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TriChronos-0.1B is an open-source, ~100M-parameter encoder-only Transformer for probabilistic time-series forecasting, trained with 1.58-bit ternary weight quantisation (BitNet-style BitLinear layers). It outputs 21 quantile predictions over a 24-step forecast horizon.