security-telemetry

HeartAI is an end-to-end, machine learning-driven Clinical Decision Support System (CDSS) designed to predict cardiovascular risk levels and assist healthcare professionals in early-stage diagnosis. By bridging advanced data mining algorithms with a modern web architecture, HeartAI delivers actionable diagnostic insights from clinical data.

Technical report on deep supervision, recursive Transformers, and adaptive inference over large-scale process-chain telemetry.

Cybersecurity, systems engineering, and product analytics — profile of Magzhan Amandykov.

Wazuh security monitoring implementation covering platform deployment, Windows and Linux endpoint onboarding, Sysmon integration, centralized telemetry collection, and endpoint security visibility.

Software CLI de análisis de eventos de seguridad en C que procesa telemetría JSONL/CSV con estructuras probabilísticas, correlación proceso-archivo-red, puntajes de riesgo, timelines y reportes JSON/HTML/CSV.

Retention x erasure reconciliation for security telemetry. Finds where security retention floors and privacy erasure obligations collide field by field, decides whether deletion is technically achievable, and emits machine-readable deletion metadata. Offline, deterministic, no dependencies beyond React.

Enterprise EDR (Endpoint Detection & Response) dashboard — React + TypeScript with real-time WebSocket telemetry and Recharts visualization.

Wazuh security monitoring implementation covering Windows and Linux telemetry analysis, SOC dashboard development, authentication monitoring, File Integrity Monitoring, and custom detection engineering.