Helmsman
Runtime confidence scoring and intervention for LLM responses. Helmsman sits between your application and the model, scoring epistemic calibration and optionally intervening on low-confidence outputs.
Coming soon
Helmsman is being designed as the intervention layer built on top of Driftwatch's evaluation research. Where Driftwatch diagnoses calibration failures in batch, Helmsman detects and addresses them at request time.
The architectural design (classify, route, augment, monitor) is validated. Internal ablation studies support the wrapper's effectiveness across multiple model families. Development is ongoing as part of our research.