🧪 مختبر التوقعات

💡 لماذا لا حاجة إلى GPU؟

• Logistic regression has 15 parameters; even the deep MLP has ~2.2k — 100k matches of data is just a few MB.
• One epoch is millions of multiply-adds — milliseconds to seconds in a modern JS engine (see measured times above).
• At this scale WebGL/WebGPU kernel-dispatch overhead actually loses to plain CPU TypeScript.
• A real community produces hundreds to thousands of games — full retraining after every match stays under 100ms.