Tagged “compute”

2 posts.

All Model Architecture19 Training & Alignment22 Inference & Serving18 Agents & Orchestration11 Reasoning & Evaluation26 Safety, Security & Governance7 Platforms & Practice20

Training & Alignment 3 min

How Much Data Is Enough? The Chinchilla Correction

For years the field raced to build bigger models. Then a 2022 study showed most of those giants were undertrained, and quietly redrew the map of how to spend a compute budget.

scaling-laws training compute data

Training & Alignment 9 min

The $8M trillion: when frontier-grade training falls out of the lab

DeepSeek shipped a 1.6T-parameter model in April 2026 with native Ascend inference support while OpenAI committed $500B to Stargate. Both can be right, but only one of them is a moat.

training compute scaling economics ∑