EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 19 · Lesson 10Capstone40 min85 lessons in phase

Capstone 10 — Multi-Agent Software Engineering Team

The 2026 shape of a multi-agent engineering team has converged: an architect plans, N coders work in parallel worktrees, a reviewer gates, a tester verifies. SWE-AF's factory architecture, MetaGPT's role-based prompting, AutoGen 0.4's typed actor graph, Cognition's Devin, and Factory's Droids all landed on it independently. Parallel worktrees convert wall-clock into throughput. Shared state and handoff protocols become the failure surface. The capstone is to build the team, evaluate on SWE-bench Pro, and report which handoffs break and how often.

Visual edition planned

This lesson isn’t interactive yet.

It is part of the curriculum and will get the same treatment as Phase 1 — a visual cover, hands-on labs, derivations with numeric checks and a quiz. Until then, the original lesson is the best place to read it:

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