Why it matters
Ali Khial took three of the best engineers at G2i, pointed them at popular coding benchmarks, and hit a wall of tasks that were either too ambiguous to grade or quietly broken.
My takeaway: Benchmarks: The Good, the Bad, and the Ugly — Ali Khial, G2i is a model-evaluation signal. The practical read is to tie capability claims to evidence, launch criteria, and regression tests rather than relying on demos or benchmark headlines.