Complete technical storylines, architectural evolutions, and empirical benchmark audits.
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.