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Securing AI Factories
AccuKnox secures on-prem and cloud GPU fleets with policy-driven isolation.
What are AI Factories?
- AI Factories are large-scale, GPU-powered infrastructure platforms
- Enables organizations to train, deploy, and manage AI models at enterprise scale
- Combines massive compute resources with collaborative development environments
- Creates new security and compliance challenges
Security Challenges in AI Factories
AI factories and GPUaaS introduce new risk vectors — data, model and compute need controls that go deeper than traditional cloud security.
Weak tenant isolation
Kubernetes offers namespace-level separation but not strong process/LSM-based isolation — attackers can attempt tenant escape and lateral movement.
Data & model exfiltration
Large datasets and trained weights are high-value targets — need provenance, access controls and telemetry to prevent leaks.
Model poisoning & supply-chain risks
Compromised images or data inputs can introduce backdoors and biased behavior in models.
GPU misuse (cryptomining)
GPU workloads are attractive targets for miners — controlling access to CUDA and monitoring kernel behavior is essential.
Compliance & audit gaps
Missing model provenance, weak logging and absent canary testing make audits and regulatory reporting difficult.
Telemetry blind spots
Lack of GPU-level, process-level and dataset-access telemetry limits detection and containment.
Deployment Modes
Deployment models designed to work for on-prem and cloud environments.
On‑Prem / Private Cloud
Block unsafe mounts, prevent RCE, enforce session timeouts and quotas.
Hybrid (Edge–Cloud)
Central policy plane with distributed enforcement and selective cloud burst to GPUaaS.
Cloud & GPUaaS
Agent-based runtime enforcement across hyperscalers and specialized GPU providers.
Supported AI / ML / LLM Platforms
Plug-ins and policy templates secure common platforms and runtimes.
NVIDIA CUDA & Drivers
JupyterHub / Notebooks
Run:AI / Kubeflow
PyTorch / TensorFlow
Hugging Face / Transformers
TF Serving / Triton
Kubernetes (K8s)
Model Hubs (HF, S3)
Watch How AccuKnox Helps you
Achieve Al Factory Security
Demo scenarios covered in this video:
- Hardening JupterNotebooks: Preventing Crypto Miners
- Preventing data poisoning attacks in Kubeflow pipelines
- Hardening inference engines: Preventing reverse shell in sklearn inference engine
- Preventing lateral movement within the Kubeflow cluster
AccuKnox AI Factory – Security Platform
Mission-driven security that adapts to your environment.
Runtime Security Powered Zero Trust CNAPP
Secure Code to CognitionTM
Use Cases - AccuKnox for AI Factories
Practical outcomes: safer notebooks, GPU governance, model integrity and faster compliance.
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Notebook Sandbox & Guardrails
Block unsafe mounts, prevent RCE, enforce session timeouts and quotas.
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GPU AuthZ & CUDA Gating
Grant CUDA access only to approved runtimes — stop miners and rogue kernels.
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Model Protection & Provenance
Sign models, track dataset lineage and run canary evaluations before rollout.
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Runtime Microsegmentation
Process-aware network rules, egress control and automated containment.
AI Factory Schematic
Layered controls from CI → runtime with centralized policy lifecycle and scalable control plane.
AI Model Cards for Continuous Governance
Transform your model documentation from static reports into a real-time security and risk dashboard.
- Continuous Security & Supply Chain
Get a live Software Bill of Materials (SBOM), real-time vulnerability scanning, and ongoing license compliance checks for all model components. - Automated Validation & Risk Scoring
Use sandbox-driven assessments for automated red teaming, evaluating safety, bias, toxicity, jailbreak resilience, and assigning a dynamically changing risk score. - Runtime Observability & Fencing
Establish behavior baselines and monitor operational activity to detect policy violations and ensure real-time data isolation and fencing of model data stores.
Key Differentiators
Automated Red Teaming
Detects model vulnerabilities before attackers do.
LLM Prompt Firewall
Ensure safe and controlled AI-driven interactions.
Compliance & GRC
Out-of-box coverage for EU AI ACT, NIST, MITRE, OWASP & more
Seamless Integration
Works with existing AI tools and workflows.
Holistic AI Security
End-to-end protection for AI/ML workloads.
Real-time Monitoring
Continuous threat detection and response.
AI Security Competitive Stack Ranking
Secure data/AI pipelines end-to-end with dataset lineage, secrets scanning, and runtime guardrails for inference endpoints.
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“Choosing AccuKnox was driven by opensource KubeArmor’s novel use of eBPF and LSM technologies, delivering runtime security”
Golan Ben-Oni
Chief Information Officer
“At Prudent, we advocate for a comprehensive end-to-end methodology in application and cloud security. AccuKnox excelled in all areas in our in depth evaluation.”
Manoj Kern
CIO
“Tible is committed to delivering comprehensive security, compliance, and governance for all of its stakeholders.”
Merijn Boom
Managing Director
Latest Resources & Publications
May 16, 2025
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