_9" id="__nav_9_label" tabindex="">
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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">
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<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>
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<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>
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<a href="../ref/items/" class="md-nav__link">
<span class="md-ellipsis">
Items
</span>
</a>
</li>
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<a href="../ref/run_context/" class="md-nav__link">
<span class="md-ellipsis">
Run Context
</span>
</a>
</li>
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<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>
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<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>
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<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" >
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<span class="md-ellipsis">
Extensions
</span>
<span class="md-nav__icon md-icon"></span>
</label>
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<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
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</li>
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</li>
</ul>
</nav>
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Advanced
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<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">
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Development
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Research
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Research
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<ul class="md-nav__list" data-md-scrollfix>
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Overview
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Resources
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<span class="md-nav__icon md-icon"></span>
Resources
</label>
<ul class="md-nav__list" data-md-scrollfix>
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<a href="../cai_faq/" class="md-nav__link">
<span class="md-ellipsis">
FAQ
</span>
</a>
</li>
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<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
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</li>
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Example: Security Jokes with Continue Mode
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1. Clear Initial Prompts
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<h1 id="cai-continue-mode">CAI Continue Mode</h1>
<h2 id="overview">Overview</h2>
<p>The <code>--continue</code> flag enables CAI agents to operate autonomously by automatically generating intelligent continuation prompts when they would normally stop and wait for user input. This feature uses AI-powered analysis to provide contextual advice based on the conversation history, allowing agents to work on complex tasks without manual intervention.</p>
<h2 id="quick-start">Quick Start</h2>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-0-1"><span class="c1"># Tell jokes continuously</span>
</span><span id="__span-0-2">cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;tell me a joke about security&quot;</span>
</span><span id="__span-0-3">
</span><span id="__span-0-4"><span class="c1"># Analyze code autonomously </span>
</span><span id="__span-0-5">cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;find all SQL injection vulnerabilities in this codebase&quot;</span>
</span><span id="__span-0-6">
</span><span id="__span-0-7"><span class="c1"># Run security audit</span>
</span><span id="__span-0-8">cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;perform a comprehensive security audit&quot;</span>
</span></code></pre></div>
<h2 id="example-security-jokes-with-continue-mode">Example: Security Jokes with Continue Mode</h2>
<p>Here's what happens when you run <code>cai --continue --prompt "tell me a joke about security"</code>:</p>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-1-1">$<span class="w"> </span>cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;tell me a joke about security&quot;</span>
</span><span id="__span-1-2">
</span><span id="__span-1-3">🤖<span class="w"> </span>Processing<span class="w"> </span>initial<span class="w"> </span>prompt:<span class="w"> </span>tell<span class="w"> </span>me<span class="w"> </span>a<span class="w"> </span>joke<span class="w"> </span>about<span class="w"> </span>security
</span><span id="__span-1-4">
</span><span id="__span-1-5">Agent:<span class="w"> </span>Why<span class="w"> </span>did<span class="w"> </span>the<span class="w"> </span>hacker<span class="w"> </span><span class="k">break</span><span class="w"> </span>up<span class="w"> </span>with<span class="w"> </span>their<span class="w"> </span>password?<span class="w"> </span>
</span><span id="__span-1-6"><span class="w"> </span>Because<span class="w"> </span>it<span class="w"> </span>wasn<span class="s1">&#39;t strong enough! 💔🔐</span>
</span><span id="__span-1-7">
</span><span id="__span-1-8"><span class="s1">🤖 Auto-continuing with: Tell another cybersecurity joke or pun.</span>
</span><span id="__span-1-9">
</span><span id="__span-1-10"><span class="s1">Agent: Why don&#39;</span>t<span class="w"> </span>cybersecurity<span class="w"> </span>experts<span class="w"> </span>tell<span class="w"> </span>secrets<span class="w"> </span>at<span class="w"> </span>parties?
</span><span id="__span-1-11"><span class="w"> </span>Because<span class="w"> </span>they<span class="s1">&#39;re afraid of social engineering! 🎉🕵️</span>
</span><span id="__span-1-12">
</span><span id="__span-1-13"><span class="s1">🤖 Auto-continuing with: Tell another cybersecurity joke or pun.</span>
</span><span id="__span-1-14">
</span><span id="__span-1-15"><span class="s1">Agent: What&#39;</span>s<span class="w"> </span>a<span class="w"> </span>hacker<span class="err">&#39;</span>s<span class="w"> </span>favorite<span class="w"> </span>season?
