AI Enablement: Shift Harness's collection on AI Enablement of Delivery Teams. Expect field-tested guidance on developer productivity metrics, written for CTOs and delivery teams.
AI operating model
Your engineers are shipping more code than ever and the delivery metrics still have not moved. The gap is usually a missing control layer: written intent that an agent's output gets reviewed against, before anything is generated.
AI Measurement
Most open with license count: a procurement number dressed up as a transformation metric. Here is what an honest dashboard drops, what it tracks instead, and why it is really a decision about your operating model.
AI governance
Every AI failure I have investigated had a human who pushed the button. Automation is a delivery mechanism, not a transfer of responsibility.
Role Playbooks
Dev, QA, PM, BA, SA - five delivery roles, five different ways AI breaks them. Generic training fits none. The fix is a per-role playbook with four components, the last of which is the part a manager can inspect in five minutes.
AI Adoption
The 4-Level AI Adoption Evaluation Model: How to Tell What Your Delivery Team Has Actually Changed