AI-native engineering for modern businesses.
Fast execution. Solid systems. We build web platforms, ecommerce, AI agents, and infrastructure that actually works.
Engineering capabilities
We focus on what we do best. No scope creep. No fluff.
Web Systems
High-performance web applications with modern architecture, edge caching, and exceptional Core Web Vitals.
Ecommerce
Conversion-optimized storefronts on Shopify, WooCommerce, and custom headless stacks.
AI Agents & Automation
Autonomous agents, workflow automation, and LLM integrations that reduce manual work.
Infrastructure & Security
Hardened cloud infrastructure, CI/CD pipelines, and security-first architecture.
How we work
Transparent process. No hidden phases. No endless revisions.
Discovery
We audit your current stack, understand constraints, and define measurable outcomes.
Architecture
We design the system: data models, API contracts, infrastructure, and performance budgets.
Build
Fast, iterative development with continuous integration and automated testing.
Ship & Optimize
Production deployment with monitoring, SEO validation, and ongoing performance tuning.
Selected work
Real projects. Real outcomes. Real architecture.
Autonomous support agent handling 78% of tickets
Nexus's support team was drowning in 4,000+ tickets monthly. Their existing chatbot resolved only 12% of queries and frequently hallucinated product answers, damaging customer trust.
Headless ecommerce migration with 3x conversion lift
Aether's monolithic Shopify Plus store loaded in 4.2s with a 68% mobile bounce rate. Their product configurator required 23 JS bundles and crashed on mid-range devices.
High-frequency trading dashboard with sub-50ms updates
Meridian's traders needed a real-time dashboard processing market data from 12 exchanges with sub-50ms latency. Their legacy React app caused frame drops and memory leaks during high-volatility periods.
Technical stack
We choose tools for performance, reliability, and maintainability.
Frontend
- Next.js 15
- React Server Components
- TypeScript
- Tailwind CSS
- Edge Rendering
Backend
- Node.js
- Python
- Go
- PostgreSQL
- Redis
- GraphQL
AI & ML
- OpenAI
- LangChain
- Vector DBs
- Embeddings
- RAG Systems
Infra
- Vercel
- AWS
- Docker
- Terraform
- CI/CD
- Monitoring
Infrastructure & security
Every system we ship is built to be fast, secure, and resilient.
Edge-optimized delivery
Static generation and edge caching for sub-100ms global response times.
Security-first architecture
Zero-trust networking, automated vulnerability scanning, and hardened dependencies.
Observability built-in
Real-time monitoring, structured logging, and automated alerting from day one.
Compliance ready
GDPR, SOC 2, and industry-specific compliance patterns implemented by default.
Engineering notes
Technical insights, performance research, and implementation details.
Building production RAG systems: lessons from 6 deployments
Retrieval-Augmented Generation sounds simple until you hit production. Here is what we learned about chunking, embedding, and relevance scoring.
Core Web Vitals in 2025: what actually moves the needle
Google's metrics evolved. We audited 40 sites and found the same culprits: third-party scripts, unoptimized images, and layout instability from injected content.
GEO: Optimizing for LLM retrieval, not just Google
How we restructured content for ChatGPT, Perplexity, and Claude web search. Semantic density beats keyword density.
Ready to build?
Tell us what you are building. We will respond within 24 hours with a clear assessment and next steps.