Hard instructions & chains
Long-context, multi-constraint, verifiable demonstration traces.
Vertical · Generative AI
Alignment and agentsare the shared frontier of boards and products.
Hard SFT, expert RLHF, red teams and agent golden trajectories for Chinese foundation-model teams — capability boards, safety boards, and product gates.
Book a 15-min briefingWhat we deliver
Expert preference & red team
Domain preferences, adversarial injection, safety repair data.
Agent evals & trajectories
Tool calls, failure taxonomy, replayable golden paths.
- LLM-RLHF expert pack
- Red-team & safety set
- Agent golden trajectories
- Alignment private eval