Mitchell Hashimoto Co-founder, HashiCorp
Finding these optimization opportunities can itself be a significant undertaking. It requires end-to-end understanding of the spec to identify which behaviors are observable and which can safely be elided. Even then, whether a given optimization is actually spec-compliant is often unclear. Implementers must make judgment calls about which semantics they can relax without breaking compatibility. This puts enormous pressure on runtime teams to become spec experts just to achieve acceptable performance.
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千问方面表示，这表明性能超越规模，不再单纯依赖参数堆叠，而是通过架构优化、数据质量提升及强化学习推动智能发展。