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Course Outline
Offline EXO Deployment
- Utilize EXO_OFFLINE to prevent runtime internet access.
- Pre-load models into EXO_MODELS_READ_ONLY_DIRS from trusted internal mirrors.
- Verify model weight integrity using SHA-256 checksums and signed model cards.
- Run EXO in air-gapped networks without dependencies on HuggingFace.
Dashboard and API Access Control
- Install and configure reverse proxies (nginx, Caddy) with TLS termination.
- Implement role-based access control for the EXO dashboard and REST API.
- Use macOS keychain or Linux pass to store secrets for API authentication.
- Restrict administrative endpoints to specific source IP ranges.
Cluster Isolation and Network Security
- Segment EXO clusters using EXO_LIBP2P_NAMESPACE and VLANs.
- Configure host firewalls (macOS application firewall, iptables, nftables) for EXO ports.
- Prevent unauthorized device discovery and rogue node injection.
- Encrypt libp2p traffic between nodes when RDMA is unavailable.
Model Governance and Provenance
- Build an internal model registry with approved model lists and metadata.
- Tag and version quantized weights (4-bit, 8-bit) alongside source checkpoints.
- Enforce loading only from specific HuggingFace repositories or internal artifacts.
- Document model lineage, license terms, and acceptable use policies.
Audit Logging and Compliance
- Configure EXO log forwarding to immutable audit trails (SIEM, WORM storage).
- Correlate API call logs with user identity and timestamp.
- Capture events related to model instance creation, deletion, and inference requests.
- Generate periodic compliance reports for internal and external auditors.
Threat Modeling and Incident Response
- Identify threats such as data exfiltration via model outputs, prompt injection, and side-channel leaks.
- Implement prompt monitoring and content filtering pipelines.
- Create incident response runbooks for cluster compromise scenarios.
- Isolate affected nodes, preserve forensic logs, and rebuild clean environments.
Physical Security and Hardware Boundaries
- Secure Thunderbolt ports against unauthorized RDMA cable connections.
- Utilize secure enclaves and Apple Silicon hardware attestation where applicable.
- Control physical access to clustered Macs and shared storage.
- Document hardware lifecycle and decommissioning procedures.
Regulatory Considerations
- Map EXO deployments to GDPR, HIPAA, and SOC 2 requirements.
- Maintain data residency by keeping inference on-premises.
- Document vendor supply-chain risks (MLX, EXO, model weights).
- Prepare for AI governance frameworks such as EU AI Act Article 53.
Requirements
- Experience with EXO or another local LLM runtime.
- Understanding of Unix filesystem permissions and networking ACLs.
- Familiarity with TLS/SSL certificate management and encryption basics.
Audience
- Security engineers.
- Compliance officers.
- AI infrastructure administrators responsible for handling sensitive data.
14 Hours
Testimonials (1)
The trainer had an excellent knowledge of fortigate and delivered the content very well. Thanks a lot to Soroush.