ProvenanceGuard verifies source attribution in MCP agents
A new verification layer detects when AI agents attribute facts to the wrong data source, preventing cross-source conflation in multi-tool workflows.
Results for “rag”
Daily coverage of AI, developer tools and infrastructure. Each story explains what happened and why it matters, with a link to the original source.
Building dynamic Kubernetes APIs without custom controllers
Cozystack engineers explain how they used the Kubernetes API aggregation layer to create dynamic, imperative endpoints and bypass etcd storage limitations.
Efficient data cloning in Kubernetes using external volume snapshots
A 2021 guide explains how to bypass namespace restrictions by importing cloud provider snapshots as golden images for fast, isolated development environments.
