01 / QUALITY CONTROL Ops Center Real-time visibility across data collection, curation, quality review and delivery.
02 / EXPERTS Experts, Linguists & Coders Access structured human expertise for domain-specific and multilingual datasets.
03 / DATA Expert Data Generation Create complex prompt-response pairs, demonstrations and preference datasets.
04 / ALIGNMENT RLHF & Preference Ranking Capture human preferences and turn model feedback into structured learning signals.
05 / EVALUATION Model Evaluation Surface hallucinations, reasoning failures, safety gaps and weak model behaviors.
06 / SAFETY Red Teaming & Safety Use targeted adversarial testing and structured review to identify vulnerabilities.
INSTRUCTION FOLLOWING ↗ Assisted instruction following Structure high-quality demonstrations for complex model behaviors.