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<title data-rh="true">Orchestrated Discussions Overview | Orchestrated Discussions</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://pages.brrd.tech/rob/orchestrated-discussions/"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Orchestrated Discussions Overview | Orchestrated Discussions"><meta data-rh="true" name="description" content="Multi-agent AI discussion orchestration system with voting and phase-based workflows. Conducts structured discussions between multiple AI personas with distinct perspectives, expertise, and voting behavior."><meta data-rh="true" property="og:description" content="Multi-agent AI discussion orchestration system with voting and phase-based workflows. Conducts structured discussions between multiple AI personas with distinct perspectives, expertise, and voting behavior."><link data-rh="true" rel="icon" href="/rob/orchestrated-discussions/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://pages.brrd.tech/rob/orchestrated-discussions/"><link data-rh="true" rel="alternate" href="https://pages.brrd.tech/rob/orchestrated-discussions/" hreflang="en"><link data-rh="true" rel="alternate" href="https://pages.brrd.tech/rob/orchestrated-discussions/" hreflang="x-default"><script data-rh="true">function insertBanner(){var n=document.createElement("div");n.id="__docusaurus-base-url-issue-banner-container";n.innerHTML='\n<div id="__docusaurus-base-url-issue-banner" style="border: thick solid red; background-color: rgb(255, 230, 179); margin: 20px; padding: 20px; font-size: 20px;">\n <p style="font-weight: bold; font-size: 30px;">Your Docusaurus site did not load properly.</p>\n <p>A very common reason is a wrong site <a href="https://docusaurus.io/docs/docusaurus.config.js/#baseUrl" style="font-weight: bold;">baseUrl configuration</a>.</p>\n <p>Current configured baseUrl = <span style="font-weight: bold; color: red;">/rob/orchestrated-discussions/</span> </p>\n <p>We suggest trying baseUrl = <span id="__docusaurus-base-url-issue-banner-suggestion-container" style="font-weight: bold; color: green;"></span></p>\n</div>\n',document.body.prepend(n);var e=document.getElementById("__docusaurus-base-url-issue-banner-suggestion-container"),s=window.location.pathname,o="/"===s.substr(-1)?s:s+"/";e.innerHTML=o}document.addEventListener("DOMContentLoaded",function(){void 0===window.docusaurus&&insertBanner()})</script><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Orchestrated Discussions Overview","item":"https://pages.brrd.tech/rob/orchestrated-discussions/"}]}</script><link rel="stylesheet" href="/rob/orchestrated-discussions/assets/css/styles.6095798e.css">
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href="/rob/orchestrated-discussions/"><span title="Orchestrated Discussions Overview" class="linkLabel_WmDU">Orchestrated Discussions Overview</span></a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/rob/orchestrated-discussions/architecture"><span title="Orchestrated Discussions Architecture" class="linkLabel_WmDU">Orchestrated Discussions Architecture</span></a></li></ul></nav></div></div></aside><main class="docMainContainer_TBSr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/rob/orchestrated-discussions/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link">Orchestrated Discussions Overview</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>Orchestrated Discussions Overview</h1></header>
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<p>Multi-agent AI discussion orchestration system with voting and phase-based workflows. Conducts structured discussions between multiple AI personas with distinct perspectives, expertise, and voting behavior.</p>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="project-links">Project Links<a href="#project-links" class="hash-link" aria-label="Direct link to Project Links" title="Direct link to Project Links" translate="no"></a></h2>
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<table><thead><tr><th>Resource</th><th>URL</th></tr></thead><tbody><tr><td><strong>Git Repository</strong></td><td><a href="https://gitea.brrd.tech/rob/orchestrated-discussions" target="_blank" rel="noopener noreferrer" class="">https://gitea.brrd.tech/rob/orchestrated-discussions</a></td></tr><tr><td><strong>Local Path</strong></td><td><code>~/PycharmProjects/orchestrated-discussions</code></td></tr></tbody></table>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="core-concept">Core Concept<a href="#core-concept" class="hash-link" aria-label="Direct link to Core Concept" title="Direct link to Core Concept" translate="no"></a></h2>
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<p>Orchestrated Discussions provides a structured format for AI agents to collaborate on complex problems. Each agent has a unique perspective (security, pragmatism, architecture) and discussions follow phases with voting to reach consensus.</p>
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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">│ Orchestrated Discussion │</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">│ │ DISCUSSION FILE │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ # FEAT-001: Add Export Feature │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ Status: DESIGN │ │</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">│ │ ## @architect │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ We should use a plugin architecture for exporters... │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ VOTE: +1 (proceed) │ │</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">│ │ ## @security │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ Consider data sanitization before export... │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ VOTE: 0 (neutral, needs more info) │ │</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">│ │ ## @pragmatist │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ Start with CSV only, add others later... │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ VOTE: +1 (proceed) │ │</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">│ │ Vote Counter │ Status Update │ Mention Route │ Summarizer │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ +2 proceed │ DESIGN→IMPL │ @security │ Generate │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ 1 neutral │ if threshold │ follow-up │ summary.md │ │</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></code></pre></div></div>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="components">Components<a href="#components" class="hash-link" aria-label="Direct link to Components" title="Direct link to Components" 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">│ 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">│ Discussion │ AI │ GUI/TUI │ CmdForge │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ Files │ Personas │ Interface │ Integration │</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">│ Append-only │ Architect │ Dear PyGui │ All logic in │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ Markdown │ Security │ urwid TUI │ CmdForge tools │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ Structured │ Pragmatist │ │ │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ format │ Moderator │ │ Unix philosophy │</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">│ │ + more │ │ │</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="ai-personas">AI Personas<a href="#ai-personas" class="hash-link" aria-label="Direct link to AI Personas" title="Direct link to AI Personas" translate="no"></a></h2>
