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Jun 14, 2026 · Artificial Intelligence

Verification Engineering: From Vibe Hardware Coding to Self‑Iterating Validation

The author experiments with an ESP32‑based development board, using an AI agent to automatically generate, flash, and verify hardware demos, then analyzes the limitations of traditional verification and proposes a self‑iterating verification engineering loop to ensure real‑world outcomes are continuously validated.