VARUX - Autonomous AI Security Layer for AI Agents

AI Agent Security, Behavior Monitoring, Memory Integrity, Permission Enforcement

VARUX provides enterprise-grade security for autonomous AI agents with three core layers: Agent Behavior Monitoring, Memory Guard for vector stores, and Permission Enforcement Layer. Protect your AI systems from unauthorized access, data leaks, and malicious behavior with our comprehensive security solution.

AI security, autonomous agent protection, machine learning security, vector database security, AI safety solutions, enterprise AI protection, agent behavior monitoring, memory integrity, permission control, AI compliance

VARUX
Autonomous AI Security Layer
AI Security · Vector Integrity Contact ⟶
Autonomous AI Security Layer

Autonomous AI Security Layer.

VARUX secures AI agents with behavior safety, memory integrity, and permission control. Enterprise-grade protection for autonomous systems.

View architecture ↓ Explore use cases ⟶
Agent behavior monitoring
Memory guard for vector stores
Real-time permission enforcement
Live security mesh
All agents within policy
Agents Memory Permissions
Agent behavior
98.7% normal
3 active anomaly rules
Memory guard
0 leaks
vector isolation enforced
Permission layer
742 calls / min
policy engine active
Agent behavior monitoring Real‑time telemetry for tool calls and state mutations.
Temporal traces Policy graph Anomaly detection
Memory & permissions Guard vector stores and enforce least‑privilege access.
Vector isolation Least privilege Access control
Core security layers

Three layers around every autonomous agent

Three core layers protect every agent: behavior monitoring, memory security, and permission enforcement.

Layer · 01

Agent Behavior Monitoring

Continuous monitoring of agent actions, tool calls, and flow patterns with real-time anomaly detection.

Telemetry focus
  • Action & tool invocation traces
  • Policy-aware trajectory scoring
  • Real-time anomaly detection
  • Behavioral baselines
Layer · 02

Memory Guard (Vector Store Security)

Limits vector database access with policies and enforces tenant isolation with query firewalls.

Memory integrity
  • Vector store isolation & scoping
  • Policy-aware query firewalls
  • Access control for embeddings
  • Data leakage prevention
Layer · 03

Permission Enforcement Layer

Routes tool and API calls through a central policy engine with least‑privilege controls.

Control plane
  • Centralized policy engine for tools/APIs
  • Contextual approvals for high-risk actions
  • Least-privilege access controls
  • Audit logging & compliance
About

Standardizing AI security

We design repeatable, auditable, and policy‑based security layers for autonomous AI systems.

Mission
Standardize security for autonomous AI systems.

VARUX makes the security side of the AI transition systematic and measurable.

Agent-first security Vector-native controls Policy-driven design Enterprise-ready

VARUX acts as a control plane between security and AI platform teams, adding a transparent security layer.

We enable measurable security and control criteria for autonomous agent deployments.

Technology

Architecture, simplified

A lightweight, mandatory security layer surrounds agents, memory, and external systems.

Client apps & workflows
⟶
AI agents & orchestrators
VARUX SDK / sidecar
Security telemetry bus
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VARUX Control Plane
Agent Behavior Monitoring
Memory Guard
Permission Enforcement
Tools & APIs
⟶
Data & systems
  • Non‑intrusive: agents integrate via SDK or gateway.
  • Deterministic policies: explicit rules for agent actions.
  • Real‑time enforcement: sub‑millisecond decision latency.
  • Scalable architecture: designed for enterprise deployments.
Architecture notes

Control plane. Central security control for all agents with unified policy management.

Telemetry. Lightweight telemetry on every action with minimal performance overhead.

Enforcement. Policy violations trigger alerts or blocks with configurable responses.

Solutions

Security layer for AI-native systems

One security layer for all: enterprise agents, automation systems, and internal LLM platforms.

Scenario · Enterprise agents

Enterprise AI agents

  • Behavior and permission policies for CRM and internal tools.
  • Sensitivity‑based memory partitioning for financial data.
  • Audit trails for compliance and regulatory requirements.
  • Role-based access controls for multi-team environments.
Outcome · Controlled autonomy
Scenario · Automation systems

Automation & operations

  • Risk‑based action classification for ops workflows.
  • Human‑approval layers for high‑risk changes.
  • Rollback capabilities for automated actions.
  • Integration with existing IT security frameworks.
Outcome · Predictable change control
Scenario · Internal LLM platforms

Internal LLM integrations

  • Consistent security policies across multiple LLMs.
  • Query firewalls filtering injection and data‑leak attempts.
  • Usage analytics and cost optimization controls.
  • Compliance with data privacy regulations.
Outcome · Platform-level guardrails
Docs

Documentation roadmap

Comprehensive documentation for seamless integration and implementation.

API Documentation

API Docs

Official REST and control‑plane API documentation with examples and integration guides.

View API Docs →
Developer SDK

SDK

Lightweight SDK for integrating VARUX into agent orchestrators with multiple language support.

Get SDK →
Contact

Connect with VARUX

Looking for a security layer for your AI projects? We can design the appropriate architecture together.

VARUX can be deployed at different maturity levels, from experimental POCs to critical production workflows.

Engage. Early design reviews and security assessments for AI initiatives.
Integrate. Direct work with platform and security teams for seamless deployment.
Scale. Ongoing support and optimization as your AI systems evolve.