Skills

Technical Expertise

AI Competency Radar

Agentic AI S…Large Langua…AI Safety & …Adversarial MLMulti-Agent …Failure Mode…

Self-assessed proficiency

AI & Machine Learning

Agentic AI Systems92%
Large Language Models (LLMs)90%
AI Safety & Alignment88%
Adversarial ML80%
Multi-Agent Deep RL82%
Failure Mode Analysis88%

Programming & Engineering

Python90%
LangChain / LangGraph85%
PyTorch75%
FastAPI / REST APIs72%
Git & GitHub88%

Research & Academic

Academic Writing92%
Literature Review90%
Research Methodology86%
Critical Thinking90%
Technical Communication88%

Systems & Platforms

Blockchain / Smart Contracts72%
IoT Systems68%
Digital Twins76%
Cloud Platforms65%

Skill Clusters

LLM PromptingAgentic Pipeline DesignSafety ConstraintsPythonFailure Mode AnalysisAI GovernanceAcademic WritingMulti-Agent RLBlockchainDigital TwinsLangChainPyTorchAdversarial AIConstitutional AICritical ThinkingIoT SecuritySmart Cities