2x, not 10x: coding with LLMs in 2026

2026-07-31

By mid-2026, LLMs have improved in their ability to assist with coding tasks, allowing for effective automation in feedback loops and iterative development. However, they still have limitations, especially in providing meaningful insights into code structure and documentation, which prevents them from delivering a drastic productivity boost beyond what is currently achievable.