# Samir Guenchi

> Samir Guenchi is an AI Engineer & Full-Stack Developer: AI & agentic engineer at BeLogic AI · researcher at FEMTO-ST Institute · final year at ENSIA.

In his own words: "I build and ship web and mobile products — e-commerce, management and institutional apps — and bring AI in where it actually helps. My research is on medical RAG, reinforcement learning for RAG and long-context LLMs, after earlier work on QPNN and MoQAdam."

Portfolio: https://samirguenchi.vercel.app/ (English, French and Arabic). Last updated 2026-10-21.
Everything below comes from the portfolio itself; follow the links for the full case studies.

## Now

- **VOXORA — BeLogic AI**: Voice and chat AI agents that answer a business’s customers and assist its whole team. (work · Brussels, Belgium)
- **Industrial agentic system for healthcare**: Grounded clinical answers — adaptive agent questioning and reinforcement learning for RAG. (lab · Besançon, France)
- **Deepfake AI detection**: Detecting AI-generated deepfake content, with a professor at Montreal University. (research · Montréal)
- **TEXA — Ministry of Tourism**: Multi-agent platform helping tourists discover Algeria’s cultural and natural sites. (production · Algeria)
- **Filand — decision support**: Agents that help companies make internal and external strategic decisions. (enterprise)

## Projects

- [VOXORA: Voice & Chat AI Agents for European Businesses](https://samirguenchi.vercel.app/#project-voxora) (At work · BeLogic AI, Brussels): One platform, two AI agents: a front agent that answers a business’s customers by chat and live voice, books into the real calendar and hands over to people, and a team agent that works for the staff and acts only after a person approves.
- [Texa: National Tourism Intelligence](https://samirguenchi.vercel.app/#project-texa) (Algerian Ministry of Tourism): A multi-agent trip planner for Algeria’s 58 wilayas that only suggests real routes and verified monuments, from the Ministry’s own data.
- [MedRAG Ultra: Clinical Decision Support](https://samirguenchi.vercel.app/#project-medrag) (Besançon Research Laboratory): A clinical assistant that asks the doctor for the missing detail before it answers, trained with reinforcement learning.
- [RAMY: Intelligent Agent & Robotics](https://samirguenchi.vercel.app/#project-ramy) (Autonomous Robotics & Embodied AI): A robot planner with a 12 ms local reflex loop, so it dodges obstacles while bigger goals are planned in the background.
- [SPIRAL-RAG: Regulatory Archive Intelligence](https://samirguenchi.vercel.app/#project-spiral) (0.856 Faithfulness): Ask about Algerian higher-education law in Arabic, French or Darija and get an answer that quotes the official text: 0.856 faithfulness on 330 questions.
- [SkinDZ: Cash-on-Delivery Beauty Commerce](https://samirguenchi.vercel.app/#project-skindz) (Freelance · Algerian beauty brand): A trilingual beauty shop where Algerians order in 30 seconds and pay the courier, built alone for a brand with about 400K Facebook followers.
- [Doctor Darna: Home Healthcare Platform](https://samirguenchi.vercel.app/#project-doctordarna) (Freelance · Home medical care, Algeria): A warm, trilingual home-care website with its own admin, ready to open a page for any of the 69 wilayas in minutes.
- [El Basma: Storefront, Back-Office & AI Landing Pages](https://samirguenchi.vercel.app/#project-elbasma) (Freelance · Djellaba boutique, Maghnia): A djellaba boutique’s whole online shop, rebuilt: a four-language storefront with one-tap cash-on-delivery ordering, a back-office to run it, and an AI that turns a product photo into an ad page.
- [El Basma App: The Team’s iOS & Android Back Office](https://samirguenchi.vercel.app/#project-elbasma-app) (part two · same client): The app the boutique’s team uses for orders, stock and customer messages now wears the website’s hand-lettered identity, runs on Expo SDK 57, and opens again on iPhone.
- [Dahaoui Boutique: Black-and-Gold Storefront & Back-Office](https://samirguenchi.vercel.app/#project-dahaoui) (Freelance · Women’s clothing shop, Maghnia): A women’s traditional clothing shop rebuilt in black and gold from its own shop sign: a four-language storefront with one-tap cash-on-delivery ordering for the 69 wilayas, a full back-office, and a secured API that took over the live data without downtime.
- [Akkida: Order Confirmation & Delivery Operations](https://samirguenchi.vercel.app/#project-akkida) (Freelance · Algerian cash-on-delivery business): Every call becomes a confirmed order: an Arabic-first platform that runs a cash-on-delivery shop’s confirmation calls, shipping and couriers, with a live view for the owner.

