2026 R&D Engineering Upgrade: Coding Agents, AI Testing, Verification‑First & Dev Efficiency
The article analyzes how AI programming has shifted from assistive tools to autonomous agents by 2026, outlines the evolution of coding agents, introduces agentic coding, multi‑agent collaboration, probe‑and‑refine navigation, critiques AI testing pitfalls, proposes verification‑first methodology, quantifies R&D efficiency gains, and provides a practical upgrade checklist.
