Stefano Noferi
Founder and CEO/CTO of noze. Tech Entrepreneur · AI Governance & Security Architect
Articles
Aleph Neuro: ultrasound brain imaging, fully open source
On 24 June 2026 Aleph Neuro published what it claims is the first 3D image of the vasculature of a living human brain captured with ultrasound through the intact skull, using ultrasound localization microscopy (ULM), releasing the full pipeline and dataset as open source on GitHub. How it works, why it matters for digital health, and our take.
Admina: Open Source framework for AI governance
Admina v0.9.1 released (20 May 2026): Apache 2.0 Open Source framework for AI governance, created by Stefano Noferi and sponsored by noze. Python SDK + Rust proxy, 4 governance domains, ~6µs overhead, 700+ tests.
OISG: noze adopts the paradigm for autonomous AI systems
noze adopts OISG (Open, Intelligent, Secure, Governed), the architectural paradigm proposed by Stefano Noferi for the design and governance of autonomous AI systems. Four interdependent pillars that translate into concrete benefits for products, solutions, partners and clients.
Tutorial: opencode on a remote server via SSH for Linux ops
Using opencode (opencode.ai) inside an SSH session for log triage, package audit and small maintenance tasks on Linux servers. Human-approval flow, no secrets in prompts, preventive backup.
Tutorial: Goose with a read-only MCP server on anonymised FHIR metadata
Block's Goose configured with a custom MCP server exposing read-only metadata of an anonymised FHIR bundle. Local LLM via Ollama, directory isolation, use of test datasets.
Tutorial: Cline in VS Code with manual approval on every action
Cline (formerly Claude Dev) used in VS Code to generate boilerplate and tests with manual review of every diff. Multi-provider configuration, auto-approve disabled, config management for SME teams.
Tutorial: Daniel Miessler's Fabric for structured extraction from documents
Fabric used in a professional firm to apply reusable patterns to tender and contract PDFs. Go binary install, setup with a local provider, extraction of deadlines, amounts, clauses.
Tutorial: OpenHands in Docker for reproducible research experiments
OpenHands (formerly OpenDevin) running in a Docker container with read-only mount on input data. Configurable model endpoint, workspace persistence, network constraints for isolation.
Aider with DeepSeek Coder via OpenRouter: branch refactor
Aider configured with DeepSeek Coder V2 via OpenRouter for a targeted refactor on an isolated branch. Auto-commit, repo map, file-scope constraints, regression tests before merge.
Tutorial: Plandex for plan-then-apply multi-file refactors
Plandex used for coordinated refactors across many files of a legacy app. Plan model, sandboxed changes, per-task rollback, parallel plans without interfering with git.
Tutorial: Continue.dev with on-prem Ollama for NDA-bound code
Continue.dev configured with a local Ollama backend: a code assistant in VS Code/JetBrains with no traffic to the cloud. config.json setup, models for autocomplete and chat, workspace isolation.
Tutorial: Simon Willison's llm CLI for log triage via Unix pipes
Simon Willison's llm CLI used in Unix pipelines to summarise system logs, llm-ollama plugin for local use, preventive redaction of sensitive data before sending to the model.
Tutorial: Open Interpreter for local research dataset exploration
Open Interpreter used in a research environment to explore CSV/Parquet datasets. Install in a virtualenv, --local mode via Ollama, read-only working directory on originals, persistence of generated notebooks.

