<section class="developer-page">
<h1>AI Orchestration</h1>
<p class="page-intro">A practical guide to AI-assisted development that treats the model as an orchestratable implementer, not a one-off helper. Built from real prompt analysis across three projects.</p>
<div class="summary-card">
<h2>The Big Idea</h2>
<p>Most people use AI for small, isolated tasks. I use it as a <strong>delegated implementer</strong> with defined rules, organizational alignment, and production-grade workflows. The conversation itself becomes a reusable artifact—training data, not a throwaway session.</p>
<p><strong>Orchestration hub:</strong> CochranBlock (cochranblock) and the cochranblock workspace are the central hub. One binary serves the site, runs the embedded CI pipeline, and deploys via go-live scripts. Cursor rules drive rebuild and restart workflows. A prompt reference doc aggregates context from all projects.</p>
</div>
<div class="summary-card">
<h2>12 Ways This Differs</h2>
<details class="ai-detail" open><summary>1. Orchestrator, Not Implementer</summary>
<p>I direct and scope; the AI implements. Prompts like "do it for me" and "assume I want more work" show delegation. Rules automate orchestration—no micro-management.</p>
</details>
<details class="ai-detail"><summary>2. Persistent Persona and Rules</summary>
<p>I give the AI a sustained identity (e.g. Kova, "WHAT WOULD THE COMPANY DO?"). Rules in .cursor/rules/—tokenization, anti-patterns, CI—are inherited every session.</p>
</details>
<details class="ai-detail"><summary>3. Zero-to-Hero Workflows</summary>
<p>I ask for full flows: "compose works from zero to hero," "build postgres database." One command runs the full validation pipeline—no external CI.</p>
</details>
<details class="ai-detail"><summary>4. Executive Translation</summary>
<p>Outputs bridge to non-engineers: "human readable transcript using metaphors so bosses understand." Engineer → CTO/CEO decision support.</p>
</details>
<details class="ai-detail"><summary>5. Conversation as Training Data</summary>
<p>The chat becomes input for other AI systems. Prompt reference docs, extracted from transcripts, stored in the repo, referenceable across chats.</p>
</details>
<details class="ai-detail"><summary>6. IP and Legal Awareness Up Front</summary>
<p>Ownership and compliance are in the prompt from the start—"the company IP," "ensure no legal complications."</p>
</details>
<details class="ai-detail"><summary>7. Organizational Alignment via OSINT</summary>
<p>The AI is given organizational context (public info) to shape output—"find out who is in the AI team," "what they would want."</p>
</details>
<details class="ai-detail"><summary>8. Async Handoff</summary>
<p>"Map out what you need for the next 8 hours while I rest." Multi-hour runs with periodic check-ins, not short synchronous sessions.</p>
</details>
<details class="ai-detail"><summary>9. Self-Critique Loops</summary>
<p>"Pretend you just got the biggest verbal ass whooping from a Master Rust Engineer and fix the code." Simulate expert review.</p>
</details>
<details class="ai-detail"><summary>10. No Mocks, Real Systems</summary>
<p>"Make functional products, don't mock stuff." Real crypto, real SQLite, real HTTP. Tests validate real logic.</p>
</details>
<details class="ai-detail"><summary>11. Cross-Project Infrastructure</summary>
<p>"Include it for all 3 projects." Reusable assets that span workspaces—prompt reference, rules, binaries.</p>
</details>
<details class="ai-detail"><summary>12. Domain Bridge</summary>
<p>AI bridges expertise gaps: "Python syntax everything that isn't as much as syntax allows for rust." Move into new stacks while keeping your mental model.</p>
</details>
</div>
<div class="summary-card">
<h2>How It Works in Practice</h2>
<ul>
<li><strong>Single binary, dual mode:</strong> Default = web server. <code>--test</code> = embedded CI pipeline (unit + integration + HTTP tests).</li>
<li><strong>Deploy workflow:</strong> Change → <code>cargo run --test</code> → <code>cargo build --release</code> → <code>go-live-wsl.sh</code> → <code>cochranblock --go-live</code>.</li>
<li><strong>Rules as orchestration:</strong> .cursor/rules/ encode rebuild→redeploy, restart-stack, anti-patterns. The AI follows them automatically.</li>
</ul>
</div>
<p class="outcome-cta"><a href="/cursor-rules" class="btn">View Cursor Rules</a> <a href="/executive-summary" class="btn btn-secondary">Summary</a></p>
</section>