AI programme direction · product operations · evidence governance
AI Program Manager and Human–AI Workflow Designer who turns ambitious ideas into bounded, reviewable production systems—without surrendering human authority over scope, evidence, quality or publication.
Selected scale
The portfolio combines creative direction with measurable production systems. Counts below are evidence-bounded and distinguish discovery, verification, acquisition and extraction rather than merging them into one flattering total.
I bridge creative ambition and operational discipline across AI direction, product design, governance and human–AI orchestration.
Prologue connections: 13 September 2026. Discovery and extraction figures: 24 August census. These measures describe different scopes and must not be added together.
Featured portfolio
The résumé provides the hiring-manager scan. These case studies show how the work was directed, constrained, corrected and verified.
13 September: Open-ended solo play is deployed with persistent PostgreSQL saves and 33 Library connections. Numerical character rules are the next implementation stage.
A multi-Library source programme for an online TTRPG and AI-assisted Game Master, governed through discovery, verification, acquisition, extraction and adversarial release review.
A practical rights and permissions workflow for product use, user-generated content, attribution, takedown handling and reviewable publishing decisions.
Product ownership, privacy and truthfulness controls, hardware testing and store preparation for an Android memory-support application—accurately reported as prepared, not submitted.
A failure-analysis and governance case study demonstrating how an observed instruction bootstrap gap became a bounded, testable control design.
An evidence and provenance case study centred on knowledge extraction, attribution integrity and the difference between originating, extending and operating a system.
A product-architecture case study connecting governed Libraries, multidimensional Categories, persistent Campaigns, multiplayer Scenarios, continuity management and retrieval-aware AI game mastering.
A persistent AI-GM campaign used to test the larger roleplay architecture under live continuity, player-agency, recovery, epistemic-separation and bounded-lore pressures.
A creative-production case study tracing an adult satirical property from source audit and world-building through exact visual canon, iterative 3D development, Red-Team rejection and human approval gates.
A six-project pipeline for game-modding work, beginning with the Barotrauma Steampunk conversion and expanding as approved project packages arrive.
Operating method
AI suggestions are not treated as decisions. Approval is not treated as authorship. Passing a narrow test is not treated as completing an entire programme.
Remote opportunities
Best-fit roles include AI Program Manager, AI Product Operations Lead, Human–AI Workflow Designer, Creative AI Producer and AI Governance Project Lead.