Replication Validates Breakthrough

The most likely path is that outside AI researchers reproduce part of Q Labs’ result and confirm that backprop-free training can beat Adam on selected transformer benchmarks. The finding would not immediately overturn the GPU training stack, but it would make Q Labs a credible target for partnerships, funding, and licensing talks.

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