Veteran dev calls for coding LLMs that natively follow instructions, not just suggest

ivan_bezdomny · x · 2026-09-25

The author argues labs should train coding-focused LLMs from the ground up to natively follow instructions — not treat them as suggestions — with a hierarchy of commands, effectively a programming language for managing software projects via an LLM.

With 20+ years of coding experience, he uses Claude Code and Codex daily and won't go back to hand-coding, but wishes for models that obey specs. His favorite projects remain from the Opus 4.6 era, where he could define requirements and have Opus run unit tests and backups on every update — or at least 90% of them.

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