Youssef Adel Kamel, llm engineer

Youssef Adel Kamel

LLM Engineer, Multimodal AI

Cairo, Egypt · UTC+2 · 3 years of experience

Youssef focuses on measurable model behavior, reliable retrieval, and production evaluation.

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Why this profile fits

Evaluation before optimization

Defines datasets, graders, and regression checks so model changes are measured against real failure cases.

Reliable retrieval and tool use

Improves grounding, structured outputs, tool permissions, and recovery behavior for production workflows.

Cost and latency control

Treats task success, response time, and model spend as one production system rather than separate concerns.

Relevant toolkit

PythonLangGraphClaude APIOpenAI GPT APIPostgreSQL

Delivery evidence

Selected work

Multimodal Invoice & Receipt Extraction

E-commerce finance operations

Built a vision-language pipeline that reads invoices and receipts arriving as photos and scanned PDFs, pairing OCR with a Claude and GPT-4o vision prompt and Pydantic schemas. Field-level accuracy rose from 71% to 94% and manual review time per document fell by more than half.

PythonClaude API

Grounded Document QA over Scanned Contracts

B2B SaaS / contract management

Designed a multimodal RAG system that retrieves page images, tables, and text so users can ask questions across long scanned contracts. Groundedness scoring with citations cut unsupported answers to under 3%, and answers linked back to the exact source page for auditability.

PythonLangGraph
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Relevant experience

Career timeline

LLM Engineer, Multimodal

2024–Present

Meridian AI Labs (AI product studio) · Cairo, Egypt (Remote)

  • Built a multimodal document-extraction pipeline on Claude and GPT-4o vision that reached 94% field-level accuracy across invoices, receipts, and scanned forms for a finance-operations client.

Associate Machine Learning Engineer

2023–2024

Nile Commerce Group (regional e-commerce marketplace) · Cairo, Egypt

  • Developed a multimodal RAG search assistant that retrieved product images, spec tables, and descriptions, improving answer relevance (nDCG@5) by 22% over the keyword baseline.

AI Engineering Intern, then Junior AI Engineer

2022–2023

ByteCairo Systems (software house / SaaS) · Cairo, Egypt

  • Built an internal PDF-to-answer chatbot with retrieval over 40k support articles, deflecting an estimated 30% of repetitive internal questions.

Skill depth

Show experience in context.

VerbalCommunicationDomainUnderstandingProblemSolvingCodeQualitySystemDesignDeliverySpeed
Competency shapeAssessment across the same six dimensions used for every profile.

Relevant experience by skill

Python4 years
Prompt Engineering3 years
Retrieval-Augmented Generation3 years
FastAPI3 years
Multimodal LLMs2 years
LLM Evaluation2 years
Vector Databases2 years
LangGraph2 years
See the complete skill index

Languages

PythonTypeScriptSQLBash

Frameworks

LangGraphLangChainFastAPIStreamlit

Libraries/APIs

Anthropic Claude APIOpenAI APIGoogle Gemini APIPydanticInstructorLiteLLMHugging Face TransformersSentence-TransformersUnstructuredPyMuPDF

Tools

BraintrustLangSmithOpenAI EvalsRagasDeepEvalGuardrailsDockerGit

Paradigms

Retrieval-Augmented GenerationMultimodal RAGStructured OutputsTool CallingLLM-as-Judge EvaluationPrompt EngineeringFew-Shot Prompting

Platforms

AWS BedrockGoogle Vertex AIAzure OpenAIHugging Face Hub

Storage

PostgreSQLpgvectorPineconeRedisQdrant

Other

OCR (Tesseract)CLIP EmbeddingsVision-Language ModelsCost & Latency OptimizationObservability & Tracing

Education

Formal background

B.Sc., Computer and Communication Engineering

Ain Shams University, Cairo · 2018–2023 · Graduation project: multimodal document question-answering, grade Excellent

Credentials

Certifications

Databricks Certified Generative AI Engineer Associate

Databricks · 2023 · Certified

NVIDIA-Certified Associate: Generative AI LLMs

NVIDIA · 2022 · Certified

Communication

Languages

Arabic

Native

English

Fluent

French

Conversational

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