Expert · AI modules
AI modules tagged Expert. Use the sidebar to narrow by track.
LLM Jailbreaks 2026 — Universal Suffixes, Many-Shot, Crescendo, and What Constitutional AI Actually Stops
LLM jailbreak research in 2026: GCG universal suffixes, AutoDAN, many-shot context-poisoning, Crescendo multi-turn, multimodal vision attacks. Why alignment is structurally defence-in-depth, the production controls that actually work, and a test harness for measuring your model versions.
Building Like Cursor / Perplexity / v0 — Backend Architecture of Trending AI Tools
Cursor, Perplexity, v0, Claude Artifacts, Lovable — the products defining 2026 AI UX. Their backends share patterns: streaming LLM gateways, smart context windows, agentic loops with tool use, observability-first design. This module reverse-engineers the architecture and shows ho
AI Supply Chain — Hugging Face Hijacks, Pickle Attacks, Model Card Poisoning
You download a model from Hugging Face. The model file format (Pickle) supports arbitrary code execution on load. The model card lies about training data. Adversaries upload typo-squat model names. This is the AI version of the npm supply chain problem and most teams have no cont
Browser-Use Agents — Risks When LLMs Browse the Web
Anthropic computer-use Claude, OpenAI Operator, and frameworks like browser-use let agents control real browsers. They click, type, fill forms, log in. Every webpage is now an attack surface against the agent. This module covers the documented attacks (visual prompt injection, de
Multi-Modal Attacks — Image Prompt Injection and Audio Adversarials
GPT-4V, Claude 3.5 Sonnet, and Gemini accept images. Whisper, ElevenLabs, and others accept audio. Each modality is an injection surface. This module covers documented multi-modal attacks (invisible-text prompt injection, audio-watermark adversarials, deepfake-driven phishing) an
Module 5 · AI Security & Red Teaming
Attack and defend AI systems — the field almost no one teaches. OWASP LLM Top 10, prompt injection, jailbreaks, guardrails, RAG poisoning, model extraction.