AI Research & Engineering
Building intelligent systems that work
Quaternion Studios is an applied AI research lab. We develop and deploy machine learning systems for organizations solving hard problems.
Research Areas
Deep expertise across the machine learning stack
Large Language Models
Fine-tuning, prompt engineering, and deployment of state-of-the-art LLMs for enterprise applications. RAG systems, chain-of-thought reasoning, and multi-modal architectures.
Agentic Systems
Autonomous AI agents with tool-use capabilities, multi-step reasoning, and self-reflection. Building systems that can plan, execute, and adapt to complex tasks.
Neural Architecture
Custom neural network design for specific domains. Transformers, diffusion models, graph neural networks, and hybrid neuro-symbolic systems.
Data Infrastructure
Scalable ML pipelines, feature stores, vector databases, and real-time inference systems. Building the foundation for production AI.
ML Operations
End-to-end MLOps frameworks for model training, evaluation, deployment, and monitoring. Continuous learning and automated retraining pipelines.
Edge AI
Model optimization, quantization, and deployment for resource-constrained environments. On-device inference for real-time applications.
Our Approach
Principles that guide our work
Research-Driven
We stay at the frontier. Every solution we build is informed by the latest advances in machine learning research, from arxiv papers to conference proceedings.
Production-First
Research means nothing without deployment. We engineer systems that work reliably at scale, with proper monitoring, fallbacks, and maintainability.
Measurable Impact
Every project has clear success metrics. We work backwards from business outcomes to technical requirements, ensuring AI delivers real value.
By the Numbers
Delivering measurable results
Trusted By
Working with industry leaders
How We Work
From research to production
We work as an extension of your team, bringing deep ML expertise to solve your most challenging problems. Whether you need to build from scratch or optimize existing systems, we deliver solutions that scale.
Explore servicesResearch & Prototyping
Rapid experimentation to validate approaches and establish technical feasibility.
Development & Integration
Building production-ready systems with clean APIs and proper documentation.
Deployment & Optimization
Scaling systems for real-world traffic with monitoring and continuous improvement.
About Us
A focused team of ML engineers and researchers
We're a boutique AI lab based in Pittsburgh, working at the intersection of cutting-edge research and practical application. Our team combines academic rigor with startup speed.
Founded by engineers from Carnegie Mellon and experience at Google, Tesla, and Samsung, we bring a unique perspective to every project. We believe the best AI systems come from deep understanding of both the technology and the problem domain.
Web Studio
Interactive experiences for the web
Beyond AI, we build high-performance 3D graphics, interactive visualizations, and browser-based games using WebGL, Three.js, and WebAssembly.
From product configurators to immersive marketing experiences, we create web applications that push the boundaries of what's possible in the browser.
Ready to build something intelligent?
Whether you have a specific project in mind or want to explore what's possible, we'd love to hear from you.
Start a conversation