Andrew Stevens  /  Amsterdam, Netherlands  /  San Francisco, USA

AI governance, cloud architecture, and security. Operator, board member, and investor. Fifteen years building systems in regulated and high-growth companies.

I have spent most of my career as a founder, CTO, and CISO, usually in companies whose systems had not caught up with how fast they were growing. I now publish open control frameworks for governing AI agents, together with the code that implements them.

Focus AI Governance · Cloud · Data · Security
Roles Board · Advisor · Operator · Investor
Sectors Fintech · Media · Gaming · AI
Now Sakura Sky · Distinct Star · GATE
About01

Fifteen years as an operator, now spent mostly on how AI systems are governed.

I have spent most of my career as an operator. Founder, CTO, CISO, usually in companies whose systems had not caught up with how fast they were growing. A lot of that work was cloud, data, and security architecture. More of it than I expected turned out to be governance: deciding what a system is allowed to do, and being able to show afterwards that it did only that.

That question is now the interesting one in AI. Teams can usually get an agent working quickly. Far fewer can say what it touched, under whose authority, or how they would stop it mid-task. I think this gap, rather than model capability, is what actually holds enterprise AI back, and since 2025 most of my work has gone into closing it, as published control frameworks with running code behind them.

I co-founded Sakura Sky, a cloud, data, and AI consultancy, and I sit on the board of Distinct Star. I write regularly, and I release the frameworks openly so people can argue with them.

Open Source03

Working reference implementations.

Everything below is published as a specification plus the code that implements it, under an open licence, with versioned releases, conformance checks, and the scope limits written down. Where a control is only partly automatable, the documentation says so. I would rather people run these and find the holes than agree with me in principle.

GATE · v1.4 · MIT / CC BY 4.0

Governed Agent Trust Environment

Twenty controls across four layers for governing agent runtimes: identity and integrity, runtime enforcement, observability and forensics, and orchestration. Ships JSON Schema contracts, OPA/Rego policy and invariant bundles, Python and Rust reference libraries, a conformance runner, and operational runbooks. Informative mappings to NIST AI RMF, ISO/IEC 42001, OWASP AISVS, MITRE ATLAS, and NIST SSDF. Ten repositories. Not a product and not a hosted service.

Framework & Libraries
Tollgate · Rust · MIT

AI gateway and spend-control proxy

Prices every LLM request by token, reserves the budget before the call, and returns a hard 402 before the request reaches the provider. Per-key and global limits, tokens-to-cost accounting, an append-only Postgres ledger, hot counters in Valkey, a read-only console, and Terraform for Cloud Run. Anthropic and Vertex adapters. Pre-1.0 and openly labelled as such.

Service
Arkhe · Apache-2.0

An ontology language for AI systems

A version-controlled language for declaring what exists in a domain, how it connects, and what may be done to it, by whom, with what trace. One file in a git repo is the authoritative artifact; compilers emit thin projections for the systems that need them. The specification is a contract, never a runtime. What it refuses to do is part of the design.

Specification
sql-guard · Python

Policy engine for LLM-generated SQL

Deterministic policy evaluation for SQL produced by a model, multi-dialect via sqlglot. Answers a narrow question well: whether a generated statement is permitted to run, decided the same way every time, before it reaches the warehouse.

Library
GitHub profile →
Experience05

Operating across founder, executive & board seats.

2026 - Present

Board Member · Distinct Star

A permanent-capital partnership I helped establish, acquiring and backing high-quality cloud, data, security, and AI services firms while founders stay in the business. Long-term strategy, diligence on prospective member companies, and operating perspective at board level.

Board · Founder
2013 - Present

Co-Founder · Sakura Sky

Global consultancy focused on cloud, data, and AI. Growth strategy, hyperscaler partnerships, repeatable delivery systems, and enterprise AI & platform programmes across NA, EMEA, and APAC.

Operator · Founder
2024 - 2026

Chief Technology Officer · Orbx

Modernised commerce and platform systems across simulation, ecommerce, and digital content. Cloud-native architecture, DevOps and SRE maturity, and the foundations for AI-first systems.

Executive Team
2020 - 2025

Co-Founder / CISO · HereToday

Blockchain venture for digital legacy and asset succession. Zero-trust architecture, ML-assisted threat modelling, and compliance readiness across GDPR, CCPA, ISO 27001, and emerging digital asset regulation.

Co-Founder · CISO
2015 - 2016

Head of Data Security · Canopy

Built cloud security, governance, and AI lifecycle controls for a regulated wealthtech platform. Reported to executive and board stakeholders on risk, resilience, and security strategy.

Wealthtech
2014 - 2016

Co-Founder · Jiku.io

Cross-platform content and commerce for publishers and retailers - Channel Nine, Pacific Magazines, and others. Product direction, customer delivery, and early-stage growth.

Co-Founder
2014

Chief Information Officer · APC Global Systems

Digital transformation across global mining operations - telemetry, edge computing, early ML and computer vision, and IT/OT integration into executive dashboards.

Executive Team
2012 - 2013

Chief Mobile Officer · HotelsCombined

Owned the mobile roadmap, product, and growth across iOS and Android for a global hotel comparison platform, during its expansion across APAC. Booking Holdings acquired the business in 2018.

Travel
2011 - 2012

CTO / Head of Product · CarAdvice

Product and technology strategy for one of Australia’s largest automotive media properties, aligning editorial, commercial, and engineering behind a single roadmap. Nine Entertainment Co. (ASX:NEC) acquired a majority stake in 2016.

Digital Media

Always interested in what’s next.

Open to board and advisory conversations, investment opportunities, and selective operating roles where strategy, capital, and timing align. Also open to pro‑bono and volunteer work in human rights, privacy, and social action.

Email
andrew@andrewjstevens.com
PGP Fingerprint
F9B3 CECE F5D4 9ABD 682B 388B 17F8 4E48 609C 3BBB
GitHub
github.com/deterministic-agents
Mastodon
@andrewjstevens@mastodon.online
LinkedIn
linkedin.com/in/andrewjstevens