Kalmantic Labs is an applied AI research lab focused on making AI systems practical in production environments. The organization studies issues such as system drift, unpredictable costs, and integration with legacy infrastructure. It conducts applied research on AI behavior at scale and publishes findings, benchmarks, and tools. Kalmantic Labs