How to build a carbon credit risk model with NASA data and open tools
A free, open-source pipeline now helps investors and auditors assess wildfire threats to blue carbon projects worldwide in real time.
A free, open-source pipeline now helps investors and auditors assess wildfire threats to blue carbon projects worldwide in real time.

Enterprise AI agents often return wrong answers when they guess table relationships in complex databases. New tools now mine actual query history to guide these agents toward reliable data paths.

Microsoft’s new IQ layer and Rayfin SDK aim to eliminate fragmented AI agent ecosystems by unifying context and routing app data into Fabric’s governed foundation.

Amazon Web Services is rolling out a new stack to automate AI agent context management. The centerpiece, AWS Context, builds self-updating knowledge graphs from existing enterprise data, eliminating manual curation. The move signals a broader industry shift toward automated, agent-driven data context.