The Thinking
Three decades of pattern recognition, distilled into frameworks the industry is only beginning to catch up to.
Five Things I Know to Be True
“The Velocity Crisis is real. AI is writing code faster than humans can verify it.”
Developers using AI jetpacks while QA still rides manual scripting bicycles produces one outcome: Instant Legacy. Code shipped so fast it becomes untested technical debt the moment it hits production. The only solution is autonomous agents testing at the speed AI builds.
“The Feature Factory is closing. The Intelligence Factory is opening.”
Product Managers who define their value through backlog grooming and manual documentation will be replaced by automation. The future belongs to the Visionary Architect who designs the system, sets the goal vectors, and owns accountability for outcomes — not outputs.
“SaaS transformation is a people problem, not a technology problem.”
I scaled Tricentis's on-prem platform to SaaS without losing customers. The technology was the easy part. The hard part was aligning sales incentives, retraining support, and getting customers to trust a new delivery model. That requires executive conviction and operational patience simultaneously.
“The Quality Engineer of the future is a Quality Architect.”
Stop writing test steps. Start writing rules. The new QE defines business logic for agents, engineers data factories as fuel, and sets governance guardrails for autonomous systems. It's a massive upgrade in responsibility — if you're willing to make the shift.
“Being ahead of the market is only valuable if you can survive until the market arrives.”
I founded TenKod ahead of the mobile testing market. The technology was right. The timing was early. That tension between vision and timing is the defining challenge of building in emerging categories — and why market sensing is as important as market shaping.