Available for new opportunities

Ayla Hmadi.

Founder & AI Product Engineer.
Architecting systems with precision, scale, and deep business context.

Ayla Hmadi
Systems Engineering
Microservices · RAG · Cloud
AngularReactNode.jsSpring BootFastAPIPythonAWS ArchitectureRAG SystemsLLM IntegrationMicroservicesPostgreSQLMongoDBDocker
Years Engineering5+
Projects Built14
Students Mentored100+
Production AI Systems3

Engineering Philosophy.

Software engineer based in Beirut. Senior SWE at Cardinal Health, Lead SDE at Devitty, and founding engineer at Uqud, building AI-driven contract intelligence from the ground up. I work at the intersection of engineering, product, and architecture, owning decisions end-to-end across microservices, RAG systems, and production-grade platforms.

I believe engineering is about making the right decisions under uncertainty, not chasing trends or overbuilding. Whether at a startup or enterprise, I focus on systems that are resilient, maintainable, and built to last.

Your Path to Software Engineering
Open-source guide I built for students

Experience.

Founder / AI Product Engineer

Uqud (EA Group)

Jan 2025 – Present

Built an AI-powered contract intelligence platform. Designed RAG-based architecture and microservices in Python (FastAPI). Developed context-aware legal assistants using LLMs, embeddings, and Vector DB orchestration.

PythonFastAPIRAGLLMsVector DB

Senior Software Engineer

Cardinal Health (WaveMark)

Jun 2024 – Present

Own a full domain in a multi-domain enterprise product. Refactored Angular frontend and Spring Boot backend. Integrated Google Looker Analytics for BI and drove UI/UX improvements.

AngularSpring BootJavaLookerJenkins

Lead Software Developer

Devitty

Jan 2024 – Present

Lead architecture of scalable web & mobile apps. Mentored developers and guided production-grade systems using microservices architectures, secure APIs, React, and Node.js.

ReactNode.jsTypeScriptMicroservices

Projects.

AI / Platform

Uqud — AI Contract Intelligence

Founded and built the AI system behind uqud.ai. RAG pipeline over legal documents, multi-service architecture for intent extraction, document ingestion, and contract chat with clause-level citations.

AngularNode.jsFastAPIChromaDBLLMsPostgreSQL
AI / NLP

AI Contract Assistant

Context-aware chat that holds full contract and project memory. Vector retrieval with structured prompting to stream accurate, source-backed answers.

LLMsRAGVector SearchStreamingNode.js
AI / Dev Tools

Repo AI Assistant

Point it at a repo and it clones, chunks, and embeds the codebase. Then you can ask anything — code navigation, architecture questions, developer onboarding.

PythonRAGEmbeddingsLLMsChromaDB
AI / Tools

AI Engineering Analyzer

Compares business requirements against code commits to generate changelogs and flag missing features. Closes the loop between product and engineering.

PythonLLMsRAGGit
AI / Infrastructure

RAG Pipeline Systems

Advanced ingestion pipelines for PDF parsing, smart chunking, and metadata-aware embeddings. Tested across local and cloud vector databases to minimize hallucination.

PythonPyMuPDFFastAPIChromaDBEmbeddings
AI / Mobile

Skincare AI Detection

Image-based mobile app that detects skin conditions and surfaces treatment guidance. Built for everyday accessibility, not clinical settings.

MobileAI / MLImage Recognition

Technical Arsenal.

Languages

PythonJavaTypeScriptJavaScriptGoC/C++SQL

Backend & APIs

Node.jsSpring BootFastAPIExpressRESTGraphQLgRPCMicroservices

Frontend & Mobile

ReactNext.jsAngularVueReact NativeFlutter

AI & Machine Learning

RAG SystemsLLMsLangChainVector DBsEmbeddingsOpenAI APIHugging FacePrompt Engineering

Data & Databases

PostgreSQLMongoDBRedisPineconeWeaviateElasticsearchData Pipelines

DevOps & Cloud

AWSDockerKubernetesCI/CDJenkinsGitHub ActionsLinuxTerraform

Architecture & Design

System DesignDDDEvent-DrivenCQRSAPI GatewayLoad BalancingDistributed Systems

Tools & Practices

GitJiraAgile / ScrumTDDCode ReviewTechnical WritingMentorship

Awards & Certifications.

Awards

  • Henry Qais Naccache Best Project Award (AUB)
  • Best Startup Award — AIESEC / IEEE
  • Dean's Honor List (AUB Spring 2024)
  • Full USAID Scholar
  • Education Above All Qatar Scholar

Certifications

  • AWS Solutions Architect Associate (2024)
  • IBM Full Stack Development Certificate
  • IBM DevOps Certificate
  • Google Data Analytics Certificate
  • DevOps Engineering — Simplilearn

Leadership.

President

AUB HES Alumni Chapter — WAAAUB

Leading the AUB Higher Eductation Scholarship alumni chapter.

President

LOOP (Lebanese Organization of Programmers)

Leading the organization, structuring workflows, and guiding software initiatives.

Vice President

Google Developers Student Club

Mentored 100+ students in computer science, and organized tech bootcamps.

Speaker & Facilitator

Tech Workshops

Regularly organizing algorithmic workshops and career mentorship sessions.

Let's Connect.

Whether you're looking for an architectural consultation, a strong engineering lead, or want to discuss AI integrations, my inbox is open.