Evaluating AI Coding Tools in 2026 — Benchmarks That Matter and Ones That Don't
Practical AI coding eval: SWE-bench / live benchmarks, internal benchmarks on your codebase, productivity metrics, and what to ignore.
Practical AI coding eval: SWE-bench / live benchmarks, internal benchmarks on your codebase, productivity metrics, and what to ignore.
Honest take on AI coding agents: where Claude Code / Cursor shine, when they hurt, the discipline of using them well, and what stays human.
What separates engineers who get real value from AI tools from those who ship bugs faster. Verification habits, scope discipline, multi-session patterns, and the cultural shifts that compound.
What AI coding assistants actually deliver in 2026. Where they save hours, where they create new work, the productivity research, and the adoption patterns of teams that ship faster vs teams that hit dead ends.