Frontier pretraining researcher: steering AI research still demands precise human direction

menhguin · x · 2026-10-07

A developer working on text-to-weights (sparse MoE pretraining) shares that current models still depend heavily on human research direction: he had to deliberately steer the model's ideas and articulate goals in very precise terms, or it would produce a dozen half-plausible suggestions that don't help. He also notes the absence of slop AI pretraining papers in recent years — likely because pretraining is just high-effort enough to deter slop factories. AI can mechanically pump out high-quality research, but human discretion remains essential.

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