https://aibussin.com/tags/fastapi/ Recent content in FastAPI on AIBussin — AI applications, systems and books Hugo en-US Mon, 25 Aug 2025 15:30:43 +0100 https://aibussin.com/post/sis/ Mon, 25 Aug 2025 15:30:43 +0100 https://aibussin.com/post/sis/ <blockquote> <h2 id="-the-invisible-ai-problem">🔍 The Invisible AI Problem</h2> <p>How do you debug a system that generates thousands of database entries, hundreds of prompts, and dozens of knowledge artifacts for a single query?</p> <p><strong>SIS is our answer</strong> a visual dashboard that transforms Stephanie&rsquo;s complex internal processes into something developers can actually understand and improve.</p> </blockquote> <h2 id="-in-this-post">📰 In This Post</h2> <p>I</p> <ul> <li>🔎 <strong>See how Stephanie pipelines really work</strong> – from Arxiv search to cartridges, step by step.</li> <li>📜 <strong>View logs and pipeline steps clearly</strong> – no more digging through raw DB entries.</li> <li>📝 <strong>Generate dynamic reports from pipeline runs</strong> – structured outputs you can actually use.</li> <li>🤖 <strong>Use pipelines to train the system</strong> – showing how runs feed back into learning.</li> <li>🧩 <strong>Turn raw data into functional knowledge</strong> – cartridges, scores, and reasoning traces.</li> <li>🔄 <strong>Move from fixed pipelines toward self-learning</strong> – what it takes to make the system teach itself.</li> <li>🖥️ <strong>SIS isn’t just a pretty GUI</strong> - it’s the layer that makes Stephanie’s knowledge visible and usable.</li> <li>🈸️ <strong>Configuring Stephanie</strong> – We will show you how to get up and running with Stephanie.</li> <li>💡 <strong>What we learned</strong> – the big takeaway: knowledge without direction is just documentation.</li> </ul> <hr> <h2 id="-why-we-built-sis">❓ Why We Built SIS</h2> <p>When you’re developing a self-improving AI like <strong>Stephanie</strong>, the real challenge isn’t just running pipelines it’s making sense of the flood of logs, evaluations, and scores the system generates.</p>