</span><span id="__span-1-16"><span class="w"> </span>Phishing<span class="w"> </span>season!<span class="w"> </span>🎣💻
</span><span id="__span-1-17">
</span><span id="__span-1-18"><span class="o">[</span>Continues<span class="w"> </span><span class="k">until</span><span class="w"> </span>interrupted<span class="w"> </span>with<span class="w"> </span>Ctrl+C<span class="o">]</span>
</span></code></pre></div>
<h2 id="how-it-works">How It Works</h2>
<h3 id="1-intelligent-context-analysis">1. Intelligent Context Analysis</h3>
<p>When an agent completes a turn, the continuation system analyzes:
- <strong>Original request</strong>: The initial task or prompt from the user
- <strong>Conversation history</strong>: Recent messages and responses
- <strong>Tool usage</strong>: Which tools were used and their outputs
- <strong>Error states</strong>: Any errors encountered and their types
- <strong>Task progress</strong>: Current state of task completion</p>
<h3 id="2-ai-powered-continuation-generation">2. AI-Powered Continuation Generation</h3>
<p>The system uses the configured AI model (default: alias1) to generate contextual continuation prompts:</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-2-1"><span class="c1"># The system creates a detailed context summary</span>
</span><span id="__span-2-2"><span class="n">context_summary</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
</span><span id="__span-2-3"><span class="s2">ORIGINAL TASK: Tell me a joke about security</span>
</span><span id="__span-2-4"><span class="s2">CONVERSATION FLOW:</span>
</span><span id="__span-2-5"><span class="s2">User: Tell me a joke about security</span>
</span><span id="__span-2-6"><span class="s2">Agent: Why did the hacker break up with their password? Because it wasn&#39;t strong enough!</span>
</span><span id="__span-2-7">
</span><span id="__span-2-8"><span class="s2">CURRENT STATUS:</span>
</span><span id="__span-2-9"><span class="s2">- Last action: Told a cybersecurity joke</span>
</span><span id="__span-2-10"><span class="s2">- Tools used: None</span>
</span><span id="__span-2-11"><span class="s2">- Errors: No</span>
</span><span id="__span-2-12">
</span><span id="__span-2-13"><span class="s2">Generate a specific continuation prompt...</span>
</span><span id="__span-2-14"><span class="s2">&quot;&quot;&quot;</span>
</span></code></pre></div>
<h3 id="3-smart-fallback-system">3. Smart Fallback System</h3>
<p>When the AI model is unavailable, the system provides intelligent fallbacks based on context:</p>
<table>
<thead>
<tr>
<th>Scenario</th>
<th>Fallback Continuation</th>
</tr>
</thead>
<tbody>
<tr>
<td>Security joke told</td>
<td>"Tell another cybersecurity joke or pun."</td>
</tr>
<tr>
<td>File not found</td>
<td>"Search for the correct file path or create the missing resource."</td>
</tr>
<tr>
<td>Search completed</td>
<td>"Examine the search results in detail and investigate the most relevant findings."</td>
</tr>
<tr>
<td>Security analysis</td>
<td>"Analyze the code for security vulnerabilities like injection flaws or authentication issues."</td>
</tr>
<tr>
<td>Permission denied</td>
<td>"Check permissions and try accessing the resource with appropriate credentials."</td>
</tr>
</tbody>
</table>
<h2 id="common-use-cases">Common Use Cases</h2>
<h3 id="1-automated-security-audits">1. Automated Security Audits</h3>
<p><div class="language-bash highlight"><pre><span></span><code><span id="__span-3-1">cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;perform a security audit of the authentication system&quot;</span>
</span></code></pre></div>
The agent will:
- Search for authentication-related files
- Analyze code for vulnerabilities
- Check for common security issues
- Generate a comprehensive report</p>
<h3 id="2-continuous-bug-hunting">2. Continuous Bug Hunting</h3>
<p><div class="language-bash highlight"><pre><span></span><code><span id="__span-4-1">cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;find and document all XSS vulnerabilities&quot;</span>
</span></code></pre></div>
The agent will:
- Search for user input handling code
