Stop Buying More GPUs. The Real AI Training Bottleneck Is Knowing When to Quit.
You’re burning money on GPUs for diminishing returns. The real AI training bottleneck isn’t speedβit’s knowing when to stop. The Q-head mechanism in Tiny Recursive Networks reframes training from brute-force optimization to a meta-control problem, dynamically deciding when to terminate batches to save compute without sacrificing quality.