Platform Engineering

Designed for scale, performance,
and scrutiny.

AI that delivers in production. Data platforms that perform under load. Infrastructure that withstands growth and scrutiny. From MVP to global scale and regulated enterprise.

Practice Areas

Cloud infrastructure, AI platforms, and data systems. Architecture and delivery across the full stack.

Technologies
Kafka
Postgres
Kubernetes
OpenShift
Docker
Terraform
AWS
GCP
Azure
PyTorch
LangChain
OpenAI
Anthropic
Redis
Kafka
Postgres
Kubernetes
OpenShift
Docker
Terraform
AWS
GCP
Azure
PyTorch
LangChain
OpenAI
Anthropic
Redis

Platform & Cloud Infrastructure

Multi-cloud architecture, Kubernetes, service mesh, CI/CD, and cloud migrations across AWS, GCP, Azure, and OpenShift. Compliant, secure, and reliable.

AI & ML Infrastructure

Self-hosted LLM inference, ML model training, and model serving. RAG pipelines, agent orchestration, vector search, and automated MLOps. Production-ready and privacy-preserving.

Data Engineering

Real-time streaming, batch processing, and data pipeline architecture. Compliant by design with data sovereignty, retention, and access controls.

About Polygon Mango

Enterprise rigor. Startup velocity.

Who I am

Nearly a decade designing and operating multi-cloud infrastructure, production AI platforms, and high-throughput data systems at scale. Before that, a PhD in theoretical physics. First-principles thinking applied to production systems, from early revenue to regulated enterprise.

Results

Scaled a banking product into a multi-tenant SaaS platform. National-scale healthcare infrastructure. High-throughput data pipelines processing billions of events per day with strict compliance. Multi-cloud systems handling global high-throughput traffic with strict latency requirements. AI inference platforms serving 1,000+ concurrent users with a custom LLM monitoring middleware. Fraud detection models at production scale. Reduced deployment times from hours to minutes and cut infrastructure costs by 84%.

My approach

Direct engagement. Architecture-first. Built for reliability and audit.

How I Work

Architecture Review

Deep dive into your infrastructure, security, and delivery pipeline. You get a written report with prioritized findings and a migration roadmap.

Retainer

Ongoing architecture and engineering support. Regular syncs and hands-on delivery for teams that need continuous infrastructure leadership. Also available as a fractional CTO for strategic direction without a full-time hire.

Project Based

Fixed-scope delivery for platform builds, migrations, or compliance initiatives. I define the specification alongside you, own the milestones, and deliver to spec and timeline.

Get In Touch

A direct technical conversation.

Infrastructure has no room for vibes

Architecture review before a major migration. Platform engineering for AI workloads. High-throughput data pipelines designed for scale. Compliance-driven infrastructure overhauls. This is a direct technical conversation with someone who has delivered for banking, medtech, fintech, and startups at every stage.

No sales process. Just architecture and delivery.

Who you meet is who you get
Regulated-enterprise and startup experience
Architecture review, advisory, retainer, or project