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.

AI codingArduinoVibe

0 likes · 14 min read

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

Software Engineering 3.0 Era

Jul 20, 2025 · Artificial Intelligence

From Vibe Coding to Kiro Spec-Driven Development: Bringing Engineering Determinism to AI Projects

The article contrasts the chaotic, prompt‑driven "Vibe coding" approach with Kiro's Spec‑driven development, explaining how a two‑session model—Vibe for creative exploration and Spec for deterministic engineering—structures AI projects from project‑level documentation to runtime execution, improving reliability and traceability.

AI engineeringKiroRunner

0 likes · 10 min read

From Vibe Coding to Kiro Spec-Driven Development: Bringing Engineering Determinism to AI Projects