The era of stuffing prompts with tokens is over—what's next for LLM efficiency

As LLM costs drop and context windows grow, the old strategy of maximizing tokens in prompts to squeeze better outputs is becoming obsolete. The focus is shifting toward smarter prompt design and task decomposition instead of brute-force context scaling—a meaningful constraint that actually favors makers with limited budgets over those throwing money at larger models.