Noob Vibe Paper: TUMIX: Multi-Agent Test-Time Scaling with Tool-Use Mixture скачать в хорошем качестве

Noob Vibe Paper: TUMIX: Multi-Agent Test-Time Scaling with Tool-Use Mixture

Noob Vibe Paper: TUMIX: Multi-Agent Test-Time Scaling with Tool-Use Mixture Ever wondered how AI can think smarter by working together? Discover the revolutionary TUMIX framework that transforms how language models tackle complex problems! • 🤝 TUMIX introduces a multi-agent system where multiple AI workers collaborate simultaneously, each using different tool strategies to solve the same problem and learn from each other's approaches • 🚀 This innovative framework achieves up to 3.55% better accuracy on major reasoning benchmarks while maintaining the same inference cost, making it a game-changer for AI performance • 🤖 The system intelligently adapts by using LLMs to automatically optimize agent designs, and can even stop early when confidence is high, cutting inference costs by half without sacrificing performance Noob Learning: Let's vibe learning together! --- https://arxiv.org/pdf/2510.01279   / nooblearning