Shift-right: production logs feeding AI-generated regression tests
Key Questions
What is shift-right testing with production logs?
Production logs feed AI-generated regression tests, using tools like PlayerZero for prod sim/debug. This shifts verification rightward in the pipeline.
How do monday.com agents support QA?
monday.com agents convert specs to tests and enable GO-NO-GO decisions, bookending QA processes. They integrate LLMs for requirements and synthetics.
What epistemological changes occur in testing?
There's a shift to human verification of AI-generated tests from observability, canaries, and synthetics. Scalable automation emphasizes self-healing without code.
PlayerZero prod sim/debug; monday.com agents (specs→tests/GO-NO-GO); LLMs reqs/observability/canaries/synthetics; epistemological human verification shift.
Sources (2)
Updated May 14, 2026