Jeremy

Independent Cloud, DevOps & AI Consultant / Product Manager (part-time consulting alongside full-time roles)

Built and administers a multi-service AWS Lightsail and Linux platform for richmack111.com and its applications using Apache reverse proxying, Docker Compose, Route 53, IAM, S3, SQLite-backed services, systemd, and repeatable deployment workflows.. Developed RichAudit, an auditd-to-SQLite security-telemetry platform with CLI and native Textual interfaces, MITRE ATT&CK imports and mappings, historical analysis, statistics, and local LLM-assisted risk scoring across 4,500+ command events.. Engineered eBPF and bpftrace monitoring workflows for process execution, application activity, file events, and downloads, with structured SQLite logging and terminal-based investigation tools.. Built local AI and RAG utilities with Ollama, Python, FAISS, ChromaDB, embeddings, Go concurrency, and structured chunking for document search, grading, summarization, risk analysis, and domain-specific question answering.. Created resilient FFmpeg, MediaMTX, RTSP, and systemd streaming services with playlist automation, codec normalization, restart policies, TCP transport, service diagnostics, and YouTube relay integration.