Testing AI-Generated Code: Gates That Actually Hold (2026)
How to gate AI-assisted development — why line coverage stops meaning anything, the four checks that hold, and where human review should be spent when volume outruns it.

Founder, Total Shift Left
Rishi is the founder of Total Shift Left, with deep expertise in building both technology products and technology services businesses. He has worked with customers including Microsoft and PayPal, and previously scaled Leapwork's India operation from 0 to 250 people across product, sales, and support. He has spent more than a decade designing API test automation and CI/CD platforms for regulated enterprises in BFSI, healthcare, and the public sector — work that informs his writing on self-hosted LLMs, contract testing at scale, and shift-left strategy. He is a frequent author on AI API testing, OpenAPI-driven automation, and on-prem deployment of testing platforms.
How to gate AI-assisted development — why line coverage stops meaning anything, the four checks that hold, and where human review should be spent when volume outruns it.
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