Samira El-Masri

Implement reranking layer for improved RAG retrieval quality

Generate structured incident postmortem documentation

Multi-path evaluation of RAG system scaling strategies

Document chunking strategy design under token and structure constraints

Generate prompts for creating RAG system benchmark suites

Security-focused review of ML platform from expert perspective

Pattern-based vector database query optimization

Systematic diagnosis of RAG retrieval quality problems

Design semantic caching layer for LLM response optimization

Self-reflective analysis of RAG caching strategy implementation

Break down multi-region RAG deployment into coordinated workstreams

Multi-hypothesis root cause analysis using parallel reasoning chains