Work — Real results from real builds
We ship useful systems and share the receipts. Here are a couple of highlights.
What these builds have in common
Fast delivery
Weeks, not months, from concept to production
Measurable outcomes
Clear before/after metrics you can track
Real business reliability
Built to handle real customers, not just demos
Open Source
Beyond client work, we contribute to the AI community.
AI Research
View on GitHubToolGRPO
Teaching LLMs to use tools through reinforcement learning. A modified GRPO implementation that trains models to solve complex problems by writing and executing Python code.
Reinforcement LearningLLM Fine-tuningTool Use
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