Dev finds non-thinking LLMs 'useless' for agentic work in instruction-following tests

madcow_bg · reddit · 2026-11-10

A Reddit developer building semi-autonomous agents for private data sorting reports that LLMs without thinking mode — including Qwen3.6, Qwen3-coder and gpt-oss — consistently fail to follow detailed AGENTS.md instructions, with any slightly vague directive ignored entirely. He concludes non-thinking LLMs are useless for agentic work and asks whether a systematic study on the importance of thinking exists.

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