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class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link">CascadingDev Architecture</span></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>CascadingDev Architecture</h1></header>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="system-overview">System Overview<a href="#system-overview" class="hash-link" aria-label="Direct link to System Overview" title="Direct link to System Overview" translate="no"></a></h2>
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<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar" style="color:#F8F8F2;background-color:#282A36"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">┌─────────────────────────────────────────────────────────────────────────┐</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ Git Repository │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ ┌─────────────────┐ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ .ai-rules.yml │ ◄── Cascading configuration │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ src/ │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ .ai-rules.yml │ ◄── Folder-specific overrides │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ feature.py │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ discussions/ │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ FEAT-001.md │ ◄── Structured discussion files │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ └─────────────────┘ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ ▼ git commit │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ ┌─────────────────┐ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ Pre-commit Hook │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ ┌─────────────┐ │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ │ Safety │ │ ◄── Secret scanning, validation │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ │ Checks │ │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ └─────────────┘ │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ │ │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ ▼ │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ ┌─────────────┐ │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ │ Rules │ │ ◄── Load cascading .ai-rules.yml │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ │ Resolution │ │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ └─────────────┘ │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ └────────┼────────┘ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">└───────────┼─────────────────────────────────────────────────────────────┘</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> ▼</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">┌───────────────────────────────────────────────────────────────────────┐</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ CmdForge Tool Engine │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ ┌────────────────────────────────────────────────────────────────┐ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ Provider Abstraction (Claude, Codex, Gemini, DeepSeek, Ollama) │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ └────────────────────────────────────────────────────────────────┘ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ ┌───────────────┼───────────────┐ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ ▼ ▼ ▼ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ ┌──────────┐ ┌──────────┐ ┌──────────┐ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ Agent 1 │ │ Agent 2 │ │ Agent N │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ Tools │ │ Tools │ │ Tools │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ └──────────┘ └──────────┘ └──────────┘ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">└───────────────────────────────────────────────────────────────────────┘</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> ▼</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">┌───────────────────────────────────────────────────────────────────────┐</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ Orchestrated Discussions │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ Parse │ │ Route │ │ Vote │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ Discussion │──▶│ Mentions │──▶│ Counter │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ └─────────────┘ └─────────────┘ └─────────────┘ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ ▼ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ ┌─────────────┐ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ Status │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ Promoter │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ └─────────────┘ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">└───────────────────────────────────────────────────────────────────────┘</span><br></span></code></pre></div></div>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="rules-resolution">Rules Resolution<a href="#rules-resolution" class="hash-link" aria-label="Direct link to Rules Resolution" title="Direct link to Rules Resolution" translate="no"></a></h2>
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<p>The <code>.ai-rules.yml</code> system uses cascading inheritance:</p>
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<div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar" style="color:#F8F8F2;background-color:#282A36"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token comment" style="color:rgb(98, 114, 164)"># Root .ai-rules.yml</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token key atrule">agents</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">-</span><span class="token plain"> moderator</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">-</span><span class="token plain"> architect</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">-</span><span class="token plain"> security</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token key atrule">stages</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">-</span><span class="token plain"> feature</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">-</span><span class="token plain"> design</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">-</span><span class="token plain"> implementation</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">-</span><span class="token plain"> testing</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">-</span><span class="token plain"> review</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token key atrule">providers</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token key atrule">primary</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> claude</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token key atrule">fallback</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">-</span><span class="token plain"> codex</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">-</span><span class="token plain"> gemini</span><br></span></code></pre></div></div>
