Part I · The Streak
Chapter 01 · 8 min read

The Casino Floor of Scaling Laws

How an empirical curve became a religion — and what the receipts actually say.

The air inside the executive boardrooms of the AI boom smells like expensive filtration systems and unhedged certainty.

The rooms are quiet in the way only extremely expensive rooms can be quiet. Glass walls. Soft chairs. Bottled water in perfect rows. Dashboards glowing on wall-mounted displays. Analysts waiting on one screen. Infrastructure partners waiting on another. Somewhere in the background, a spreadsheet contains a number so large that no human nervous system was designed to feel it accurately.

A trillion, if you aggregate the whole mania.

The rooms are quiet in the way only extremely expensive rooms can be quiet.

The numbers do not feel like money anymore. They feel like weather.

Inside those rooms, the language is disciplined and technical. Nobody says they are gambling. Nobody says they are afraid of missing the last great platform shift. Nobody says the board has become trapped by its own public promises. Nobody says the stock price now depends on maintaining belief in a curve.

They say long-term infrastructure positioning.

But strip away the vocabulary and the scene is older than Silicon Valley. It is a casino floor.

[ References ]
  1. [01]
    Kaplan et al. (OpenAI) — “Scaling Laws for Neural Language Models, arXiv:2001.08361 (2020) · arxiv.org/abs/2001.08361
  2. [02]
    Hoffmann et al. (DeepMind) — “Training Compute-Optimal Large Language Models (Chinchilla), arXiv:2203.15556 (2022) · arxiv.org/abs/2203.15556
  3. [03]
    NVIDIA — “Q4 and Fiscal Year 2025 Financial Results, NVIDIA Investor Relations (2025-02-26) · investor.nvidia.com/news/press-release-details/2025/NVIDIA-Announces-Financial-Results-for-Fourth-Quarter-and-Fiscal-2025/
  4. [04]
    Reuters — “Big Tech's AI capex spending to top $320 billion in 2025, Reuters (2025-02-07) · www.reuters.com/technology/artificial-intelligence/big-techs-ai-spending-spree-faces-investor-scrutiny-2025-02-07/
  5. [05]
    OpenAI — “Announcing the Stargate Project, OpenAI (2025-01-21) · openai.com/index/announcing-the-stargate-project/