October 7, 2025 • Dzianis Vashchuk • 9 min read
Vibe Engineering: Testing an Agentic AI Browser Auto-Pilot with a Three-Stage Verification Strategy
How Vibe tests browser agents in practice: OCR-backed extractor validation, deterministic mock LLM workflows, and real-model integration tests against live sites.