Samira El-Masri

Few-shot configuration generation for services, ML pipelines, and RAG systems using example-driven template patterns.

Structured post-incident reflection covering detection, response, root cause, prevention, and process with actionable improvements.

Multi-persona security review from researcher, privacy engineer, auditor, and red team perspectives with consolidated assessment.

Apply self-consistency to data extraction using sequential, schema-driven, and key phrase approaches for improved accuracy.

Analyze LLM token usage patterns to identify waste and optimization opportunities with savings estimates and implementation priorities.

Apply chain-of-thought reasoning to capacity planning with load analysis, growth modeling, bottleneck identification, and actionable recommendations.

Zero-shot code bug detection across null errors, type mismatches, logic errors, resource leaks, and security vulnerabilities.

Generate summaries with strict length, audience, tone, and content constraints with compliance verification and reporting.

Interviewer persona for technical assessments evaluating accuracy, experience, problem-solving, and communication with detailed feedback.

Create meta-prompts for thorough code reviews covering correctness, security, performance, and maintainability with actionable feedback.

Apply tree-of-thought reasoning to feature prioritization exploring impact, effort, strategic alignment, and weighted combination approaches.

Apply structured reflection on RAG quality covering retrieval, generation, user satisfaction, and system behavior with improvement synthesis.