Everything Shift Harness publishes on AI Enablement of Delivery Teams lives under Delivery Teams. Start here for ai developer tools that CTOs and delivery teams can act on.
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.
Quality Harness Engineering
Quality Harness Engineering: The Emerging Stack for Reliable AI Systems
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