- Solid Python development with solid object-oriented and functional design skills.
- Software engineering fundamentals: data structures, algorithms, and complexity analysis.
- Data lineage / data flow analysis: parsing and analyzing source code (AST-based and pattern-based static analysis) and comfort reading multiple languages.
- Hands-on Gen AI/LLM experience: prompt design, tool/function calling, and agent orchestration.
- Understanding of retrieval-augmented generation and vector/semantic search concepts.
- Experience designing APIs and backend services, plus the front-end fundamentals to build usable interfaces.
- Pipeline and deployment experience: build/test automation, CI/CD, and releasing across environments.