Hélder Ferreira
Testing should guide AI, not just check its work
Connecting AI to test artifacts and execution evidence turns individual coding tasks into a continuous, context-aware SDLC workflow.
What “agentic” actually means for software quality (beyond the buzzwords)
Agentic AI can gather test data and surface gaps, but engineers must still validate results and own every release decision.









