Two employees finish the same 4-hour AML course. The LMS shows two identical green checkmarks. One knows it cold, one has real gaps. Your LMS logged that they watched the video. It cannot tell you whether either one actually learned it. Auditors do not want a checkmark, they want mastery evidence. Attest reads each learner's raw interaction stream and infers concept-level mastery with a real knowledge-tracing transformer (SAKT), not a quiz score and not "people like you took this course next." Then deterministic code, not the model, decides what gets certified. In the demo, the senior BSA analyst who already knows the material: 16 of 18 concepts certified, 80.3% of seat time saved (240 minutes down to 47.3). The branch manager with genuine gaps: only 10 of 18 certified, 38.9% saved, the weak concepts routed to practice instead of skipped. Same course, two very different truths a green check could never show. What you hand a regulator is a signed Competence Certificate: per-concept mastery, the evidence trail behind each estimate, the model and its benchmark, the thresholds applied. Not a checkmark that only means "attended." Agents advise, code decides. We certify what we can prove. If your team is wrestling with proving competence in mandatory recertification instead of just logging completion, we would genuinely like to hear how you are thinking about it. The gap is industry-wide and so are the answers. #LearningAndDevelopment #AMLCompliance #KnowledgeTracing #CorporateTraining #RegTech