DeepSeek aims to raise at least $300 million at a $10 billion valuation. The Chinese startup is abandoning its independent funding model after facing researcher poaching and delayed releases. This shift allows the firm to compete with better-funded rivals. Practitioners should watch for accelerated model deployment following this capital injection.