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For implementers, this promise-heavy design constrains optimization opportunities. The spec mandates specific promise resolution ordering, making it difficult to batch operations or skip unnecessary async boundaries without risking subtle compliance failures. There are many hidden internal optimizations that implementers do make but these can be complicated and difficult to get right.
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analysis including:
ALiBi enables extreme compression: the 36-param leader uses ALiBi with slope log(10) for base-10 positional weighting, achieving 100% accuracy with a 2-layer decoder (d=5) in float64