The Scaling Laws That Shaped LLM Development

Between 2020 and 2024, LLM capabilities grew predictably with model size, training data, and compute — relationships formalized as scaling laws. These laws guided billions in AI investment, and their apparent limits in 2024–2026 triggered the shift to reasoning models that scale inference compute instead.