Frontier AI systems and large-scale engineering.
We partner with startups and engineering organizations to architect, train, and deploy production-grade LLMs, autonomous agentic workflows, and high-throughput distributed infrastructure.
Core capabilities
LLM Pre/Post-Training & Alignment
Hands-on expertise in fine-tuning, domain adaptation, novel online training pipelines, and model distillation for production deployments.
Agentic AI & Applied Systems
Designing robust multi-agent orchestration, tool use, structured reasoning pipelines, evaluation frameworks, and high-accuracy retrieval (RAG) systems.
Distributed ML Infrastructure
Architecting high-scale distributed training and inference platforms, high-throughput data processing pipelines, and resilient low-latency serving stacks.
Sequence Modeling, Speech & Audio
Deep research and production experience in seq2seq modeling, automated speech recognition (ASR), text-to-speech (TTS), translation, and multimodal signal processing.
Systems Programming & Optimization
Performance-critical engineering in C/C++ and Python. Optimizing computational bottlenecks, memory layout, and runtime efficiency for demanding workloads.
Technical Strategy & Architecture Advisory
Pragmatic technical due diligence, AI roadmap formulation, compute/training efficiency audits, and hands-on guidance for technical founders and engineering leadership.
How we engage
Production-first rigor
We bridge cutting-edge research with production-grade engineering, building systems designed to scale and operate reliably in real-world environments.
Direct technical partnership
Work directly with senior practitioners who have extensive track records building large-scale ML systems at frontier labs and leading technology companies.
Complete client ownership
All architectures, training pipelines, model checkpoints, and source code remain 100% owned by your organization with zero vendor lock-in.
Start a conversation
We are available for hands-on project execution, architecture audits, and technical advisory retainers.