Is Adam Finally Dead?

📰 Medium · LLM

Discover how Sophia's Lazy Second-Order Math reduces LLM training time, cost, and instability by half, potentially replacing Adam optimizer

advanced Published 10 May 2026
Action Steps
  1. Explore Sophia's Lazy Second-Order Math approach to understand its benefits
  2. Apply Lazy Second-Order Math to existing LLM models to compare training times and costs
  3. Configure LLM training pipelines to utilize Sophia's method for improved stability
  4. Test the performance of LLMs trained with Sophia's approach against those using Adam optimizer
  5. Compare the results to determine the effectiveness of Sophia's method in reducing training time and cost
Who Needs to Know This

Machine learning engineers and researchers can benefit from this new approach to optimize LLM training, improving efficiency and reducing costs

Key Insight

💡 Sophia's Lazy Second-Order Math has the potential to replace Adam optimizer in LLM training, offering significant improvements in efficiency and cost

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💡 Sophia's Lazy Second-Order Math cuts LLM training time, cost, and instability in half! 🚀

Key Takeaways

Discover how Sophia's Lazy Second-Order Math reduces LLM training time, cost, and instability by half, potentially replacing Adam optimizer

Full Article

How Sophia’s Lazy Second‑Order Math Cuts LLM Training Time, Cost, and Instability in Half Continue reading on Data And Beyond »
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