- Identify potential XSS vectors
- Document findings
- Suggest fixes</p>
<h3 id="3-extended-code-analysis">3. Extended Code Analysis</h3>
<p><div class="language-bash highlight"><pre><span></span><code><span id="__span-5-1">cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;analyze this codebase for OWASP Top 10 vulnerabilities&quot;</span>
</span></code></pre></div>
The agent will:
- Systematically check for each vulnerability type
- Provide detailed findings
- Continue until all categories are covered</p>
<h3 id="4-entertainment-mode">4. Entertainment Mode</h3>
<p><div class="language-bash highlight"><pre><span></span><code><span id="__span-6-1">cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;tell me cybersecurity jokes and fun facts&quot;</span>
</span></code></pre></div>
The agent will:
- Tell jokes about security topics
- Share interesting security facts
- Continue entertaining until stopped</p>
<h2 id="configuration">Configuration</h2>
<h3 id="environment-variables">Environment Variables</h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-7-1"><span class="c1"># Use a different model for continuation generation</span>
</span><span id="__span-7-2"><span class="nb">export</span><span class="w"> </span><span class="nv">CAI_MODEL</span><span class="o">=</span>gpt-4
</span><span id="__span-7-3">cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;analyze this code&quot;</span>
</span><span id="__span-7-4">
</span><span id="__span-7-5"><span class="c1"># Set a fallback model if primary fails</span>
</span><span id="__span-7-6"><span class="nb">export</span><span class="w"> </span><span class="nv">CAI_CONTINUATION_FALLBACK_MODEL</span><span class="o">=</span>gpt-3.5-turbo
</span><span id="__span-7-7">cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;test application security&quot;</span>
</span><span id="__span-7-8">
</span><span id="__span-7-9"><span class="c1"># Configure API keys for custom models</span>
</span><span id="__span-7-10"><span class="nb">export</span><span class="w"> </span><span class="nv">ALIAS_API_KEY</span><span class="o">=</span>your-api-key
</span><span id="__span-7-11">cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;perform penetration testing&quot;</span>
</span></code></pre></div>
<h3 id="combining-with-other-cai-features">Combining with Other CAI Features</h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-8-1"><span class="c1"># Use specific agent with continue mode</span>
</span><span id="__span-8-2"><span class="nv">CAI_AGENT_TYPE</span><span class="o">=</span>bug_bounter_agent<span class="w"> </span>cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;test example.com&quot;</span>
</span><span id="__span-8-3">
</span><span id="__span-8-4"><span class="c1"># Set workspace for file operations</span>
</span><span id="__span-8-5"><span class="nv">CAI_WORKSPACE</span><span class="o">=</span>project1<span class="w"> </span>cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;audit all Python files&quot;</span>
</span><span id="__span-8-6">
</span><span id="__span-8-7"><span class="c1"># Enable streaming for real-time output</span>
</span><span id="__span-8-8"><span class="nv">CAI_STREAM</span><span class="o">=</span><span class="nb">true</span><span class="w"> </span>cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;monitor security events&quot;</span>
</span></code></pre></div>
<h2 id="advanced-features">Advanced Features</h2>
<h3 id="continuation-decision-logic">Continuation Decision Logic</h3>
<p>The system decides whether to continue based on:
1. <strong>Completion indicators</strong>: Stops if agent says "completed", "finished", "done"
2. <strong>Active work detection</strong>: Continues if tools are being used
3. <strong>Error recovery</strong>: Attempts to resolve errors automatically
4. <strong>Task progress</strong>: Evaluates if the original goal is achieved</p>
<h3 id="context-aware-prompts">Context-Aware Prompts</h3>
<p>The continuation prompts adapt based on:
- <strong>Task type</strong>: Security analysis, testing, code review, etc.
