Collaborative AI Engineering: One Dev, Two Dozen Agents, Zero Alignment — Maggie Appleton, GitHub

Software development is fundamentally a team sport, yet current AI coding agents prioritize individual productivity, creating a "one-man, two-dozen agents" paradigm that ignores the necessity of collective alignment. As implementation becomes cheaper and faster, the primary bottleneck shifts from writing code to deciding what to build. Without shared context, rapid agentic output leads to wasted effort, coordination debt, and misaligned features. The Agent Collaboration Environment (ACE) prototype addresses this by providing a multiplayer, cloud-based workspace that integrates planning, terminal access, and real-time communication. By bringing designers, product managers, and developers into a unified environment, teams can maintain shared context and ensure that AI-driven development remains focused on high-quality, purposeful software rather than uncoordinated, high-volume output. This shift reclaims time for critical thinking and craftsmanship, ensuring that the speed of AI does not come at the expense of product integrity.