Job Description:
Skillsets Required:
Core Programming:
Python Intermediate/Advanced - async programming
API Development - FastAPI
Writing production-grade, scalable code
Testing (unit, integration)
Debugging complex distributed system
LLM Fundamentals
Prompt Engineering
Tokenization, context windows
Model selection
Handling hallucinations and grounding responses
Retrieval-Augmented generation (RAG)
Document Ingestion and preprocessing
Chunking Strategies (semantic, recursive, sliding window)
Embeddings
Vector database - pgvector
Hybrid search (keyword (BM25) + semantic)
Re-ranking and relevance tuning
Agentic Frameworks and Orchestration
Multi-agent coordination
Memory Management
Workflow orchestration
Evaluation and Observability
LLM Evaluation metrics (accuracy, faithfulness and relevance)
Prompt/version tracking
Logging and Tracking
Human in the loop (HITL) feedback loops
Deployment and MLOps
Containerization (Docker)
CI/CD pipelines
Monitoring
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