Autonomous agents
Agents chain tools and act without a human in each step, widening what a single instruction can reach.
AI Security · Governance · Applied Research
Intelligence with Accountability.
Secure AI. Govern Every Decision. Build with Confidence.
QNE Labs develops AI security, governance, and intelligent automation technologies that help organizations understand risk, enforce controls, and build more trustworthy AI systems.
Illustration — not live telemetry
The challenge
AI Is Moving Faster Than Traditional Security Controls.
AI agents and autonomous workflows now read data, call tools and take actions on their own. Controls designed for static applications were not built to see — or govern — what happens at AI runtime.
Prompt injection
Untrusted content can carry instructions that steer a model away from its intended task.
Sensitive data exposure
Confidential or regulated information can surface in prompts, outputs and tool calls.
Weak runtime oversight
Without a record of what the AI saw and did, decisions are hard to review, explain or defend.
Flagship technology · Kavrent / ARIA
Working name · pending trademark clearanceSecurity and Governance for AI in Motion.
Development status: Working Prototype — Validation in ProgressKavrent is AI runtime security and governance technology designed to help organizations detect suspicious AI interactions, evaluate security policies, support enforcement, and preserve auditable security evidence.
It evolved from the ARIA Runtime Guardrails project. End-to-end enforcement and production performance have not yet been independently verified.
Conceptual framework — not production-validated
- 01SEE
- 02UNDERSTAND
- 03CONTROL
- 04PROVE
01 — SEE
Observe AI activity and interactions.
Designed to make prompts, responses, tool calls and agent actions visible as they happen.
Technology ecosystem
One accountable foundation, four technologies.
Status labels reflect each technology’s current stage of development. None is production-certified or commercially deployed.
Development status: Working Prototype — Validation in Progress
Kavrent / ARIA
AI Runtime Security & Governance
Designed to detect suspicious AI interactions, evaluate security policies, support enforcement and preserve auditable security evidence.
View product: Kavrent / ARIADevelopment status: Research & Prototype Development
MedSynapse / Legal AI
Intelligent Legal Workflow Assistance
AI assistance for reviewing, organizing and working through legal documents and workflows, with traceability.
View product: MedSynapse / Legal AIDevelopment status: Prototype Development
Revenue Intelligence
AI-Driven Business & Revenue Automation
Automation that connects business data and workflows to support revenue operations.
View product: Revenue IntelligenceDevelopment status: Working Prototype — Integration Testing
Connector as a Service
Secure Enterprise AI Integrations
Governed connections between AI systems and the enterprise tools and data they rely on.
View product: Connector as a ServiceEnterprise solutions
Built for organizations where AI must be accountable.
Solution areas QNE Labs is designing for. They describe where our research and prototypes are focused — not existing customer deployments.
- 01Enterprise AI SecurityRuntime oversight, policy and audit evidence for AI systems and agents.Learn more
- 02Healthcare AIApproaches for using AI around sensitive health information with appropriate controls.Learn more
- 03Legal AI & Document IntelligenceDocument-centric AI workflows with traceability for legal teams.Learn more
- 04Financial Services & Data ProtectionData protection thinking applied to AI in regulated financial environments.Learn more
- 05Intelligent Enterprise AutomationIntelligent automation designed with governance from the start.Learn more
Research & innovation
Where Applied AI Research Meets Enterprise Accountability.
QNE Labs is an innovation laboratory developing and validating secure AI architectures, runtime guardrails, intelligent agents and enterprise integration technology.
- Secure AI architectures
- Runtime guardrails
- Intelligent agents
- Enterprise integration
Founder photo pending approval
Founder
Eric Gant
Founder, Quantum Neuro Edge LLC
Eric Gant brings more than ten years of Microsoft data protection and enterprise security experience to QNE Labs. His work spans applied AI development, AI governance and security engineering — the disciplines that shape how QNE Labs approaches runtime security for AI systems.
Free resource
The AI Agent Security Checklist
A practitioner checklist covering agent inventory, permissions, prompt injection, sensitive data, runtime policy, audit evidence and incident response.
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