Make AI assistance pay off, then earn autonomy

Make AI assistance pay off, then earn autonomy An architecture diagram generated by Archify. Existing coding tools · what teams already use · Architecture component · have Existing coding tools what teams already use have Policies and standards · in plugins and skills · What the enterprise builds · build Policies and standards in plugins and skills build Workflow on top · deterministic handshakes · What the enterprise builds · build Workflow on top deterministic handshakes build AI-native autonomy · earned, not assumed · Architecture component AI-native autonomy earned, not assumed Generic skills · and plugins, rolled out to all · Architecture component Generic skills and plugins, rolled out to all carry standards enforced in steps net value shown no adoption What the enterprise builds Legend Backend Security External

Start with what exists

  • • Make the coding tools teams already use work
  • • Do not roll out generic skills where nobody adopts them

Build the enterprise layer

  • • Policies and standards baked into plugins and skills
  • • A workflow on top so handshakes are deterministic

Then earn autonomy

  • • Prove the net value of AI assistance first
  • • Expand autonomy only where evidence supports it