Inside the Post-Transformer Era: Hybrid Test-Time Compute and the New Efficiency Frontier

As brute-force pre-training yields diminishing scaling returns, top AI labs are pivoting to test-time reasoning compute, mixture-of-agents routing, and sparse dynamic memory. Here is what engineering benchmarks reveal about actual inference costs.