AI engineering consultancy

AI systems built to survive adversarial testing.

We build production agentic systems — and red-team them against the EU AI Act. AI engineering you can put in front of a regulator.

From scratchagent harnesses across every major model provider
EU AI Actmapped adversarial red-teaming
Our ownAI products, shipped and operated

What we build

Agentic Systems & LLM Products

Multi-provider agent harnesses, tool-using assistants, and LLM products built for production — not demos.

AI Red-Teaming & Adversarial Testing

Independent adversarial testing mapped to the EU AI Act. We find where your AI fails before someone else does.

Full-Stack Product Delivery

Backends in Go, Rust, and Node.js with React frontends, robust API design, and containerized deployments.

Frontend Engineering

High-performance React and Next.js applications, real-time dashboards, and scalable design systems.

Systems & Developer Tooling

Compilers, agent harnesses, and internal platforms in Rust and TypeScript — the deep infrastructure other teams build on.

Technical Consulting

Architecture reviews, code audits, team mentoring, and engineering leadership.

Proof, not promises

ProvionAI red-teaming · provion.ai

Independent AI adversarial testing platform

Regulated teams shipping AI have no independent way to know where their systems break. Provion, built under our Protokol brand, red-teams AI systems with adversarial testing mapped to the EU AI Act — finding where they fail before a user, attacker, or regulator does.

Adversarial testingEU AI ActLLM evalsReporting
DeterministicAgentic harness · Multi-provider

Multi-provider agentic harness

Agent stacks fail unreproducibly. We built a from-scratch harness across Anthropic, OpenAI, Google, and OpenRouter on a deterministic append-only event log — identical inputs always produce identical wire bytes. It powers a production AI chat app with reload-proof streaming and mid-thread model switching.

AnthropicOpenAIGoogleOpenRouterEvent sourcing
protokol-aiAgent skills marketplace

Skills and guardrails for coding agents

Coding agents are powerful and unguarded. protokol-ai packages AI skills and security guardrails for them, distributed as an Agent Skills / Claude Code plugin marketplace.

Agent SkillsClaude CodeSecurity guardrails
DPPEU compliance platform

Digital Product Passport platform

EU regulation now requires digital passports for physical goods. We deliver a Digital Product Passport platform for regulated industries — compliance-grade data models, templated passports, and end-user views.

EU DPPNext.jsPostgreSQLCompliance
MistCompiler · WeChat

A component language for WeChat Mini Programs

WeChat Mini Program development fights its own platform. Mist is a component language with a Rust compiler — like Svelte, for WeChat — giving teams modern component ergonomics and giving our clients a real path into the China market.

RustCompilerWeChatWXML/WXSS

Earlier life: enterprise wallet security protecting $25M in digital assets, and production Web3 exchange infrastructure. The adversarial mindset came first; the AI focus followed.

Our own product

We don't only build for clients. We ship our own product.

EnclaveHQ is our community-management platform — designed, built, launched, and operated by the same engineers you would hire. It is the strongest answer we can give to "can you actually finish things?"

Visit enclavehq.com →
  • Payment processingIndustry-appropriate payments with no frozen funds or surprise terminations
  • Event managementTicketing, RSVPs, and attendance tracking for exclusive community events
  • Member profilesPrivacy-first, secure profiles with full white-label branding
  • Community metricsReal-time analytics on membership trends, event ROI, and engagement

How an engagement runs

Discovery

A scoping call, then a short technical discovery: architecture, risks, and a fixed-scope proposal.

1–2 weeks

Milestone builds

Fixed-scope milestones with weekly demos. You see working software every week, not a report.

2–6 weeks per milestone

Ship & scale

Production deployment, monitoring, and handover — or ongoing scale work with the same team.

Ongoing

Tell us what you're building.

Thirty minutes with an engineer — not a salesperson. We're based in Hong Kong, working across APAC and worldwide — with a real path into the China market — and we'll tell you honestly whether we're the right fit.