$ whoami

senouci moulay

full-stack product engineer·toulouse, france· senouci.moulay@gmail.com

AI Software Engineer · toulouse, france · senouci.moulay@gmail.com

BIO

I build complete products. Not just the frontend or the API: the whole system, from database schema to deployment. Over the past years I've shipped AI/RAG platforms for legal research, market-analysis tools for competition economists, cloud migrations on GCP, and business applications in Java/Spring Boot. TypeScript, React, Java, Spring Boot, Postgres, GCP, BigQuery. Four years of shipping useful software from business need to production.

Software engineer for 4 years on Java/Spring Boot and TypeScript/React, specialised in generative AI: LLMs, RAG, vector databases and MCP-connected agents. I design and ship products end to end, from data ingestion to production on GCP.

SKILLS

  • AI: LLMs, RAG, embeddings, vector databases, semantic search, MCP
  • Frontend: TypeScript, React, Next.js, Angular, Tailwind CSS
  • Backend: Java, Spring Boot, Node.js, REST APIs, Drizzle
  • Data: PostgreSQL, BigQuery, MySQL, MapLibre
  • Cloud & DevOps: GCP, Cloud Run, Docker, Kubernetes, GitHub Actions, Vercel
  • Auth & payments: OAuth, Keycloak, Clerk, Stripe

EXPERIENCE

  • jan 2026 — present · remote / toulouse, france

    • ›Competition economists and lawyers cannot afford an AI that invents. That is where L420 started: making French Competition Authority decisions searchable in natural language, but with sourced, verifiable, auditable answers.
    • ›I built the product alone: RAG engine, chat interface, citation logic, history, authentication, billing, OAuth, an MCP connector for ChatGPT/Claude, deployment, and observability. The work was not just finding semantically similar text; it was showing which decisions were consulted, which ones were cited, and which paragraphs support the answer.

    #next.js#react#typescript#tailwindcss#drizzle#postgres#anthropic#voyageai#pinecone#gcp#bigquery#cloud run#vercel

Freelance - AI Software Engineer

sep 2025 — present

remote / toulouse, france

next.js | react | typescript | tailwindcss | drizzle | postgres | llm | embeddings | pinecone | gcp | bigquery | cloud run | vercel | maplibre | clerk | vitest

l420

  • Competition economists and lawyers cannot afford an AI that invents. That is where L420 started: making French Competition Authority decisions searchable in natural language, but with sourced, verifiable, auditable answers.
  • I built the product alone: RAG engine, chat interface, citation logic, history, authentication, billing, OAuth, an MCP connector for ChatGPT/Claude, deployment, and observability. The work was not just finding semantically similar text; it was showing which decisions were consulted, which ones were cited, and which paragraphs support the answer.

pyner

  • When one retail brand wants to acquire another, it needs to submit a file to the competition authority. That file is prepared by competition economists, analysts, and lawyers who have to reconstruct the local market: areas, stores, competitors, market shares, and concentration indicators.
  • Pyner turns that work, usually scattered across Excel, maps, and data files, into a product workflow. I owned the tool end to end: UX, mapping, establishment data, market areas, exclusions, market shares, concentration indicators, Excel exports, secure sharing, auth, billing, and production deployment. The real challenge was keeping the business logic reliable without turning the tool into something heavy to use.

Freelance - Software Engineer

oct 2024 — sep 2025

remote / toulouse, france

java | spring boot | angular | gcp | kubernetes | docker | github actions | keycloak | react | typescript | mysql | next.js | tailwindcss | postgres | clerk | vercel | stripe

atchik

  • Atchik had an existing application that needed to evolve without breaking the service. The monolith made releases more sensitive: one change could pull in too many dependencies and increase the risk of regressions elsewhere in the product.
  • I suggested the move toward a microservices architecture and helped implement it with the team: Java/Spring Boot, Docker, Kubernetes, GitHub Actions, Keycloak, CI/CD, then the progressive migration of the frontend from Angular to React with TypeScript. The impact was concrete: more targeted deployments, services that could evolve separately, less risk of breaking another part of the application, and a smoother base for adding new features.

immocelia

  • I built the agency's new site alone to make it independent from its former group: property catalogue, price-per-m² estimation, authentication, domain, email setup and production deployment.

hasanatplus

  • Donation platform where a single Stripe payment is automatically split across several charities. Built end to end: donor journey, fund distribution, charity and admin spaces.

Air France - Software Engineer

sep 2022 — oct 2024

hybrid / toulouse, france

java | angular | ionic | typescript | postgres

  • Air France gave me a large-company environment, with real business needs and internal applications used on web and iPad. I worked with Java, Spring Boot, Angular, Ionic, and TypeScript on business interfaces and REST APIs.
  • The important part was not only the code: I had to understand different business contexts, clarify requirements, translate discussions into features, test with JUnit/Mockito, manage dependencies with Maven, and ship in a structured environment with Jira, Confluence, GitHub/Bitbucket, and Bamboo.

PROJECTS

  • ★L420

    ~ building

    Augmented legal research platform for competition law. RAG over the public corpus of the French Competition Authority, sourced answers with paragraph-level citation checking, private history, and an MCP connector compatible with ChatGPT/Claude.

    visit ·#next.js#typescript#anthropic#pinecone#gcp#bigquery#cloud run#postgres

  • ★Pyner

    ~ building

    SaaS market intelligence platform: AI-powered monitoring based on RAG, analytics dashboard with geospatial mapping and Excel exports, collaborative case management with real-time chat, and a visual workflow editor.

    visit ·#next.js#typescript#gcp#bigquery#cloud run#maplibre#postgres

  • Instant Dictation

    ~ building

    Voice dictation assistant inspired by modern productivity workflows: speech recognition, automatic correction, rewriting, and text optimization to produce usable output instantly.

    #next.js#typescript#openai#postgres

  • HasanatPlus

    + shipped

    Donation platform where one payment funds multiple organizations with direct allocation. Dashboard with donation charts and downloadable invoices.

    #next.js#stripe#postgres

  • senouci-moulay — this site

    + shipped

    This very portfolio. A text-first, keyboard-driven TUI in the browser, built on the open-source template by kopenkinda (kopenkin.tech) — terminal affordances, theme sweeps, and ascii rendering included.

    #astro#typescript#tailwindcss

EDUCATION

  • computer and information systems master

    2022 — 2024

    toulouse ynov campus· rncp 35078

  • mathematics and computer science bachelor

    2019 — 2022

    université toulouse jean jaurès· rncp 39486

  • containers with docker, kubernetes & openshift

    2025

    ibm· verify

  • meta front-end developer

    2025

    meta· verify

SOFT SKILLS

  • autonomy & ownership
  • business communication
  • product mindset
  • rigor
  • adaptability