Feedback Loops Secure Quality in SE 3.0; Second‑Order Control Gets Smarter

By applying control theory, the article explains how multi‑level feedback loops form the structural guarantee of quality in Software Engineering 3.0, distinguishes first‑ and second‑order control, maps SE 1.0‑3.0 evolution, and proposes an agent‑driven DevOps model that enables real‑time, self‑evolving software systems.

AI agentsSE 3.0agentic DevOps

0 likes · 10 min read

Feedback Loops Secure Quality in SE 3.0; Second‑Order Control Gets Smarter

Software Engineering 3.0 Era

May 30, 2025 · Industry Insights

Beyond Tools: How Large Models Are Driving Software Engineering 3.0

The article traces software engineering from the waterfall era to agile and DevOps, then explains how large language models reshape development into a "program‑plus‑model" paradigm, outlining new human‑AI collaboration patterns, quality‑assurance challenges, and strategic considerations for the emerging SE 3.0 era.

AI-assisted DevelopmentHuman-AI CollaborationQuality Assurance

0 likes · 9 min read

Beyond Tools: How Large Models Are Driving Software Engineering 3.0

Feedback Loops Secure Quality in SE 3.0; Second‑Order Control Gets Smarter

Beyond Tools: How Large Models Are Driving Software Engineering 3.0

Feedback Loops Secure Quality in SE 3.0; Second‑Order Control Gets Smarter