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About

I am Guy HUI-BON-HOA, an AI Product Owner and business-side (MOA) project manager with 20 years' experience, working freelance through an umbrella company.

I work at the seam between business, engineering and UX. As a Product Owner, I turn a business need into a specification, a specification into a prioritised backlog, and that backlog into a digital product that ships.

Prioritisation is where the client's value is decided: what earns its place in a release, and what does not. That work now centres on agentic AI — designing agents, declarative workflows, and the quality gates that decide whether their output is fit to keep.

I also work as a Business Analyst (MOA) and Web Integrator, which is why the specification and the front-end integration often arrive in the same pair of hands.

What I do

I design and ship agentic systems: multi-agent orchestration, eval-gates at every step, evidence-driven delivery. The projects on this site are the working examples — a versioned catalog of agents and skills, a headless runtime that executes them under blocking gates, and a nutrition product where every scientific claim is re-resolved against its source before it can be published.

The method matters more than the stack. An agent that produces a plausible answer is worth nothing if nothing checks it, so the interesting engineering sits in the gates, the traces, and the discipline of never promoting an offline pass to a live proof.

Where I've worked

IT consulting for CAC 40 groups, large enterprises and SMEs, in French and in English, frequently in international and offshore contexts:

Orange · Chanel · Accor · Renault · Air France · SNCF · EDF · MBDA · MGEN · Travelex · Aginode

Engagements delivered through Sogeti, Astek, Gfi (Inetum), Viveris, Kapito Consulting and Ethic Technology. Recent work includes a carve-out programme (PIM / CMS / MDM / SAP migration onto an open-source stack), functional evolutions on a B2B portal for an investment bank, and a brand-wide digital asset migration.

The detailed history is on my LinkedIn profile, which LinkedIn shows in full only to signed-in visitors.

Focus areas

  • Agentic AI — multi-agent orchestration, declarative workflows, eval-gates.
  • Generative AI / LLM — prompt engineering, RAG, AI product ownership.
  • Product ownership (Scrum / SAFe) — backlog, user stories, DoR / DoD, Agile delivery at scale.
  • Business analysis (MOA) — functional specifications (SFG / SFD), requirements, V-model deliverables, business-side UAT.
  • Web integration — semantic HTML / CSS, responsive front-end integration, turning designs into production-ready pages.
  • Quality & licence governance — ISO-aligned audits, open-source compliance.

How I work

  • Lead with a clear recommendation, then validate step by step.
  • Prove it live — never oversell an offline pass as a live proof.
  • Quality over budget and speed — reduce scope, never rigour.
  • Zero technical debt carried forward — anomalies fixed in the same batch.

Certifications

Professional certifications

  • Professional Scrum Product Owner I (PSPO-1) — Scrum.org, 2023.
  • SAFe 6 Product Owner / Product Manager — Scaled Agile, 2023 (lapsed 2024).

Courses and badges

  • Claude Code 101, Claude Code in Action, Claude 101 — Anthropic, 2026.
  • Data Landscape of GenAI for Project Managers — Project Management Institute, 2026.
  • Generative AI Overview for Project Managers — Project Management Institute, 2025.

Not to be confused with the agent personas

These are the author's own certifications. The certifications named inside the catalog's agent identity blocks (PMP, CBAP, ISTQB, TOGAF, …) describe a simulated persona's knowledge frame and are not held by the author.

Education

  • EPITA — Master's degree in Management and Information Technology, 2004.
  • ISEG — Management and International Business, 1999.

Elsewhere

  • My LinkedIn profile — professional background, detailed work history and recommendations.

  • My GitHub profile — public repositories:

    • claude-agents — the agent catalog.
    • claude-agentic-runtime — the headless runtime.
    • claude-projects — companion projects.

Both profiles open in a new tab.

Contact

Write to guyhui@proton.me.