Engineering guides, architecture patterns, and production implementations focused on Machine Learning.
How 8-bit integer quantization (INT8) and CMSIS-NN enable sub-15ms vibration and acoustic anomaly detection on ARM Cortex-M microcontrollers while slashing cellular data costs by 92%.
Predictive AI promises to pinpoint customer churn weeks before a human notices and calculate precise lifetime value. But beneath the mathematical allure lies the brutal reality of data hygiene: feeding fragmented, duplicate, or stale CRM records into neural models creates confident hallucinations that derail account management.
Our engineering team designs sub-50ms distributed backends, edge AI pipelines, and high-concurrency systems.