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Lukentony/README.md

Luca Rivoiro

AI Developer · LLM Security · Python Engineer

I build intelligent systems, and the guardrails that keep them from going rogue.

Website LinkedIn X Instagram Mastodon


About

AI developer focused on LLM integration, agentic systems, and the security layer between AI models and the real world. Currently building production-grade tooling to make autonomous agents safer, more auditable, and harder to exploit.

400-hour Master in AI Development · ProfessionAI · 28/30, covering LLMs, Agentic AI, REST APIs and MLOps.


Featured Project

Security middleware for AI Agents. Multi-layer defense: Binary Allowlisting → Regex Heuristics → LLM Intent Coherence. Cryptographically signed logs via HMAC-SHA256 for forensic integrity.

Input ──► L1: Allowlist ──► L2: Pattern Engine ──► L3: LLM Intent Check ──► Agent
                │                    │                        │
             BLOCK               BLOCK                    BLOCK + log

Tech Stack

AI & Security   Python LangChain scikit-learn Pandas

Backend & Infrastructure   FastAPI Django Docker AWS

Automation   n8n SQLite


What I'm Working On

  • AI Agent Safety: stopping autonomous agents from hallucinating destructive shell commands
  • LLM Pipelines: building secure, observable inference pipelines with self-hosted models
  • Workflow Automation: n8n + Docker + local LLMs for real-world automation
  • Maker projects: merging AI with 3D printing for smart hardware prototypes

Outside the Terminal

When I'm not pushing commits: riding mountain routes across the Alps on two wheels, debugging long 3D prints, and deep-diving into motorsport data.


GitHub Streak

Pinned Loading

  1. AI-guardian-lab AI-guardian-lab Public

    Security middleware for AI Agents. Intercepts shell commands before execution using a multi-layer pipeline: binary allowlist, regex patterns, deterministic intent coherence mapping, and LLM semanti…

    Python 7

  2. luca-rivoiro-site luca-rivoiro-site Public

    Source code of my personal site, lukentony.it. Plain HTML, CSS and JS, no framework, about 200KB. Bilingual Italian/English, WCAG 2.1 AA compliant.

    HTML

  3. homesync homesync Public

    Self-hosted task manager I built for my household. FastAPI backend, React frontend with no build step, runs in Docker with push notifications. My data stays on my own server.

    JavaScript

  4. broom broom Public

    Fork di HomeSync (la PWA che mi ero fatto per le pulizie di casa) trasformata in app mobile usando l' AI. Sync P2P, zero server.

    JavaScript

  5. jethr-calcolatore-ral jethr-calcolatore-ral Public

    Gross to net salary calculator for Italy. Built from scratch in vanilla JS with no backend, so you can see exactly which INPS and IRPEF formulas it applies instead of trusting a black box.

    HTML

  6. boxbox boxbox Public

    BoxBox - PWA MotoGP 2026 + Fantasy

    HTML