Defense & Privacy
Layered defenses, PII handling, supply-chain safety, compliance basics and a red-team lab.
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- ▶ Up next14 min+50 XPDefense in depth for LLM appsLayer input checks, context construction, model guardrails, output validation, capability limits and monitoring so no…
- 14 min+50 XPPII handling and local-first privacyWhere personal data flows in an LLM app, what running models locally does and does not solve, and how to minimise…
- Pro14 min+50 XPSupply chain and stack securitySafe model files, dependencies and containers, plus authentication, network isolation, secrets and multi-tenant…
- Pro14 min+50 XPCompliance basics: GDPR, HIPAA and the EU AI ActA practical orientation to the main regimes that affect LLM systems, how their concepts map onto prompts, logs…
- LabPro60 min+100 XPLab: red-team your own LLM appBuild a reusable attack harness, measure the attack success rate of a deliberately naive assistant (leaks, injection…
- Pro17 min+50 XPRed-team methodology, AI incident response and governanceHow to run an AI red-team engagement (scope, threat model, tools, reporting, severity), build repeatable adversarial…