Real-world KAOS: an operating system for applied AI.
KAOS is the framework we use to build production AI systems that behave predictably in regulated, operational environments. It's not a model - it's the coordination layer between models, tools, humans, and infrastructure.
What we've shipped on KAOS so far:
• NDIS Ops Copilot (Australia) - plan interpretation, compliant progress notes, billing anomaly detection for disability service providers.
• REALM Intelligence Hub - carbon, weather, commodity, and agronomy telemetry unified for primary producers and agribusiness.
• REALM Carbon Intelligence - project-level carbon accounting and scenario modelling.
• REALM Weather Intelligence - hyperlocal risk and yield signals piped into decision workflows.
• REALM Pulse - market-to-farmgate pricing and logistics signal for AgTech.
The pattern in every one: expose internal state (confidence, reasoning, data lineage) as a first-class API, not an afterthought. Self-observation isn't a feature - it's the product.
If you're building operational AI in regulated or high-trust industries and you want to compare notes on the coordination layer, we're always keen to talk.