Jerry Chan

Machine Learning Research Engineer

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.

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.

Jerry Chan

Beyond "Out-of-the-Box": Why Enterprises Need Specialized RL Agents

Balancing Cost and Effectiveness of Synthetic Data Generation Strategies for Fine-Tuning LLMs

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