Samira El-Masri

Query rewriting with strict token and latency constraints

Generate prompt templates for creating ML system debug runbooks

Architect cost optimization strategies while maintaining service quality

Pattern-based observability dashboard panel creation

Systematic token usage optimization through pipeline analysis

Design embedding quality drift detection for production RAG systems

Generate formatted cost attribution report for LLM usage analysis

Multi-path exploration of LLM provider migration strategies

Self-reflective analysis of model serving architecture decisions and outcomes

Break down RAG evaluation framework project into phased implementation tasks

Lead incident response as commander coordinating team during RAG system outage

Design vector index configuration under strict resource and performance constraints