Enterprise Software
Backends, internal tools and data platforms built around how your team actually works. We design for maintainability from day one — clean handoff, real documentation, no dependency on us to keep it running.
Model Training & Fine-tuning
Fine-tuning, evaluation harnesses, and deployment for models that need to perform on your data — not a public benchmark. Includes reinforcement learning and multi-agent systems where they're the right fit.
Data Pipelines & Agentic Automation
Multi-agent systems and validation pipelines that process data reliably at scale — the infrastructure layer that makes everything else in a company's AI stack actually work.
AI Staff Training
Practical, role-specific sessions that get a non-technical team comfortable using AI tools in their actual daily work — not a generic slide deck. This is how we've worked with every one of our auto-service partners.