Samuel Rios
@samuelrios
Senior AI Python developer building scalable ML systems, RAG solutions, and cloud-native backends.
What I'm looking for
I am a Senior Python Engineer and AI specialist with 8+ years building scalable backend systems, production ML pipelines, and cloud-native applications across Healthcare and FinTech. I specialize in Python frameworks (Django, FastAPI, Flask), microservices, high-throughput data processing, and LLM engineering including RAG systems with LangChain, Hugging Face, AWS Bedrock, and Azure OpenAI.
I have delivered multi-tenant SaaS platforms and MLOps pipelines serving large user bases, improved API latency and resilience, and deployed production RAG and vector-search solutions that reduced hallucinations and automated tasks with high accuracy. I partner closely with product, compliance, and clinical teams to ensure secure, compliant, and observable production systems.Yes, I’ve built production-grade apps with React and React Native, including AR-enabled real estate platforms and cross-platform apps with shared logic layers.I have over 5 years of professional experience in software engineering, specializing in web, mobile, and AI-integrated applications.
Experience
Work history, roles, and key accomplishments
Senior AI FullStack Developer
MentalSpace Therapy
Sep 2022 - Oct 2025 (3 years 1 month)
Architected a HIPAA-compliant EHR platform and refactored backend into modular services, improving API latency by 30% and supporting 2,000+ patient records while establishing end-to-end MLOps and observability.
AI Full Stack Developer
ContractPodAI
Jun 2019 - Aug 2022 (3 years 2 months)
Built AI-powered contract analysis and RAG pipelines, improving clause extraction accuracy by 40% and deploying scalable FastAPI microservices to reduce latency by 35% for a multi-tenant platform serving 200k+ concurrent users.
AI Full Stack Engineer
Yellow AI
Jun 2017 - May 2019 (1 year 11 months)
Engineered conversational recommendation systems and dynamic pricing models, increasing conversions by 32% and revenue by 20%, and scaled NLP embedding pipelines to index 500K+ interaction records.
Education
Degrees, certifications, and relevant coursework
University of North Texas at Dallas
Bachelor of Science, Computer Science
2013 - 2017
Completed a Bachelor of Science in Computer Science with coursework in software engineering, algorithms, and systems development from August 2013 to May 2017.
Tech stack
Software and tools used professionally
Stripe Billing
GitHub
Kubernetes
GitHub Actions
DB
MySQL
PostgreSQL
MongoDB
Gmail
Django
Next.js
OpenCV
Redis
Terraform
Vue.js
Python
Java
TensorFlow
PyTorch
MLflow
scikit-learn
Keras
Kafka
RabbitMQ
FastAPI
asyncio
Grafana
Prometheus
Google Workspace
Gemini
GraphQL
gRPC
Elasticsearch
AWS Lambda
Deepgram
GuardRails
XGBoost
Hugging Face
Qdrant
LangChain
LlamaIndex
Ollama
Weaviate
Weights & Biases
AutoGen
Pinecone
CrewAI
ElevenLabs
OpenAI API
JAX
Stable Diffusion
Score
DSPy
Cosmos
pgvector
Faiss
LangGraph
LangSmith
Availability
Location
Authorized to work in
Job categories
Skills
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