Hard instructions & chains
Long-context, multi-constraint, verifiable demonstration traces.

Adjacent capacity · Generative AI
Beyond the medical expert standard, LumeSage supports hard SFT, expert RLHF, red teams and agent traces — as extension capacity, not a replacement for the medical narrative.
Long-context, multi-constraint, verifiable demonstration traces.
Domain preferences, adversarial injection, safety repair data.
Tool calls, failure taxonomy, replayable golden paths.