Professional Roadmap
AI Security Roadmap
Practical plan for AI Security, evals, red teaming, and architecture // Top 1%
Fundamentals
0%TO THE 1%
6
COMPLETE
12
IN PROGRESS
55
PENDING
12
CREDENTIALS
0d
STREAK
Adrian Infantes // Fundamentals
Fundamentals. The base every AI Security engineer needs.
0% AI:Fundamentals
15% AI:AI
30% SEC:AI
50% ARCH:Architect
72% T1:Frontier
92% REC:Field
SECTOR ALPHA // Fundamentos
3 phases
0%
~50h
◈
Algebra Lineal Mastery
~25h
•
Algebra Lineal Capstone
~50h
•
Calculo Mastery
~25h
◈
Calculo Capstone
~40h
⚡
Tiny GPT from scratch
~20h
•
Information Theory
~30h
•
Probabilidad Capstone
~100h
◈
Probabilidad Mastery
~100h
•
DSA+LC
~20h
•
Arquitectura
~20h
•
Tooling
~80h
◈
English C1
~35h
◈
Deep Learning
~25h
◈
ML Teoria
~10h
✓
Python
~30h
⚡
Proyecto API
~35h
◈
GenAI
~40h
•
RL
~60h
•
Kaggle
~60h
⚡
SOTA Reproduction
SECTOR BRAVO // Builder
7 phases
0%
~35h
⚡
Prompt Library + Evals
~25h
•
LLM APIs Avanzado
~25h
•
Context Eng
~5h
✓
Certs Claude
~5h
✓
RAG Basics
~30h
•
RAG Avanzado
~15h
•
VectorDBs
~40h
⚡
Proyecto RAG
~35h
•
Agent Security
~30h
•
Multi-Agent
~35h
•
LangGraph
~30h
◈
Patterns
~40h
⚡
Proyecto Multi-Agent
~30h
◈
MLOps Foundations
~25h
•
CI/CD ML
~50h
•
Cost + Reliability Eng
~30h
•
System Design Interviews
~60h
•
CUDA + Triton
~20h
•
Distributed Training
~50h
⚡
MLOps E2E Production
~80h
⚡
Production ML at Scale
✓
Certs Cloud
~25h
•
AWS CCP
~40h
⚡
AWS Hands-on
~20h
•
AI Security Papers
~25h
•
Mech Interp
~25h
•
Alignment + RLHF
~30h
◈
Foundation Papers
~40h
•
Essays Tecnicos
~80h
⚡
ArXiv Submission
✓
Certs Sec
~45h
•
Web OWASP
SECTOR CHARLIE // Breaker
2 phases
0%
~60h
◈
HTB ART
✓
Certs AI
~80h
◈
Net+HTB
~20h
•
Hardening
~40h
•
LLM Sec
~35h
•
Adversarial
~30h
•
Tools RT
~30h
•
Safety Evals
~40h
•
OSS
~40h
⚡
Auto RT
~50h
⚡
CVE Disclosure
~40h
•
Mech Interp Hands-on
SECTOR DELTA // Unicorn
2 phases
0%
~120h
•
P1: RT Tool
~60h
•
P2: Agent
~100h
⚡
P3: E2E
~30h
•
Presencia
~50h
•
Entrevistas
~50h
•
OSS Maintainership
~60h
•
High-Signal OSS
~60h
•
Internal Referrals
~60h
⚡
Field Recognition
1%
TOP 1% TARGET
Anthropic // OpenAI // Microsoft // Google