Built on a shared FastConformer encoder (Conv2d 8x subsampling → N Conformer blocks with relative positional attention):
Agar is so critical that since WWII, scientists have tried to find alternatives in the event of a supply chain breakdown, especially as recent shortages have caused similar alarm. But while other colloid jellies have emerged, agar remains integral to laboratory protocols because no alternatives can yet compete on performance, cost, and ease of use.
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Local caching -- disk cache avoids WebSocket round-trips for console/exec