Services
We implement cutting-edge machine learning research for production systems. From foundation models to agentic systems, we build AI that works at scale.
LLM Fine-tuning & Deployment
Custom fine-tuning of large language models using Constitutional AI, RLHF, and DPO. We implement parameter-efficient methods like LoRA and QLoRA for enterprise deployment.
Research Foundation
Constitutional AI (Anthropic '22) · DPO (Rafailov '23) · QLoRA (Dettmers '23)
Autonomous Reasoning & Tool Use
Build autonomous AI agents using ReAct, Tree-of-Thoughts, and self-reflection architectures. Multi-agent systems with advanced planning and memory.
Research Foundation
ReAct (Yao '22) · Tree-of-Thoughts (Yao '23) · Reflexion (Shinn '23)
Neural Digital Twins
Implement world models using diffusion transformers, neural ODEs, and physics-informed networks. Digital twins that understand causality and temporal dynamics.
Research Foundation
World Models (Ha '18) · Neural ODEs (Chen '18) · DiT (Peebles '23)
Production ML Systems
End-to-end MLOps frameworks for training, deployment, and monitoring. Scalable pipelines with feature stores, vector databases, and real-time inference.
Research Foundation
Feature Store patterns · MLOps best practices · Continuous training systems
Responsible AI Deployment
Enterprise AI governance using alignment research, interpretability techniques, and safety frameworks. Constitutional AI principles for responsible deployment.
Research Foundation
Interpretability (Olah '20) · AI Alignment (Christiano '17) · Constitutional AI
How We Work
We analyze your problem domain, existing systems, and business objectives to define clear success metrics and technical requirements.
Our team surveys the latest research to identify the most promising approaches, running rapid experiments to validate feasibility.
We build production-ready systems with clean APIs, comprehensive testing, and proper documentation for your team.
We deploy to your infrastructure with monitoring, alerting, and optimization for real-world performance at scale.
Let's discuss how our AI engineering expertise can help solve your most challenging technical problems.