November 7, 2025
Beyond "Out-of-the-Box": Why Enterprises Need Specialized RL Agents
While general-purpose AI models are powerful, they often fail to deliver on complex, specialized enterprise workflows that use private data. We share results from our real world work in the insurance and legal industries, highlighting how our RL-tuned agents outperformed leading LLMs and dive into how we achieved these performance gains.
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December 5, 2024
Balancing Cost and Effectiveness of Synthetic Data Generation Strategies for Fine-Tuning LLMs
The Scale AI team investigates various synthetic data generation strategies for fine-tuning LLMs under different constraints, providing a robust framework for enterprises to evaluate the most optimal and cost-effective data strategies for fine-tuning LLMs.
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December 12, 2023
Efficient and Effective Fine-Tuning Using Mixture-of-Experts PEFT
At Scale, we have always believed that building custom LLMs through fine-tuning is key to unlocking greater performance for any given organization’s specific use case. We work with enterprise customers to implement cutting-edge enterprise Generative AI solutions, combining the best large language...
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