Writing

Thinking on AI/ML Ops, machine learning platforms, and technical product leadership.

• What Most Companies Get Wrong About ML Ops

  Why ML Ops is the operating system for production machine learning, not just model deployment.

• Real-Time Data Is the Bottleneck for AI Products

  Why real-time data systems are the hidden constraint behind personalization, recommendations, and automation.

• The Hidden Cost of Fragile AI Platforms

  Fragile AI platforms create organizational drag that reduces ambition long before major incidents appear.