- <strong>Current state</strong>: Errors, findings, progress
- <strong>Tool usage</strong>: Different prompts for different tools
- <strong>Conversation flow</strong>: Maintains coherent task progression</p>
<h2 id="best-practices">Best Practices</h2>
<h3 id="1-clear-initial-prompts">1. Clear Initial Prompts</h3>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-9-1"><span class="c1"># Good - Specific and actionable</span>
</span><span id="__span-9-2">cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;find SQL injection vulnerabilities in user.py&quot;</span>
</span><span id="__span-9-3">
</span><span id="__span-9-4"><span class="c1"># Less effective - Too vague</span>
</span><span id="__span-9-5">cai<span class="w"> </span>--continue<span class="w"> </span>--prompt<span class="w"> </span><span class="s2">&quot;check security&quot;</span>
</span></code></pre></div>
<h3 id="2-monitor-progress">2. Monitor Progress</h3>
<ul>
<li>Check output periodically to ensure correct direction</li>
<li>Use Ctrl+C to stop if needed</li>
<li>Review logs for detailed execution history</li>
</ul>
<h3 id="3-set-appropriate-limits">3. Set Appropriate Limits</h3>
<div class="language-python highlight"><pre><span></span><code><span id="__span-10-1"><span class="c1"># In code integration, use max_turns</span>
</span><span id="__span-10-2"><span class="n">run_cai_cli</span><span class="p">(</span>
</span><span id="__span-10-3"> <span class="n">starting_agent</span><span class="o">=</span><span class="n">agent</span><span class="p">,</span>
</span><span id="__span-10-4"> <span class="n">initial_prompt</span><span class="o">=</span><span class="s2">&quot;analyze security&quot;</span><span class="p">,</span>
</span><span id="__span-10-5"> <span class="n">continue_mode</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
</span><span id="__span-10-6"> <span class="n">max_turns</span><span class="o">=</span><span class="mi">10</span> <span class="c1"># Limit to 10 turns</span>
</span><span id="__span-10-7"><span class="p">)</span>
</span></code></pre></div>
<h3 id="4-error-handling">4. Error Handling</h3>
<p>The system automatically:
- Retries failed operations with different approaches
- Searches for alternatives when files are missing
- Adjusts strategies based on error types</p>
<h2 id="troubleshooting">Troubleshooting</h2>
<h3 id="issue-generic-continuation-messages">Issue: Generic Continuation Messages</h3>
<p><strong>Symptom</strong>: Always see "Continue working on the task based on your previous findings"</p>
<p><strong>Solution</strong>:
- Check model configuration is correct
- Ensure API keys are valid
- Review debug logs for API errors</p>
<h3 id="issue-continuation-not-triggering">Issue: Continuation Not Triggering</h3>
<p><strong>Symptom</strong>: Agent stops after completing a task</p>
<p><strong>Possible causes</strong>:
- Agent explicitly said task is "completed" or "done"
- No recent tool usage detected
- Error in continuation module</p>
<p><strong>Solution</strong>:
- Use more open-ended initial prompts
- Check logs for completion indicators
- Verify --continue flag is properly set</p>
<h3 id="issue-infinite-loops">Issue: Infinite Loops</h3>
<p><strong>Symptom</strong>: Agent keeps doing the same thing</p>
<p><strong>Solution</strong>:
- Set max_turns limit
- Use more specific initial prompts
- Interrupt with Ctrl+C and refine the task</p>
<h2 id="technical-implementation">Technical Implementation</h2>
<h3 id="core-components">Core Components</h3>
<ol>
<li><strong><code>src/cai/continuation.py</code></strong>: Main continuation logic</li>
<li><code>generate_continuation_advice()</code>: Creates AI-powered prompts</li>
<li>
<p><code>should_continue_automatically()</code>: Decides when to continue</p>
</li>
<li>
<p><strong><code>src/cai/cli.py</code></strong>: Integration point</p>
</li>
<li><code>--continue</code> flag handling</li>
<li>
<p>Continuation loop implementation</p>
</li>
<li>
<p><strong>Context Analysis</strong>: </p>
</li>
<li>Extracts conversation history</li>
<li>Identifies tool usage patterns</li>
<li>Detects error conditions</li>
</ol>
<h3 id="api-integration">API Integration</h3>
<p>The continuation system uses LiteLLM for model calls:
<div class="language-python highlight"><pre><span></span><code><span id="__span-11-1"><span class="n">response</span> <span class="o">=</span> <span class="k">await</span> <span class="n">litellm</span><span class="o">.</span><span class="n">acompletion</span><span class="p">(</span>
</span><span id="__span-11-2"> <span class="n">model</span><span class="o">=</span><span class="n">model_name</span><span class="p">,</span>
