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Scaffold Effects on GAIA: A Controlled Comparison
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I built a vulnerable app and spent $1,500 seeing if LLMs could hack it
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Knowledge Index of Noah's Ark
arXiv:2606.05104v2 Announce Type: replace Abstract: Knowledge benchmarks for LLMs face three issues: scaling-driven designs that do not operationalize disciplinary representativeness; flat-payment annotation that permits lazy consensus; and unaudited ranking instability under bounded test budgets. We introduce KINA, an 899-item benchmark across 261 fine-grained disciplines, with two formal results. First, we cast representativeness as a coverage-style objective over expert-elicited anchors...
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Announce Type: new Abstract: Large language models (LLMs) increasingly translate natural-language optimization problems into executable solver code. Yet for constraint-dense operations research (OR) problems, existing data-filtering and training pipelines largely rely on objective-equivalence signals such as differential testing and answer agreement, which a program can pass while adding spurious constraints or silently omitting required ones, whenever those constraints are non-binding on...
Knowledge Index of Noah's Ark
Announce Type: new Abstract: Knowledge benchmarks for LLMs face three issues: scaling-driven designs that do not operationalize disciplinary representativeness; flat-payment annotation that permits lazy consensus; and unaudited ranking instability under bounded test budgets. We introduce KINA, an 899-item benchmark across 261 fine-grained disciplines, with two formal results. First, we cast representativeness as a coverage-style objective over expert-elicited anchors and operationalize...
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GitHub Copilot App
From issue to merge, in one app Join the waitlist to stay informed and get notified when we expand access to the GitHub Copilot app technical preview—a new desktop experience for agent-driven development built natively on GitHub. Already a Copilot Pro, Pro+, Max, Business, or Enterprise customer? You can immediately install the app and get started today.
visionOS 27 brings the new Siri to Apple's headset
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Anthropic spins a Fable of a tamer, safer Mythos
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