The Next AI Scaling Law: Neuro Inspired Test-Time Compute

Hosted by Voaige , an AI lab focused at the intersection of neuroscience and AI, this exclusive sneak peek event offers a deep dive into the next AI scaling law: reliable, efficient, agentic cognition at inference time. AI scaling is moving beyond bigger models, more data, and massive training runs. The next frontier is how compute is allocated during inference. While many test-time compute methods improve intelligence by spending 5× or more, Voaige takes a neuro inspired approach: intelligently allocate compute based on uncertainty and task difficulty, delivering better performance at under 0.6× compute. For instance, using test-time cognition, Voaige has pushed GPT-5.2 beyond GPT-5.4-level performance without any fine-tuning or agent harness engineering. Speakers to be announced soon.