Hi, I'm Vincent 👋

Tech Leader & Architect specializing in LLM Infrastructure, ML Platforms, and Distributed Systems

Vincent - Tech Leader & ML Architect

Featured Projects

Building the next generation of AI infrastructure and platforms

Atlas

LLM traffic & quota management gateway with Redis, FastAPI, and Prometheus. Enables intelligent model routing and real-time observability.

Hyperion

Next-generation ML inference platform focused on scalability, high availability, and comprehensive observability for production workloads.

MonitorX

ML/AI infrastructure observability platform with real-time monitoring, drift detection, and intelligent alerting for production systems.

Expertise

Deep technical knowledge across the AI/ML infrastructure stack

LLM Infrastructure

Building scalable systems for large language model deployment, serving, and optimization

ML Platforms

Designing end-to-end machine learning platforms with focus on reliability and performance

Distributed Systems

Architecting resilient, high-throughput distributed systems for mission-critical applications

Latest Insights

Thoughts on AI infrastructure, platform engineering, and tech leadership

• 3 min read

The Unseen Blueprint: Key Principles for Successful Automation

A practical guide to building resilient, secure, and scalable automation systems using service-oriented and data-oriented principles.

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• 3 min read

Acting for Promotions vs Being Ready for Leadership

A reflection on the difference between acting for promotions and earning leadership through impact — and how promotion-chasing behaviors harm teams, peers, and the next generation of engineers.

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• 6 min read

What It Means to Be a True Leader

Reflections on authentic leadership through the lens of building teams, making decisions, and creating lasting impact in tech.

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