APPLIED AI RESEARCH LAB
AI systems behave differently in production than in development. Kalmantic is an applied research lab dedicated to understanding and solving the challenges that emerge when AI meets the real world.
The transition from AI research to production surfaces problems that don't appear in benchmarks. Systems drift over time. Costs scale unpredictably. Legacy infrastructure resists integration.
These challenges require systematic research, not just engineering. Understanding why AI systems behave differently at scale is essential to building AI that organizations can rely on.
We study these problems and publish what we learn.
We conduct applied research on production AI systems and publish our findings in open source. When research reveals practical solutions, we build tools to make them accessible.
Our goal is to understand problems deeply enough to solve them for everyone, not just one organization at a time.
RESEARCH
We publish our research openly. Here's what we're working on.
TOOLS
Static analysis for AI applications. Find configuration drift, cost issues, and performance problems before they reach production.
BOOK
KALMANTIC
Peak Inference
Infra Economics of AI Inference
Everything we learned about inference at scale.
Coming soon
The gap between AI research and production is where the hardest problems live.