## Experience

- [AI & Agentic Engineer, BeLogic AI · Brussels, Belgium](https://samirguenchi.vercel.app/#exp-belogic) (Sep 2026 – now): Building VOXORA, BeLogic AI’s agent platform: a front agent that answers a business’s customers by chat and live voice, books into the real calendar and hands over to people, and a team agent that assists the whole staff and acts only after a person approves.
- [Data Scientist Intern, Djezzy (DSIP Program) × majestEYE · Algiers, Algeria](https://samirguenchi.vercel.app/#exp-djezzy) (Jun – Aug 2026): Architected and deployed an autonomous natural language-to-SQL business intelligence agent empowering non-technical enterprise experts to query real-time revenue, subscriber churn, and network telemetry without writing SQL.
- [Full-Stack Software Engineer Intern, Algérie Poste · Algiers, Algeria](https://samirguenchi.vercel.app/#exp-poste) (Dec 2025 – Feb 2026): Developed an enterprise multi-platform e-commerce ecosystem consisting of a responsive web customer storefront and cross-platform native mobile application powered by shared TypeScript architectures and merchant intelligence.
- [Network & Systems Engineer Intern, ENOF SPA (National Mining Enterprise) · Algiers & Industrial Mining Units, Algeria](https://samirguenchi.vercel.app/#exp-enof) (Jul – Aug 2025): Audited, mapped, and diagnosed enterprise local area networks (LAN) bridging ENOF corporate headquarters and 6 distributed industrial mining branches, isolating bottlenecks and engineering high-availability topologies.
- [Frontend Developer Intern, HR Technology · Algiers, Algeria](https://samirguenchi.vercel.app/#exp-hr) (Jul – Aug 2023): Developed client-side features and automated administrative workflows for enterprise human resource management software within rigorous 2-week agile sprint cycles.
- [Client work, on the side](https://samirguenchi.vercel.app/#exp-clients) (2023 – now): Dahaoui Boutique (Freelance Full-Stack Engineer · 2025 – 2026 · Remote): A women’s traditional clothing shop in Maghnia: a black-and-gold storefront, a full back-office and a secured Express + MongoDB API. ; Self-Employed (Freelance Mobile Developer · 2023 – Present · Remote): Engineered 5+ commercial cross-platform mobile applications using Flutter for business clients.

## Research

- [QPNN-v2: QuantumPath Neural Networks](https://samirguenchi.vercel.app/#paper-qpnn) (preprint · 2025 · Quantum Information Theory × Deep Learning · PyTorch ≥ 2.0 · Open Source), code: https://github.com/Samir-Guenchi/QuantumPath-Neural-Networks
- [MoQAdam: Moment-Normalized Quantization Adam](https://samirguenchi.vercel.app/#paper-moqadam) (preprint · 2026 · Distributed Optimization & Compression · PyTorch DDP · NCCL Ready), code: https://github.com/Samir-Guenchi/MoQAdam-Moment-Normalized-Quantization-Adam
- [SleepStagerNetV4: Single-Channel EEG Sleep Staging](https://samirguenchi.vercel.app/#paper-sleepstager) (clinical AI · 2026 · Biomedical Signal Processing & Time-Series · PyTorch · Tested on NVIDIA H100), code: https://github.com/Samir-Guenchi/Automated-Sleep-Stage-Classification-from-Single-Channel-EEG

## Contact

- Email: samir.guenchi@ensia.edu.dz
- linkedin.com: https://www.linkedin.com/in/guenchi-samir
- github.com: https://github.com/Samir-Guenchi
- kaggle.com: https://www.kaggle.com/guenchisamir
- codeforces.com: https://codeforces.com/profile/Guenchi_Samir_ia
- Contact form and booking a call: https://samirguenchi.vercel.app/#contact

## Optional

- [Full text of the portfolio](https://samirguenchi.vercel.app/llms-full.txt): every section, project, role and paper in plain text
- [Education](https://samirguenchi.vercel.app/#education)
- [Certificates](https://samirguenchi.vercel.app/#certificates)
- [Conferences](https://samirguenchi.vercel.app/#conferences)
- [Languages](https://samirguenchi.vercel.app/#languages)