Deterministic Control for Autonomous Systems
Policy-enforced tool and database access, evaluated before execution, with audit-grade evidence. The control layer that ensures autonomous agents operate within defined boundaries.
What VARUX Is
VARUX is a deterministic pre-execution control layer that enforces policy and produces audit-grade evidence before tools or databases can be touched.
Policy Enforcement System
A deterministic decision engine with explicit allow/deny outcomes operating at the network and application layer.
Evidence-first audit system where every decision is recorded pre-execution.
Externalized, versioned policies override any agent behavior or prompt engineering.
Not Another AI Layer
Not an AI model or agent framework. Not a post-hoc analysis or monitoring tool.
Not a heuristic-based safety layer with probabilistic outcomes.
No ambiguous decisions—only deterministic policy enforcement.
Execution Pipeline
Every request passes through four deterministic stages before execution. Deny wins on conflicts, missing metadata fails closed.
Intercept
Collect request context, agent identity, target resources, and operation details at the network layer.
Evaluate
Deterministic policy engine checks against hard constraints, data classifications, and risk signals.
Enforce
Request is allowed, denied, or requires approval before execution proceeds. No ambiguous outcomes.
Evidence
Append-only audit record is created with request correlation ID, policy version, and decision reason.
Core Principles
Simple, auditable, enforceable. The genetic code of deterministic control for autonomous systems.
Policy > Agent
Externalized, versioned policies define the security perimeter, overriding any agent behavior or prompt engineering.
Default Deny
All requests are denied unless explicitly allowed by policy. Missing data fails closed.
Fail‑Safe
Control‑plane failures result in system lockdown, not degraded security.
Evidence‑First
Every decision creates an immutable audit record before execution. If it's not logged, it didn't happen.
Deterministic Decisions
Same inputs always produce the same outputs. No probabilistic safety mechanisms.
Controlled Overrides
Emergency procedures are time‑boxed, require multiple verifications, and generate enhanced audit trails.
Product Suite
Specialized enforcement layers for different access patterns and risk profiles.
DB Guard
The single enforced write-path to production databases. Intercepts SQL writes, normalizes operations, derives risk signals, and enforces ALLOW/BLOCK/REQUIRE_APPROVAL decisions.
Prevents destructive DDL operations (DROP, TRUNCATE, ALTER) without explicit policy allowance.
Enforces PII masking on SELECT queries based on data classification tags.
Rate limits anomalous fetch volumes and connection patterns.
Agent Security Kernel
Hypervisor for LLM context windows. Ensures model output cannot trigger unauthorized tool use or API calls, regardless of prompt injection attacks.
Security Posture
Designed from the ground up for auditability, compliance, and deterministic proof of enforcement.
Audit Evidence
Every decision generates an append-only event with request correlation ID, policy version, timestamp, decision reason, and full request context. Evidence is written before execution begins.
Compliance Alignment
Designed to satisfy audit requirements for change control, data access, and privileged operations. Provides deterministic proof of policy enforcement for regulatory frameworks.
Documentation & Integrations
Comprehensive resources to help you integrate and scale with confidence.
Integration Guides
Step-by-step deployment for common platforms and frameworks.
Policy Specification
Complete reference for policy language syntax, constraints, and examples.
Audit Schema
Detailed schema for audit events, correlation IDs, and evidence structure.
Request Access
VARUX is currently available to select enterprise teams. Describe your use case and we'll follow up within 48 hours.