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Axeeh/README.md

Alessio Carnevale

AI software developer · BSc in Data Science & Artificial Intelligence, SUPSI

Portfolio · CV · LinkedIn

I build local-first AI systems, websites, and web apps. My focus is on retrieval-augmented generation (RAG), source-grounded answers, and turning practical problems into working software.

I completed my BSc at SUPSI in Switzerland in 2026. Alongside my AI work, I am a self-employed web and AI consultant for small businesses in Italy.

Local RAG for medical guidelines

For my bachelor's thesis, hosted by Alwicom SA, I designed and evaluated a local RAG system over 44 clinical guidelines and 3,236 PDF pages.

  • Built metadata-aware PDF ingestion, dense retrieval with guideline routing, cross-encoder reranking, and answers with document and page citations.
  • Ran local inference with Qwen via Ollama on NVIDIA Jetson AGX Orin, using bge-m3 embeddings and PostgreSQL/pgvector.
  • Retrieved the expected guideline in 98/99 benchmark questions. Evaluation included LLM judges, grounding analysis, ablations, and expert clinical review.

These are thesis benchmark results, not clinical validation. The portfolio explains the evaluation and its limitations.

Explore the thesis and pipeline walkthrough

Selected public projects

Project What I built Stack
wordcaps Local word-by-word video captions, with speech-aware timing, editable transcripts, and output coverage checks. Python, Whisper, ffmpeg
geocheck A website audit CLI and library for search and AI discoverability, with evidence for each finding and zero runtime dependencies. TypeScript, Node.js, GitHub Actions
Citation link prediction A collaborative SUPSI project comparing tabular models and a graph convolutional network for scientific citation prediction. Python, LightGBM, PyTorch, PyTorch Geometric
gym-tracker An offline-capable gym log I use with friends, with workout history and progress tracking. React, TypeScript, Vite, PWA

Other work

TaxAI: co-founded and built a pre-launch MVP for Italian tax information, combining RAG with source-linked answers, document storage, and personalised fiscal deadlines. Built with Next.js, FastAPI, and PostgreSQL/pgvector. Currently paused.

Independent consulting: websites, booking flows, and web apps for small businesses. Public work includes Greenjoy Piscine and Emanuela Frassoldi, whose booking flow connects to Google Calendar through Netlify Functions.

I work under the trade name Plasma, often alongside fellow independent professional Matteo Martinelli. My focus is development, search visibility, and AI integrations.

Core stack

  • AI & data: Python, SQL, machine learning, NLP, RAG, LangChain, Ollama, and pgvector.
  • Web & APIs: TypeScript, JavaScript, React, Next.js, Astro, FastAPI, Flask, and REST APIs.
  • Delivery: PostgreSQL, Supabase, Docker, Git, GitHub Actions, Vercel, and Netlify.

For case studies and project context, visit my portfolio. For professional enquiries, connect on LinkedIn.

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  1. paper_citations_prediction paper_citations_prediction Public

    Forked from ManuCa93/data_project_3

    Predict citation links between scientific papers

    Jupyter Notebook

  2. wordcaps wordcaps Public

    Word-by-word karaoke captions for any video, made locally with Whisper and ffmpeg.

    Python 3

  3. BrainTumorClassification BrainTumorClassification Public

    Classification task on Brain Tumor images

    Jupyter Notebook 1 1

  4. CYP2C19_predictions CYP2C19_predictions Public

    Forked from ManuCa93/drug_desing_final

    Jupyter Notebook

  5. geocheck geocheck Public

    How findable is a website on Google and in AI answer engines? A zero-dependency SEO + GEO audit CLI.

    TypeScript

  6. gym-tracker gym-tracker Public

    Scheda: il diario della palestra, app per il telefono (Vite + React + TypeScript)

    TypeScript