19 minutesIs This the End of RAG? Anthropic's NEW Prompt Caching
You can estimate when prompt caching pays off by weighing cache-write surcharges against read savings for your real workloads.
LiveOverflow. Walks through the actual defence-in-depth playbook — taint analysis on LLM output, restricting expected output shapes, user isolation, few-shot scaffolds, fine-tuning, temperature 0 for determinism, redundancy for critical paths. It matches the article's defence-stack section almost item for item.
Treat this as conceptual guidance. Do not use real company data until permissions, retention, logging and human-review boundaries are clear.
Review prompt-injection defenses such as taint analysis, output-shape restrictions, user isolation, deterministic settings and redundant checks for critical paths.
Watch the attack-side video first — the defence playbook assumes that threat model.
Last reviewed: May 18, 2026
Continue through the same learning path with the next curated companion videos.
19 minutesYou can estimate when prompt caching pays off by weighing cache-write surcharges against read savings for your real workloads.
32 minutesUnderstand why serving engines, batching and KV-cache memory dominate self-hosted inference economics.
34 minutesEvaluate AI product pricing and specialization around measurable outcomes rather than seat counts.
Hand-picked external courses that go deeper on this topic.
AWS Training and Certification
A cloud-vendor-specific complement to the Macquarie specialization: AWS's own Generative AI Security Scoping Matrix, OWASP Top 10 for LLMs, and MITRE ATLAS, walked through governance, legal, and compliance controls for five different AI deployment scopes — from consumer apps to self-trained models. Not GDPR-specific, but a genuinely practical advanced pick for teams whose AI workloads actually run on AWS and need concrete data-governance and compliance controls, not just theory.
Macquarie University Cyber Security Hub faculty
An advanced pick for professionals responsible for both GDPR compliance and AI security: a three-course specialization from Macquarie University's Cyber Security Hub that goes from GDPR/CCPA fundamentals and privacy-by-design, through privacy impact assessments, to a dedicated third course on securing AI systems against adversarial attacks and model leakage. It genuinely bridges the two rather than treating them as separate topics.
CyberSuite
The rare AI Act course written for the companies the Act actually reaches: SMEs adopting AI, not the labs building it. Hosted on the European Commission's own skills platform, it pairs the legal side — roles, obligations, risk classification — with the security side (prompt injection, data leakage, supplier due diligence) that most compliance courses skip. For an Estonian SME deploying AI, this is the practical starting point.