Specialized Models for
Any Task
Create customized models that beat foundation models on cost, speed and accuracy.
Our Approach
Workflow Diagnosis
We embed with your team to identify the exact workflow failures, define success metrics together, and build repeatable evals. Every engagement has a clear "done."
RL for Agents
We specialize in reinforcement learning for agentic workflows. Multi-turn tool use, complex reasoning chains, reliable task completion. Techniques that actually make agents work in production.
Long-Term Performance
We ship your model behind a real serving stack with monitoring from day one. And since it's purpose-built for your use case, new foundation model releases become irrelevant. Yours outperforms them where it matters.
Use Cases
Deploy RL systems for the workflows where every millisecond and every decision matters.
Computer Use Model
A model that is faster and more accurate for clicking specific elements via natural language.
Agentic Tool Use
Agents trained on your exact toolset for reliable execution in multi-turn, multi-tool tasks.
Multi-lingual Support Bot
Customer support bot trained to capture domain-specific jargon and resolutions.
Meet the Team
20+ years collectively solving AI problems for Fortune 500s, mid-sized and early-stage startups
- Post-training research lead at a leading AI lab
- Large-scale inference engineering
- Building AI Agents at a YCombinator startup
- ex-VC having worked with over 200+ startups
