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.
Kevin Church,Science team
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Amodei declined to change his stance and stated that if the Pentagon chose to offboard Anthropic, "we will work to enable a smooth transition to another provider, avoiding any disruption to ongoing military planning, operations or other critical missions." Grok is one of the other providers the DoD is reportedly considering, along with Google's Gemini and OpenAI.
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