[Tencent Hunyuan Releases Hyra 2.0, Enabling Agents to Develop Reusable Scientific Models and Tools] According to the official WeChat account of Tencent Hunyuan, the company has released Hyra 2.0, an automated scientific research framework. Instead of simply allowing AI to directly solve problems, it enables agents to develop and upgrade reusable scientific models and tools. Hyra 2.0's de novo protein reverse-folding model, HyInv, has only 1.96 million parameters and generates data 57 times faster than ProteinMPNN. The quantum error correction tool HyQEC constructed 488,123,22] quantum codes, achieving an encoding efficiency approximately 48% higher than the previous leader in the qLDPC Challenge. The mathematical proof workflow HyProver proved problems such as the Yau Shing-Tung conjecture on circumferential action, and the proofs have been verified by mathematicians. Hyra 2.0 also improved the Xiangshan RISC-V processor's score per GHz by 5.79%.