AI platforms that ship.

I lead teams to architect, train, and deploy AI systems with real ROI. From 6th-grade grammar apps to Apple AI infra, I've handled 100M+ LLM requests.

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Signal Above the Noise

🤖

AI/ML at Scale

RAG, LoRA/strategy overlays, RL policy switchers, production evals

☁️

Cloud-Native Infra

Kubernetes, multi-region, service mesh, blue/green & canary deployments

🎨

Product Craft

Next.js/Tailwind/Astro, UX that converts, performance optimization

0M+
LLM Requests
Handled at scale
$0M+
Cost Savings
Via agentic frameworks
0+
Years
Building systems
$0M+
Infrastructure
Managed quarterly

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Multi-Cloud Migration

ECS→EKS→multi-cloud migration with spend intelligence tracking $10-12M/quarter

$2.3M saved41% cost reduction
KubernetesIstioGrafanaArgoCD

Cerebro AI Sales Platform

Outlook-integrated AI for quote generation and SAP connectors

6-8 mo planK8s deployment
K8sS3LambdaOutlook API

Trendvesting Platform

LoRA strategy switcher with live trading and fraud detection

LoRA switcherRevenue share
LoRASnapTradePythonML

Latest Writing

All Articles

RAG Failure Modes & Mitigations

Understanding why RAG systems fail and how to design around common pitfalls in production.

AI Systems & Evals

LoRA as Strategy Overlays

When to swap vs stack LoRA adapters for dynamic model behavior switching.

ML Engineering

Production Evals Beyond Accuracy

Latency, cost, safety, and drift monitoring for real-world ML systems.

ML Engineering

Books

All Books

B*tch Slapped

Raw, practical essays on thriving through life's chaos while building tech careers.

Go Snowflake LLM

Build scalable LLM solutions for startups using Go and modern infrastructure.

Go
LLM
70% Complete Free Chapter

Trendvesting Podcast

All Episodes

Episode 15: AI Trading Strategies

Deep dive into using machine learning for automated trading decisions and risk management.

32 min

Episode 14: Infrastructure Scaling

Lessons learned from scaling Kubernetes infrastructure at high-growth companies.

28 min

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