Agentic SLM Ensembles: How Tokenomics Beat GPT-5.4 by 5.81% on IFEval

Agentic SLM ensembles exceed GPT-5.4 by 5.81% on IFEval while operating in a lower-cost regime. Analyze tokenomics and operational behavior.

Agentic SLM ensembles exceed GPT-5.4 by 5.81% on IFEval while operating in a lower-cost regime. Analyze tokenomics and operational behavior.
A 60-second tour of VideoEval scoring 10 AI-generated clips: prompt adherence, color saturation, motion ghosting, pass/fail verdicts, and the human review queue. Real demo, real numbers.