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An autonomous dengue early warning system that retrains itself, forecasts risk 2 weeks ahead by planning area, and puts seniors first. Officers approve every update.
An AI that does the deciding, not just the coding.
This project speeds up Transformer inference on NVIDIA T4 GPUs with packed QKV, mask caching, and a fused CUDA residual-LayerNorm kernel, achieving up to 1.537x speedup while preserving accuracy.
Most detectors break under real-world corruption. Persist estimates corruption severity and calibrates its confidence accordingly — validated across generators, resolutions, and 15 transform types.
0.863 against a 0.107 baseline. 92.5% of a ceiling we measured. No model, no network, no dependencies.
