... That s exactly where reliability matters. In our recent work, we took a different approach: Generate adversarial edge cases from the spec Resolve ambiguity via multi-agent debate Train a task-specific small model (SLM) on that data Paper: https://huggingface.co/papers/2604.25203 What we re seeing: SLMs outperform GPT-5 on boundary decisions More consistent (less flip-flopping on similar inputs) Fast enough for real-time, per-interaction evaluation This leads to a different stack: GPT-5 generation SLMs evaluation ...

... context-sync/server its all automatically configured, plug-and-play baby. A new erra of ai development calls for a tool that understands your project We make our debut on Tuesday next week stay tunned follow us on huggingface https://huggingface.co