AI applications, internal tools, and full-stack systems that ship

I work with founders and product teams to design and build AI products, developer tooling, and web applications from prototype to production.

My work spans LLM applications, RAG and knowledge-graph systems, learning platforms, research tooling, and modern product engineering. I can help shape the product, build the system, and get it into users' hands.

AI product development

LLM applications, retrieval systems, evaluations, and product features built for real workflows

internal tools and workflows

developer platforms, research tooling, dashboards, and systems that make teams faster

full-stack systems

FastAPI, React, Next.js, data-intensive backends, and cloud-backed products from zero to launch

What I bring

I combine product-minded implementation with strong backend and systems experience. That includes AI-assisted developer workflows, cloud architecture, Python services, frontend delivery, and the messy integration work needed to turn good demos into durable products.

featured work

A selection of client work, products, and technical projects that best represent the kind of work I do professionally.

building code compliance

AI-assisted building code compliance checker developed with Kestrel Labs for complex document and regulation workflows

pythonllmmilvuskubernetesknowledge graphs

nao labs

core contributor to an AI-powered code editor for data teams, spanning product features, editor workflows, and developer experience

typescriptreactvscodellm

nvolt

document question-answering product using vector retrieval, knowledge graphs, and LLM pipelines for business-facing search

nextjsfastapichromadbknowledge graphsgraph rag
view project

speak it

AI voice application that turns a prompt into a generated script, spoken output, and optional search-backed context

reactvitefastapiopenaielevenlabs ttsvercel
view project

context rot experiment

research evaluation on perturbed open-source code, testing long-context retrieval against parametric knowledge under competing plausible answers

pythonopenaitiktokengoogle genai

cursor background agents mcp server

Model Context Protocol server for Cursor Background Agents, published as an open-source package for agent workflows

typescriptmcpcursor api

selected projects and experiments

Additional products, tools, and explorations across AI, education, search, and interactive web applications.

Wikipedia Explorer

graph exploration tool that maps how two Wikipedia topics connect through article links, categories, and LLM summaries

reactfastapid3.jsopenaiwikipedia apidigital ocean
view project

human vs AI intelligence evolution

interactive report comparing biological evolution, invention history, and AI capability growth across time

chart.jshtmlvercel

fireplus

financial independence planning tool with Monte Carlo simulations and scenario-based forecasting

nextjsmonte carlo simulationsverceldigital ocean
view project

flaubert

literary chatbot using retrieval over 4,500 letters of Gustave Flaubert's correspondence

fastapiopenaichromadbelevenlabs ttsrag
view project

ai news aggregator

news product that aggregates and organizes AI coverage into a streamlined reading experience

pythonreactsqlite3llmnewsapi
view project

slide generator

ambient educational slideshow generator for passive learning and always-on display setups

pydantic agentsreveal.js
view project
slides.samu.space/

Vocabulary builder with TTS

French vocabulary study product that extracts advanced terms from books and supports TTS-based review

flaskopenaielevenlabs ttsstripevanilla js
view project

brightmind.space

AI-powered learning platform with interactive code execution and guided study flows

pythonreactmongodbllmsragvector search
view project

clipme

Kindle highlights manager with fuzzy search, labels, and lightweight knowledge organization

golangreactpostgres
view project

why not vegan

exploring evidence-based facts to common anti-vegan arguments

nextjs

french emoji trainer

compact French learning experiment using emoji-based reverse recall training

nextjsreacttypescript

dalf c2 grammar tests

comprehensive french grammar test collection for dalf c2 preparation with detailed explanations

htmlcssjavascript

samu.space

technical writing on AI systems, engineering practice, cloud architecture, and product development