… It’s engineered for real-world agentic workloads, supporting 128k token contexts and optimized performance on a single GPU with open weights and documentation for enterprise adaptation. …
… As the research community increasingly sought real-world relevance, the focus shifted toward the threat model itself. …
… Maximilien is especially interested in building practical, high-performance AI systems that bridge research and real-world deployment. …
… 9 MIN READ Dec 12, 2025 How to Build Privacy-Preserving Evaluation Benchmarks with Synthetic Data Validating AI systems requires benchmarks—datasets and evaluation workflows that mimic real-world conditions—to measure accuracy, reliability, and safety... …