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Generative artificial intelligence (AI) models can perform increasingly complex tasks, yet greater AI usage does not necessarily translate into proportional productivity gains. We identify token-max as one source of this inefficiency: when token consumption is treated as productive effort, agents are encouraged to over...
The sandbox provides a search API that indexes large-scale public web corpora, namely ClueWeb22 and FineWeb, using a state-of-the-art dense retriever and approximate nearest neighbor search via DiskANN and achieves comparable latency to popular commercial APIs while ensuring stable document rankings across runs.
A platform--creator mechanism called VCR based on verifiable-content rewards, which credits rewrites that surface checkable factual substance, aligning creator incentives with answer trustworthiness and produces a win--win outcome under the empirical equivalence criterion.
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