tech

AI Made Your App Teams 10x Faster. Nobody Gave Your Platform Team 10x the Headcount.

Nobody meant to break anything. A user asked for something routine, an agent found a path through the system, and a Kafka cluster went down. That’s the part that doesn’t show up in productivity dashboards.

AI Made Your App Teams 10x Faster. Nobody Gave Your Platform Team 10x the Headcount.

TL;DR

  • AI agents are now involved in operations, running release loops and building features end-to-end.
  • As app teams accelerate, platform teams face an increased and unbudgeted operational burden.
  • Platform agents operate with different rules and a wider blast radius than typical tooling can handle.
  • A practical control layer is needed to absorb agent-created work without causing bottlenecks.
  • An evaluation discipline is crucial for determining agent autonomy levels.
  • Document creation involves a private eval suite and a tiered action-class policy.