Research

Pretraining progress is mostly coming from data

Dwarkesh Patel 研究:预训练进步主要来自数据改进

Pretraining progress is mostly coming from data

www.dwarkesh.com

Breaking down 6 years of pretraining progress into data vs model improvements

Open source

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This is worth tracking because it is a concrete research signal, not just a passing headline. The source preview points to a research result, method, evaluation, dataset, or safety finding. For builders and operators, "Pretraining progress is mostly coming from data" can be used as a checkpoint for technical due diligence, roadmap bets, agent design, and evaluation strategy. I keep this thread indexed so future searches around AI research papers, technical methods, and applied AI systems can land on a source-linked page instead of disappearing into a fast-moving feed from www.dwarkesh.com.

What to take from this signal

Context

"Pretraining progress is mostly coming from data" is archived here as a source-linked AI signal from www.dwarkesh.com. The useful part is the connection between Pretraining, progress, mostly, coming, data and technical due diligence, roadmap bets, agent design, and evaluation strategy, which makes the item more actionable than a normal feed headline. The source context says: Breaking down 6 years of pretraining progress into data vs model improvements

Builder takeaway

For an AI builder, the main takeaway is to watch how this signal changes practical decisions around technical feasibility, evaluation design, safety limits, and product primitives. It can inform what to test next, which product surface to compare, and whether the underlying workflow is ready for real users.

Source context

www.dwarkesh.com remains the authoritative source for the original claim. This page adds a stable archive URL, a short builder interpretation, and related search language so the item can be found later when the original feed has moved on.

Search angles

  • Pretraining progress is mostly coming from data Research context
  • www.dwarkesh.com AI research
  • Pretraining, progress, mostly, coming, data builder takeaway
  • AI research papers, technical methods, and applied AI systems

This page keeps a source preview and a stable archive URL for search discovery. The original source remains authoritative.