QA in the age of agentic coding: shift-left and shift-right
April 16, 2026 • Tony Karrer
If AI can generate code and tests in seconds, do we still need QA? Yes, but the job is changing fast. Quality is stretching left into specs and acceptance criteria, and right into integration, release confidence, and production signals. QA is no longer a stage at the end of the pipeline; it’s a thread running through the whole SDLC.