Sequence modeling
Time-series transformers, TFT, N-BEATS, LSTM.
Deep models where they actually beat the baselines.
Transformers, GNNs, sequence models — chosen when justified by data, calibrated, and monitored.
Time-series transformers, TFT, N-BEATS, LSTM.
Fraud rings, supply graphs, knowledge graphs.
Defect detection, document AI, satellite imagery.
Conformal prediction and reliability diagrams.
We scope, build, and operate — usually in weeks, not quarters.
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