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by Ayoma Wijethunga

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AI Securityhere the track you are reading IAM Security Web Security

AI Security

Dashboard What is new Saved Security feed Editions Foundations Immediate audit8 audit items left

Phase 1: Engineering Foundation

Week 1: Mathematical Literacy for AI Security0/23 items done of the week's total Week 2: ML Paradigms & Python Engineering0/30 items done of the week's total Week 3: Deep Learning & Transformer Architectures0/36 items done of the week's total Week 4: RAG Systems0/41 items done of the week's total Week 5: Core Concepts of Agentic AI0/32 items done of the week's total Week 6: Agentic Design Patterns + Multi-Agent Failure Modes0/44 items done of the week's total Week 7: Model Context Protocol (MCP)0/35 items done of the week's total Week 8: Threat Modeling Fundamentals for AI0/61 items done of the week's total

Phase 2: Offensive AI Security

Week 9: Prompt Hacking Masterclass0/72 items done of the week's total Week 10: Advanced Semantic Exploitation0/26 items done of the week's total Week 11: Adversarial Machine Learning0/57 items done of the week's total Week 12: RAG Poisoning & Knowledge Corruption0/44 items done of the week's total Week 13: Agentic Pentesting + Real CVE Studies0/161 items done of the week's total Week 14: Automated Red Teaming Toolchains0/181 items done of the week's total Week 15: Workflow & Protocol Hijacking — MCP Deep Dive0/170 items done of the week's total Week 16: Supply Chain & Lifecycle Attacks0/162 items done of the week's total

Phase 3: Defensive Engineering & MLSecOps

Week 17: Guardrails & Semantic Firewalls0/63 items done of the week's total Week 18: Bidirectional Defense & Input Sanitization0/46 items done of the week's total Week 19: Infrastructure Hardening & Sandboxing0/55 items done of the week's total Week 20: MLSecOps Pipeline Security0/32 items done of the week's total Week 21: Agentic Safety & Control Patterns0/156 items done of the week's total

Phase 4: Governance & Advanced Strategy

Week 22: Risk Management Frameworks0/48 items done of the week's total Week 23: Operationalizing MITRE ATLAS0/23 items done of the week's total Week 24: Regulatory Compliance & Ethical Design0/53 items done of the week's total Week 25: Incident Response & Forensics for AI0/41 items done of the week's total Week 26: Capstone — Red Team Simulation0/24 items done of the week's total

Reference

AI-300 · OSAI — OffSec AI Red Teamer (roadmap alignment)Books Certification Path OWASP Top 10 for LLM Applications 2026 — roadmap coverage Quick reference: AI Engineering foundations Quick reference: Books from your library Quick reference: Certification path Quick reference: Ongoing sources Quick reference: Practice platforms Quick reference: Tools for evaluation Red Team Methodology & Standards YouTube Channels to Follow

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Reference

Books

Books

Reference: roadmap.md → Books to read.

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