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CADENCE, a unified framework with a targeted fix for each compounding failure modes, is presented, showing principled distillation reaches strong reasoning quality without datacenter-scale hardware.
A composable, domain-specific backend, Pramana, shaped as a thin waist, with diverse research intents at the top and disparate execution substrates at the bottom is envisioned, and Pramana's utility is demonstrated by building a first-of-its-kind corpus of 255 data-generation intents mined from 66 published papers.
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