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alepot55/README.md

Hi, I'm Alessandro

MSc Computer Engineering @ Politecnico di Milano · AI Systems & GPU Programming

I build high-performance systems at the intersection of deep learning and GPU programming. My work spans custom CUDA/Triton kernels for LLM inference, formal verification with SMT solvers, and statistical frameworks for AI agent evaluation.

Portfolio LinkedIn PyPI


Projects

agentrial — The pytest for AI agents: run your agent 100 times, get confidence intervals instead of anecdotes. (PyPI · VS Code)

Flash-Reasoning — Tree-Aware KV-Cache Attention for Reasoning LLMs, with custom fused GQA Triton kernels exceeding HBM bandwidth limits.

Flash-SAE — High-performance Triton kernels for Sparse Autoencoders. 13.6x decoder speedup, 97% memory reduction.

Verify-CBL — Neuro-symbolic formal verification engine using Z3 SMT solver and LLM-powered code translation.

SplatSLAM — Real-time 3D SLAM from monocular RGB using 3D Gaussian Splatting. No depth sensors needed.

ConceptHub — AI-powered learning platform with auto-generated book summaries and mind maps.

Music Genre Classification — SOTA 83.5% accuracy on GTZAN with a U-Net inspired model and leak-free methodology.

Chessboard.js — Dependency-free JS library for interactive chess: drag-and-drop, animations, legal move enforcement.


Highlights

  • Merit-Based Scholarship, Politecnico di Milano
  • Global Finalist, Huawei Seeds for the Future: led a team to the Global Finals in China
  • Top 1.5% (3rd/193) in the Polimi AI Challenge with a custom Vision Transformer ensemble
  • 110/110 cum Laude, Sapienza University of Rome, Honors Program (Top 1%)
  • Technical book author for a Computer Science textbook (Neldiritto Editore)

Python · C++ · CUDA · Triton · PyTorch · Docker · TypeScript · React · PostgreSQL

Pinned Loading

  1. agentrial agentrial Public

    Statistical evaluation framework for AI agents

    Python 8 1

  2. SplatSLAM SplatSLAM Public

    Real-time, photo-realistic 3D mapping and SLAM using Gaussian Splatting, directly from standard RGB video.

    Python 6

  3. flash-reasoning flash-reasoning Public

    Tree-Aware Attention for System 2 Reasoning. Reduces KV-Cache VRAM by 96% and exceeds physical HBM bandwidth (1.33x) via Fused GQA Triton kernels.

    Python

  4. flash-sae flash-sae Public

    High-performance Triton kernels for Sparse Autoencoders (SAEs) achieving 13.6x speedup and 97% memory reduction via sparse kernel fusion.

    Python

  5. MGC-GTZAN MGC-GTZAN Public

    An end-to-end project to establish a robust baseline for Music Genre Classification on GTZAN, from a leak-free data pipeline to a U-Net-based SOTA model.

    Jupyter Notebook

  6. Chessboard.js Chessboard.js Public

    A modern, dependency-free JavaScript library for building beautiful and interactive chess experiences on the web.

    JavaScript 1