01
AIArchitectureRAG
Building Production RAG Systems That Actually Scale
Lessons learned from shipping a retrieval-augmented generation pipeline that handles millions of documents with sub-100ms query latency.
Jan 12, 2025
8 min read
About
Builder by nature, engineer by craft.
I'm obsessed with the intersection of great engineering and thoughtful product design.
I don't just write code — I think about why it matters. Every product decision I make is rooted in a systems mindset: how does this scale, how does it feel, and what does it unlock for the people using it?
Over the past four years, I've built and shipped software across the full stack — from polished React interfaces to distributed backend services to AI-powered product features. I've worked on products at every stage: 0→1 MVPs, scaling challenges, and enterprise platforms.
The tools I reach for are always secondary to the problem I'm solving. But when it matters, I care a lot about crafting things that are fast, maintainable, and beautiful.
4+
Years building
20+
Products shipped
3
Domains mastered
Experience
Senior Software Engineer
Stealth AI Startup
Architecting core product infrastructure and leading frontend engineering for an AI-native platform. Shipped the first version from 0→1 in 3 months.
Next.jsPythonLangChainAWS
Full Stack Engineer
Series B SaaS
Owned the data visualization layer and real-time features of an analytics platform serving 50+ enterprise clients.
ReactGoPostgreSQLKafka
Frontend Engineer
Product Studio
Designed and built web applications for clients across fintech, healthtech, and e-commerce. Led a team of 3 frontend engineers.
ReactTypeScriptNode.jsAWS
Areas of depth
Frontend Engineering
Building performant, accessible, and delightful interfaces with React, Next.js, and modern CSS. I care deeply about the user experience and design fidelity.
ReactNext.jsTypeScriptFramer MotionTailwind CSS
Backend Systems
Designing scalable APIs, data pipelines, and microservices. From REST to GraphQL to event-driven architectures — I think in systems.
Node.jsPythonGoPostgreSQLRedisKafka
AI / Automation
Integrating LLMs, building RAG systems, and designing AI-native product features that feel natural and genuinely useful.
LangChainOpenAIVector DBsLangGraphRAGAgents
Work
Selected projects.
A collection of products built with care — each one a study in engineering quality and product thinking.
01
AI
Live
Cortex AI
2024A production-grade RAG pipeline with multi-modal document understanding and semantic search at scale.
Next.jsPythonLangChainPinecone+2
02
WEB
Live
Flux Design System
2024An open-source component library built for engineering teams who care about design quality.
TypeScriptReactStorybookTailwind+1
03
WEB
Live
Meridian Platform
2023Full-stack SaaS analytics platform with real-time data pipelines and interactive visualizations.
Next.jsPostgreSQLKafkaGo+2
04
AI
Live
Synapse Automation
2024AI-powered workflow automation with natural language task composition and multi-agent orchestration.
PythonFastAPILangGraphReact Flow+1
05
DEVOPS
Live
Orbit DevOps
2023Infrastructure orchestration tool with GitOps workflows and intelligent resource optimization.
GoKubernetesTerraformReact+2
06
MOBILE
Live
Prism Mobile
2023Cross-platform mobile app for creators with AI-assisted content generation and publishing tools.
React NativeExpoNode.jsReplicate+1
Stack
Tools I trust.
A curated set of technologies I've worked with deeply — chosen for reliability, developer experience, and production performance.
Frontend
React95%
Next.js93%
TypeScript92%
Tailwind CSS95%
Framer Motion88%
React Native82%
Backend
Node.js90%
Python88%
Go75%
PostgreSQL87%
Redis85%
GraphQL82%
AI & ML
LangChain88%
OpenAI API92%
Vector DBs85%
LangGraph80%
Fine-tuning72%
RAG Systems90%
DevOps & Cloud
Docker88%
Kubernetes78%
AWS82%
CI/CD87%
Terraform72%
Vercel95%
React
Next.js
TypeScript
Node.js
Python
Go
PostgreSQL
Redis
Docker
Kubernetes
AWS
Vercel
LangChain
OpenAI
Tailwind
Framer Motion
GraphQL
Prisma
React
Next.js
TypeScript
Node.js
Python
Go
PostgreSQL
Redis
Docker
Kubernetes
AWS
Vercel
LangChain
OpenAI
Tailwind
Framer Motion
GraphQL
Prisma
Writing
Thinking in public.
Notes on engineering, product design, and building things that last.
02
FrontendUXPerformance
The Engineering Behind Linear's Smooth UI
Reverse-engineering the micro-interaction patterns that make Linear feel effortless — and how to apply them to your own products.
Dec 28, 2024
6 min read
03
TypeScriptBackendDX
Type-Safe API Design with Zod and tRPC at Scale
How end-to-end type safety transforms team velocity and eliminates an entire class of runtime bugs in production systems.
Nov 15, 2024
7 min read
Contact
Let's build something worth using.
I'm selective about what I take on — if you have a problem worth solving, I'd love to hear about it.
hello@devquotient.dev
Remote-first · Open to collaboration
or find me on
DevQuotientAll systems nominal