What happened
On Oct 14 Data443 announced general availability of Vaikora, an AI runtime enforcement platform that sits inline between AI systems and their actions, evaluating each action against policy at runtime to allow, block or constrain agent tool/function calls, data flows, governance policy, and agent-to-agent communication — with an audit record of every enforced decision across commercial and open-source models. Data443 is also running a partner program to embed/resell it.
Why it matters
A GA runtime-allow/block layer for the heterogeneous agent estate (multi-vendor models under one policy layer) directly targets the 'agents in production with no way to stop them' gap. Data443 brings ~10k customers and a decade of data-classification lineage (Cyren/ArcMail/FileFacets/TacitRed acquisitions) as distribution.
Applicability
Enterprises scaling agents toward production that need a stop/constrain control for agent actions, data flows, and agent-to-agent messaging across mixed model vendors; also platform/cloud/security vendors evaluating embed/resell via Data443's partner program.