Okay, here's a condensed version focusing on the key information, formatted in Markdown:
## AlphaEvolve: Gemini-Powered Algorithm Discovery Agent
**From:** Google DeepMind
**Core Function:** A coding agent for algorithm discovery.
**Key Capabilities & Achievements:**
* **Designs faster matrix multiplication algorithms:**
* Has identified multiple new algorithms.
* Outperforms the previous model, AlphaTensor.
* **Finds new solutions to open mathematical problems.**
* **Enhances efficiency across Google's ecosystem:**
* Optimizes data center scheduling.
* Assists in hardware/chip design.
* Improves AI training and inference.
**How it Works:**
* **Utilizes LLMs:** To synthesize information about problems, previous attempts, and to propose new algorithm versions.
* **Employs Automated Evaluation:** To systematically measure progress on solvable problems.
**Deployment:**
* Deployed across Google’s computing ecosystem (data centers, software, hardware) over the past year.
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