Principal Software Engineer
Principal Software Engineer obsessed with how software feels to use, building at the front of the AI shift. I architect production AI systems end to end, agent-first, with security and observability built in. I start with structure, cut without mercy, and ship the few things that earn their place.
Designed and built state-of-the-art evaluation harnesses, evals, and guardrails for production model systems. Focused on correctness, regression detection, and safe behavior in non-deterministic environments.
Fine-tuned models for production use cases. Trained embedding-based models and BERT classifiers for domain-specific tasks, including data pipelines, training loops, and evaluation.
Built sensors and analysis systems for developer toolchains and agent-driven workflows, catching supply-chain and behavioral risks that standard tooling misses.
Health tech, Fintech, e-commerce
Led end-to-end product development and architected scalable systems. Mentored teams and focused on intuitive interfaces backed by solid engineering fundamentals and measurable reliability.
Event tech, SaaS, Crypto
Defined technical strategy and built high-performing teams. Established engineering principles and practices that improved quality, velocity, and cross-functional execution.
Big Tech, e-commerce
Defined product strategy and built teams. Launched developer-facing products and scaled them to thousands of users while maintaining strong engineering standards.
Big Tech, Tech startups
Delivered critical features in large-scale systems. Built low-level hardware-centric abstractions, improved performance and reliability, and collaborated with design and product to ship polished solutions.
Security, developer tools, model systems
Built and sold multiple companies spanning security, developer tooling, and model-driven systems. Led engineering and product, shipped production pipelines and instrumentation.
System architecture · Technical strategy · Distributed systems at scale · Platform & API design · Team building & mentorship · 0-to-1 product · Engineering org design · Cross-functional leadership
LLM applications · Agent systems · Tool use & function calling · MCP · RAG · Evals · Prompt engineering · Context engineering · Orchestration · Inference optimization · Streaming & token budgeting
PyTorch · Fine-tuning · Evaluation harnesses · Guardrails & evals · Embedding models · BERT · Training pipelines · Domain adaptation · Vector search · Model observability
Security instrumentation · Supply-chain analysis · Digital forensics · Pentesting · Malware analysis · OpsSec · Behavioral detection
Kubernetes · Docker · Terraform · GCP · AWS · CI/CD · Observability · Kafka · PostgreSQL · Distributed systems · Scalability & reliability
TypeScript · Python · Rust · Go · Swift · C · WebAssembly · API & platform design · Performance engineering · Design systems · Product sense
Computer Science
Embedded Systems Design
Applied Arts
Languages—English, Spanish, French
Interests—Product design, systems engineering, model training, mobile development, cybersecurity, film photography, UX research.