Ali
Akarma
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AI Competency Radar
AI competency radar chart showing proficiency levels: Agentic AI Systems (Expert), Large Language Models (LLMs) (Expert), AI Safety & Alignment (Proficient), Adversarial ML (Proficient), Multi-Agent Systems (Proficient), Failure Mode Analysis (Proficient)
Agentic AI
Systems
Large Language
Models (LLMs)
AI Safety
& Alignment
Adversarial ML
Multi-Agent Systems
Failure Mode
Analysis
Self-assessed proficiency levels
AI & Machine Learning
Agentic AI Systems
Expert
Large Language Models (LLMs)
Expert
AI Safety & Alignment
Proficient
Adversarial ML
Proficient
Multi-Agent Systems
Proficient
Failure Mode Analysis
Proficient
Programming & Engineering
Python
Expert
LangChain / LangGraph
Proficient
PyTorch
Comfortable
FastAPI / REST APIs
Comfortable
Git & GitHub
Proficient
Research & Academic
Academic Writing
Expert
Literature Review
Expert
Research Methodology
Proficient
Critical Thinking
Expert
Technical Communication
Expert
Systems & Governance
Blockchain (Ethereum/Fabric)
Comfortable
IoT & Edge Intelligence
Comfortable
Digital Twins
Comfortable
Cloud Infrastructure
Familiar
Research Methods & Frameworks
Agentic Workflows
LangGraph
AutoGPT
ReAct
Safety Analysis
Failure Modes
Jailbreaking
Robustness
Governance
Blockchain
Constitutional AI
Audit Logs
Evaluation
Human-in-loop
Benchmarking
Red Teaming