NEW! Data443 Acquires Vaikora – Real-Time AI Runtime Control & Enforcement for AI Agent

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Insights on Data Security & Threat Intelligence

What Data Discovery, Classification, and Retention Controls Actually Do Together

Security controls are only as good as the data inventory underneath them. If you do not know where sensitive data lives, which records are subject to...

Classification Is Not Metadata: How Labeling Data Where It’s Created Changes What Every Security Control Can Do

The gap between where sensitive data appears and where security teams find out about it is where breaches happen. Classification applied at the point of...

Eight Milliseconds to a Policy Decision: How Vaikora Enforces AI Agent Actions Before They Execute

Putting a guardrail on an AI agent after a tool call has already run is not security, it is forensics. Vaikora sits inline between the agent and whatever...

Data Classification at the Source: Why Labeling After the Fact Leaves Every Downstream Control Blind

Unclassified data is data your security controls cannot act on. Every policy, access rule, retention schedule, and DLP filter downstream depends on one...

MIT License, Self-Hosted, Inline: What Vaikora Guard MCP Actually Does Before an Agent Tool Call Runs

Most AI agent security conversations focus on what to log after a tool call executes. Vaikora Guard MCP inverts that: policy runs before execution, and...

TacitRed: How Internet-Scale NetFlow Telemetry Turns External Identity Risk into Automated Enforcement

Compromised credentials sitting on a dark-web forum are a concrete problem, but they become an operational problem only when your security tools know...

Building Policy Gates into MCP Tool Calls: A Technical Walk-Through of Vaikora Guard MCP

Every MCP tool call carries a payload that describes what an AI agent wants to do. By default, nothing checks that payload against a policy before...

Vaikora Guard MCP Is Now Open Source: What That Means for Policy Enforcement in AI Agent Pipelines

The hardest part of securing an AI agent pipeline is that most controls arrive too late. The agent has already called the tool, written the record, or...

Compromised Credentials and Dark-Web Exposure: What TacitRed Detects and How It Routes That Signal

Your identity perimeter is leaking in places your SIEM cannot see. Credentials harvested from a phishing kit, secrets committed to a public repo, or...