https://jamal.dev/categories/systems-thinking/Recent content in Systems Thinking on Jamal YusufHugoen-usThu, 15 Jan 2026 00:00:00 +0000https://jamal.dev/writing/why-enterprise-ai-agents-fail/Thu, 15 Jan 2026 00:00:00 +0000https://jamal.dev/writing/why-enterprise-ai-agents-fail/<p>I have watched smart teams ship impressive agent demos — and then watch those same agents fail the only test that matters: <strong>would an expert trust this under pressure?</strong></p> <p>The model is rarely the villain. The retrieval design is.</p> <h2 id="the-expert-retrieval-gap">The expert retrieval gap</h2> <p>Most enterprise AI agents are built around a comforting pipeline: chunk, embed, retrieve, generate. It looks scientific. It scales on slides. It also assumes experts think in paragraphs — flat, interchangeable, equally worthy of attention.</p>