</span><span id="__span-11-3"> <span class="n">messages</span><span class="o">=</span><span class="p">[{</span><span class="s2">&quot;role&quot;</span><span class="p">:</span> <span class="s2">&quot;user&quot;</span><span class="p">,</span> <span class="s2">&quot;content&quot;</span><span class="p">:</span> <span class="n">context_summary</span><span class="p">}],</span>
</span><span id="__span-11-4"> <span class="n">temperature</span><span class="o">=</span><span class="mf">0.3</span><span class="p">,</span> <span class="c1"># Low temperature for focused responses</span>
</span><span id="__span-11-5"> <span class="n">max_tokens</span><span class="o">=</span><span class="mi">150</span>
</span><span id="__span-11-6"><span class="p">)</span>
</span></code></pre></div></p>
<h2 id="examples-gallery">Examples Gallery</h2>
<h3 id="security-audit-continuation">Security Audit Continuation</h3>
<div class="language-text highlight"><pre><span></span><code><span id="__span-12-1">Original: &quot;Audit the login system&quot;
</span><span id="__span-12-2">→ &quot;Search for authentication-related files in the codebase.&quot;
</span><span id="__span-12-3">→ &quot;Analyze the login function for SQL injection vulnerabilities.&quot;
</span><span id="__span-12-4">→ &quot;Check password hashing implementation for security best practices.&quot;
</span><span id="__span-12-5">→ &quot;Review session management for potential security issues.&quot;
</span></code></pre></div>
<h3 id="bug-bounty-continuation">Bug Bounty Continuation</h3>
<div class="language-text highlight"><pre><span></span><code><span id="__span-13-1">Original: &quot;Test example.com for vulnerabilities&quot;
</span><span id="__span-13-2">→ &quot;Perform initial reconnaissance to gather information about the target.&quot;
</span><span id="__span-13-3">→ &quot;Scan for exposed endpoints and services.&quot;
</span><span id="__span-13-4">→ &quot;Test authentication endpoints for common vulnerabilities.&quot;
</span><span id="__span-13-5">→ &quot;Check for information disclosure in error messages.&quot;
</span></code></pre></div>
<h3 id="code-review-continuation">Code Review Continuation</h3>
<div class="language-text highlight"><pre><span></span><code><span id="__span-14-1">Original: &quot;Review api.py for security issues&quot;
</span><span id="__span-14-2">→ &quot;Analyze input validation in API endpoints.&quot;
</span><span id="__span-14-3">→ &quot;Check for proper authentication and authorization.&quot;
</span><span id="__span-14-4">→ &quot;Review error handling for information leakage.&quot;
</span><span id="__span-14-5">→ &quot;Examine data serialization for injection vulnerabilities.&quot;
</span></code></pre></div>
<h2 id="example-scripts">Example Scripts</h2>
<p>Explore working examples in the <code>examples/</code> directory:</p>
<h3 id="security-jokes-example">Security Jokes Example</h3>
<div class="language-python highlight"><pre><span></span><code><span id="__span-15-1"><span class="c1"># examples/continue_mode_jokes.py</span>
</span><span id="__span-15-2"><span class="c1"># Demonstrates continuous joke telling with --continue flag</span>
</span><span id="__span-15-3"><span class="n">python</span> <span class="n">examples</span><span class="o">/</span><span class="n">continue_mode_jokes</span><span class="o">.</span><span class="n">py</span>
</span></code></pre></div>
<h3 id="security-audit-example">Security Audit Example</h3>
<div class="language-python highlight"><pre><span></span><code><span id="__span-16-1"><span class="c1"># examples/continue_mode_security_audit.py</span>
</span><span id="__span-16-2"><span class="c1"># Shows autonomous vulnerability scanning with --continue</span>
</span><span id="__span-16-3"><span class="n">python</span> <span class="n">examples</span><span class="o">/</span><span class="n">continue_mode_security_audit</span><span class="o">.</span><span class="n">py</span>
</span></code></pre></div>
<p>These examples demonstrate:
- How to use --continue flag programmatically
- Handling continuous output
- Graceful interruption with Ctrl+C
- Practical security use cases</p>
<h2 id="summary">Summary</h2>
<p>The <code>--continue</code> flag transforms CAI into an autonomous cybersecurity assistant capable of:
- Working independently on complex tasks
- Recovering from errors intelligently
- Maintaining context across multiple operations
- Providing entertainment with continuous jokes</p>
<p>Whether you're conducting security audits, hunting for bugs, or just want some cybersecurity humor, continue mode keeps your agent working until the job is done.</p>
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