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<table><thead><tr><th>Persona</th><th>Role</th><th>Voting Tendency</th></tr></thead><tbody><tr><td><strong>Moderator</strong></td><td>Facilitates, summarizes, keeps on track</td><td>Usually neutral</td></tr><tr><td><strong>Architect</strong></td><td>System design, scalability, patterns</td><td>Cautious on design</td></tr><tr><td><strong>Security</strong></td><td>Risk assessment, vulnerabilities</td><td>Conservative</td></tr><tr><td><strong>Pragmatist</strong></td><td>What works now, shipping</td><td>Aggressive on shipping</td></tr><tr><td><strong>Perfectionist</strong></td><td>Code quality, best practices</td><td>Conservative on quality</td></tr><tr><td><strong>Researcher</strong></td><td>Prior art, documentation</td><td>Usually neutral</td></tr></tbody></table>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="key-features">Key Features<a href="#key-features" class="hash-link" aria-label="Direct link to Key Features" title="Direct link to Key Features" translate="no"></a></h2>
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<table><thead><tr><th>Feature</th><th>Description</th></tr></thead><tbody><tr><td><strong>Append-only Files</strong></td><td>Discussions grow, never edited (audit trail)</td></tr><tr><td><strong>Phase Workflow</strong></td><td>feature → design → implementation → testing → review</td></tr><tr><td><strong>Voting System</strong></td><td>+1 proceed, 0 neutral, -1 block</td></tr><tr><td><strong>Status Promotion</strong></td><td>Auto-advance when consensus reached</td></tr><tr><td><strong>Mention Routing</strong></td><td>@persona triggers response from that agent</td></tr><tr><td><strong>Diagram Support</strong></td><td>PlantUML, Mermaid embedded in discussions</td></tr><tr><td><strong>Text-to-Speech</strong></td><td>Read comments aloud for accessibility</td></tr></tbody></table>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="bundled-cmdforge-tools">Bundled CmdForge Tools<a href="#bundled-cmdforge-tools" class="hash-link" aria-label="Direct link to Bundled CmdForge Tools" title="Direct link to Bundled CmdForge Tools" translate="no"></a></h2>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="utility-tools">Utility Tools<a href="#utility-tools" class="hash-link" aria-label="Direct link to Utility Tools" title="Direct link to Utility Tools" translate="no"></a></h3>
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<ul>
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<li class=""><code>discussion-parser</code> - Parse discussion files to JSON</li>
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<li class=""><code>discussion-validator</code> - Validate discussion format</li>
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<li class=""><code>discussion-summarizer</code> - Generate summaries</li>
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</ul>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="orchestration-tools">Orchestration Tools<a href="#orchestration-tools" class="hash-link" aria-label="Direct link to Orchestration Tools" title="Direct link to Orchestration Tools" translate="no"></a></h3>
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<ul>
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<li class=""><code>discussion-vote-counter</code> - Count votes, calculate consensus</li>
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<li class=""><code>discussion-mention-router</code> - Route @mentions to agents</li>
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<li class=""><code>discussion-status-promoter</code> - Update status based on votes</li>
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</ul>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="participant-tools">Participant Tools<a href="#participant-tools" class="hash-link" aria-label="Direct link to Participant Tools" title="Direct link to Participant Tools" translate="no"></a></h3>
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<ul>
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<li class=""><code>discussion-architect</code> - Architect perspective responses</li>
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<li class=""><code>discussion-security</code> - Security perspective responses</li>
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<li class=""><code>discussion-pragmatist</code> - Pragmatist perspective responses</li>
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<li class=""><code>discussion-moderator</code> - Moderation and facilitation</li>
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</ul>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="quick-start">Quick Start<a href="#quick-start" class="hash-link" aria-label="Direct link to Quick Start" title="Direct link to Quick Start" translate="no"></a></h2>
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<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash 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"># Install</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cd ~/PycharmProjects/orchestrated-discussions</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">pip install -e .</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"># GUI mode</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">discussion-gui</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"># TUI mode</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">discussion-tui</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"># CLI: Create new discussion</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">discussion new "Add export feature" --type feature</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"># CLI: Add agent response</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">discussion respond FEAT-001 --agent architect</span><br></span></code></pre></div></div></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--next" href="/rob/orchestrated-discussions/architecture"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Orchestrated Discussions Architecture</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="#project-links" class="table-of-contents__link toc-highlight">Project Links</a></li><li><a href="#core-concept" class="table-of-contents__link toc-highlight">Core Concept</a></li><li><a href="#components" class="table-of-contents__link toc-highlight">Components</a></li><li><a href="#ai-personas" class="table-of-contents__link toc-highlight">AI Personas</a></li><li><a href="#key-features" class="table-of-contents__link toc-highlight">Key Features</a></li><li><a href="#bundled-cmdforge-tools" class="table-of-contents__link toc-highlight">Bundled CmdForge Tools</a><ul><li><a href="#utility-tools" class="table-of-contents__link toc-highlight">Utility Tools</a></li><li><a href="#orchestration-tools" class="table-of-contents__link toc-highlight">Orchestration Tools</a></li><li><a href="#participant-tools" class="table-of-contents__link toc-highlight">Participant Tools</a></li></ul></li><li><a href="#quick-start" class="table-of-contents__link toc-highlight">Quick Start</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/orchestrated-discussions/">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/orchestrated-discussions" 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">Orchestrated Discussions Documentation</div></div></div></footer></div>
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