Federated Threat Intelligence: Sharing IOCs Without Sharing Content

The fundamental problem in threat intelligence is latency. Organization A detects a novel prompt injection. Organizations B, C, and D won't see it until someone writes a blog post, a vendor updates a signature, and a SIEM rule gets deployed. In AI security, that latency window is measured in hours — and attacks iterate faster than that. I've been building AegisGate — an open-source AI security platform — and we just shipped a federated threat intelligence system that closes that gap.