<em>Perspective</em>: Multi-shot LLMs are useful for literature summaries, but humans should remain in the loop

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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.

Martin Sho

It's officially Unpacked week, which means antsy phone buyers are getting several new models to seriously consider. If you're a power user in particular, you may be weighing the new Samsung Galaxy S26 Ultra against the Google Pixel 10 Pro XL, both of which can be argued to offer the best of Android phones in the first half of 2026.