Samira El-Masri

Few-shot error classification with examples for configuration, resource, network, data, and rate limit errors with action recommendations.

Decompose infrastructure migration into phased tasks covering assessment, preparation, migration, and cutover with dependencies.

Design a multi-level caching layer for RAG covering query, embedding, retrieval, and response caches with orchestration strategy.

Apply self-consistency with multiple independent reasoning chains using direct, decomposition, and analogical approaches for improved accuracy.

Generate properly formatted Markdown output with appropriate headers, code blocks, lists, tables, and emphasis following specifications.

Apply chain-of-thought reasoning to API design covering resources, endpoints, error handling, auth, and versioning with OpenAPI output.

Design a multi-hop RAG query planner with complexity analysis, hop planning, iterative execution, and answer synthesis.

Generate API responses with strict contract compliance, size constraints, type validation, and proper error handling.

Multi-perspective incident analysis from on-call, architect, product, and management viewpoints with consolidated action items.

Debug embedding similarity issues with pair analysis, neighbor comparison, failure pattern identification, and improvement recommendations.

Apply structured reflection to system architecture examining design principles, operational reality, evolution, and future readiness.

Zero-shot sentiment analysis for user feedback with category definitions, intensity assessment, and theme extraction.