https://victorsalles.com/en/tags/architecture/Recent content in Architecture on Victor SallesHugoen-usTue, 10 Mar 2026 00:00:00 +0000https://victorsalles.com/en/projects/multi-agent-dev-team/Tue, 10 Mar 2026 00:00:00 +0000https://victorsalles.com/en/projects/multi-agent-dev-team/<h2 id="structured-ai-agent-teams-with-memory-and-coordination">Structured AI agent teams with memory and coordination</h2> <p>Most people interact with AI assistants one prompt at a time. I wanted to see what happens when you design a full development team of AI agents — each with a defined role, personality, diagnostic methodology, and persistent memory — and have them collaborate on real engineering work.</p> <p><strong>The setup:</strong></p> <p>Five specialized agents, each with a distinct archetype and working style:</p> <ul> <li><strong>Leader</strong> — Delegation, scoping, planning. Operates through a 5-field briefing format and dual quality gates.</li> <li><strong>Backend</strong> — Django/DRF/Postgres specialist with a diagnostic loop that has a hard stop: after 2 failed hypotheses, escalate instead of brute-forcing.</li> <li><strong>Frontend</strong> — Next.js/TypeScript, 4-states rendering rule, and a QA checklist that runs before any PR.</li> <li><strong>Designer</strong> — Full state specifications and a feasibility gate that forces consideration of edge cases before committing to designs.</li> <li><strong>Security</strong> — 7-category Django-aware review that runs after every Backend or Frontend task, before the second quality gate.</li> </ul> <p><strong>Memory architecture:</strong></p>