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<div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar" style="color:#F8F8F2;background-color:#282A36"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token comment" style="color:rgb(98, 114, 164)"># src/.ai-rules.yml (inherits and overrides)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token key atrule">agents</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">-</span><span class="token plain"> pragmatist </span><span class="token comment" style="color:rgb(98, 114, 164)"># Add pragmatist for implementation code</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">-</span><span class="token plain"> perfectionist </span><span class="token comment" style="color:rgb(98, 114, 164)"># Add perfectionist for code quality</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token comment" style="color:rgb(98, 114, 164)"># Inherits stages and providers from parent</span><br></span></code></pre></div></div>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="key-modules">Key Modules<a href="#key-modules" class="hash-link" aria-label="Direct link to Key Modules" title="Direct link to Key Modules" translate="no"></a></h2>
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<table><thead><tr><th>Module</th><th>Location</th><th>Purpose</th></tr></thead><tbody><tr><td><code>cascading.rules</code></td><td><code>src/rules/</code></td><td>YAML parsing, inheritance resolution</td></tr><tr><td><code>cascading.hooks</code></td><td><code>src/hooks/</code></td><td>Pre-commit hook logic</td></tr><tr><td><code>cascading.agents</code></td><td><code>src/agents/</code></td><td>Agent definitions and prompts</td></tr><tr><td><code>cascading.safety</code></td><td><code>src/safety/</code></td><td>Secret scanning, validation</td></tr><tr><td><code>cascading.installer</code></td><td><code>src/installer/</code></td><td>Bundle generation</td></tr></tbody></table>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="data-flow">Data Flow<a href="#data-flow" class="hash-link" aria-label="Direct link to Data Flow" title="Direct link to Data Flow" translate="no"></a></h2>
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<ol>
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<li class=""><strong>Commit Trigger</strong>: User runs <code>git commit</code></li>
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||
<li class=""><strong>Hook Execution</strong>: Pre-commit hook starts</li>
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||
<li class=""><strong>Safety Checks</strong>: Scan for secrets, validate files</li>
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<li class=""><strong>Rules Load</strong>: Resolve cascading <code>.ai-rules.yml</code></li>
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<li class=""><strong>Agent Dispatch</strong>: Send files to configured agents via CmdForge</li>
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||
<li class=""><strong>Discussion Update</strong>: Append agent responses to discussion files</li>
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||
<li class=""><strong>Vote Count</strong>: Calculate consensus from voting</li>
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||
<li class=""><strong>Status Promotion</strong>: Update status if threshold met</li>
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||
<li class=""><strong>Summary Generation</strong>: Create/update summary files</li>
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||
<li class=""><strong>Commit Proceeds</strong>: If all checks pass</li>
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||
</ol>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="configuration-files">Configuration Files<a href="#configuration-files" class="hash-link" aria-label="Direct link to Configuration Files" title="Direct link to Configuration Files" translate="no"></a></h2>
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<table><thead><tr><th>File</th><th>Purpose</th></tr></thead><tbody><tr><td><code>.ai-rules.yml</code></td><td>Agent selection, stages, providers</td></tr><tr><td><code>.ai-ignore</code></td><td>Files to exclude from AI processing</td></tr><tr><td><code>.ai-secrets</code></td><td>Patterns for secret detection</td></tr></tbody></table></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/rob/CascadingDev/"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">CascadingDev Overview</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#system-overview" class="table-of-contents__link toc-highlight">System Overview</a></li><li><a href="#rules-resolution" class="table-of-contents__link toc-highlight">Rules Resolution</a></li><li><a href="#key-modules" class="table-of-contents__link toc-highlight">Key Modules</a></li><li><a href="#data-flow" class="table-of-contents__link toc-highlight">Data Flow</a></li><li><a href="#configuration-files" class="table-of-contents__link toc-highlight">Configuration Files</a></li></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/rob/CascadingDev/">Overview</a></li></ul></div><div class="theme-layout-footer-column col footer__col"><div class="footer__title">More</div><ul class="footer__items clean-list"><li class="footer__item"><a href="https://gitea.brrd.tech/rob/CascadingDev" target="_blank" rel="noopener noreferrer" class="footer__link-item">Gitea<svg width="13.5" height="13.5" aria-label="(opens in new tab)" class="iconExternalLink_nPIU"><use href="#theme-svg-external-link"></use></svg></a></li></ul></div></div><div class="footer__bottom text--center"><div class="footer__copyright">CascadingDev Documentation</div></div></div></footer></div>
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