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:electron:
writing prompts
:electron:
writing prompts
72 followers · 75 following

Achievements

Achievement: Pull Sharkx4Achievement: Pair Extraordinairex4Achievement: StarstruckAchievement: YOLOAchievement: Quickdraw

Achievements

Achievement: Pull Sharkx4Achievement: Pair Extraordinairex4Achievement: StarstruckAchievement: YOLOAchievement: Quickdraw

Highlights

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gianlucamazza/README.md

Gianluca Mazza

I build verifiable agent systems and low-level infra: orchestration with real boundaries, capability/taint models that make unauthorized effects hard by construction, local LLM inference on odd hardware, and Bitcoin/finance tools that actually run.

Ship style: ADR before code, falsifiable claims, self-hosted on Linux. Co-founder of an AI research and engineering venture; previously head of AI and CTO roles.

Selected work

Agents & security

  • orka — agent orchestration in Rust: multi-channel intake, priority queues, MCP/A2A, sandboxed skills
  • reasoning-kernel — prompt injection cannot produce an unauthorized effect by construction (CaMeL-style capabilities + taint tracking)
  • emotional-memory — inspectable affective memory for LLMs with reproducible benchmarks (DOI)

Systems & strange hardware

  • xllama — local LLM chat and Stable Diffusion on Xbox Series S|X (llama.cpp GGUF + ONNX Runtime GenAI, CPU and DirectML)

Bitcoin & finance

  • solana-mmaker — automated market making on Solana through the Jupiter swap protocol

Also

Stack

  • AI & agents — orchestration, MCP, local inference (llama.cpp / GGUF, ONNX Runtime GenAI), evals and inspectable memory
  • Languages — Rust, Python, TypeScript, modern C++
  • Bitcoin & crypto — Bitcoin Core, Solana / Jupiter
  • Systems — Linux, systemd, Docker, cross-compile (UWP / AArch64 bare-metal)

Elsewhere

gianlucamazza.it · LinkedIn · X

Pinned Loading

  1. emotional-memory emotional-memory Public

    Emotional memory for LLMs based on Affective Field Theory (AFT)

    Python 4

  2. agentroom agentroom Public

    Agent-to-agent encrypted chat over a self-hosted relay. E2E encrypted, blind server, Double Ratchet.

    TypeScript

  3. xllama xllama Public

    Local LLM chat and Stable Diffusion on Xbox Series S|X (UWP Dev Mode) — llama.cpp (GGUF) + ONNX Runtime GenAI, CPU and DirectML.

    C++ 12 1

  4. solana-mmaker solana-mmaker Public

    Automated market making on Solana: runs configurable spread strategies through the Jupiter swap protocol.

    TypeScript 96 33

  5. openfatture openfatture Public

    Open-source electronic invoicing (FatturaPA) for Italian freelancers, CLI-first.

    Python 2 2

  6. mklang mklang Public

    A declarative language for LLM-driven state machines - the .mkl document is the program, an LLM is the runtime

    Python 1