Michael J. Brenner

Michael J. Brenner

Michael J. Brenner

AI Interaction Architect — Verifiable Agent Systems, Multimodal UX & Trust

I design the interaction frameworks that make AI systems understandable, governable, and safe to deploy. My work focuses on the core reliability challenge of modern AI: translating non-deterministic model reasoning into deterministic, human-verifiable product behavior.

Across multimodal agents, XR learning platforms, and enterprise workflows, I build the trust surfaces that allow humans to monitor, interrupt, and freely collaborate with autonomous systems.


AI Interaction Architect — Verifiable Agent Systems, Multimodal UX & Trust

I design the interaction frameworks that make AI systems understandable, governable, and safe to deploy. My work focuses on the core reliability challenge of modern AI: translating non-deterministic model reasoning into deterministic, human-verifiable product behavior.

Across multimodal agents, XR learning platforms, and enterprise workflows, I build the trust surfaces that allow humans to monitor, interrupt, and freely collaborate with autonomous systems.


Featured by NY Presbyterian, Bertelsmann, and

Meta Horizon Worlds.

Featured by NY Presbyterian, Bertelsmann, and

Meta Horizon Worlds.

More About Me

Main Project Image

Multimodal AI Systems Prototype

Plate Bestie — Multimodal Agent with Gemini 3 Designed a deterministic UI state model for multimodal agents using structured schemas, cutting cross-session state drift ~95% and establishing verifiable agent behavior.

Main Project Image

Bertelsmann

SciGence AI/XR Training Platform Defined the multimodal interaction system (voice, spatial UI) and aligned product, AI, ethics, and design team for an AI-powered VR learning platform.

Main Project Image

NewYork-Presbyterian (Hackathon Winner)

NY Presbyterian Pediatric App Co-designed an end-to-end pediatric healthcare app translating complex clinical workflows into clear, empathetic mobile experiences.

Personal Concept Project

ParKarma: Real-Time Smart Parking Platform Designed the architectural system diagram aligning business goals, real-time data flows, core UX design, and governance for a two-sided civic marketplace.

Self-Initiated Concept Project

Time Travel UX Futuristic AR navigation prototype — reimagined how users interact with time and space in environments through immersive UX.

Meta – Horizon Worlds Creator Program

Basketball META Game Built for Meta Horizon Worlds — Designed an interactive VR basketball game engaging players, blending urban style, fun, and a space for social play.

Main Project Image

Multimodal AI Systems Prototype

Plate Bestie — Multimodal Agent with Gemini 3 Designed a deterministic UI state model for multimodal agents using structured schemas, cutting cross-session state drift ~95% and establishing verifiable agent behavior.

Main Project Image

Bertelsmann

SciGence AI/XR Training Platform Defined the multimodal interaction system (voice, spatial UI) and aligned product, AI, ethics, and design team for an AI-powered VR learning platform.

Main Project Image

NewYork-Presbyterian (Hackathon Winner)

NY Presbyterian Pediatric App Co-designed an end-to-end pediatric healthcare app translating complex clinical workflows into clear, empathetic mobile experiences.

Personal Concept Project

ParKarma: Real-Time Smart Parking Platform Designed the architectural system diagram aligning business goals, real-time data flows, core UX design, and governance for a two-sided civic marketplace.

Self-Initiated Concept Project

Time Travel UX Futuristic AR navigation prototype — reimagined how users interact with time and space in environments through immersive UX.

Meta – Horizon Worlds Creator Program

Basketball META Game Built for Meta Horizon Worlds — Designed an interactive VR basketball game engaging players, blending urban style, fun, and a space for social play.

Main Project Image

Multimodal AI Systems Prototype

Plate Bestie — Multimodal Agent with Gemini 3 Designed a deterministic UI state model for multimodal agents using structured schemas, cutting cross-session state drift ~95% and establishing verifiable agent behavior.

Main Project Image

Bertelsmann

SciGence AI/XR Training Platform Defined the multimodal interaction system (voice, spatial UI) and aligned product, AI, ethics, and design team for an AI-powered VR learning platform.

Main Project Image

NewYork-Presbyterian (Hackathon Winner)

NY Presbyterian Pediatric App Co-designed an end-to-end pediatric healthcare app translating complex clinical workflows into clear, empathetic mobile experiences.

Personal Concept Project

ParKarma: Real-Time Smart Parking Platform Designed the architectural system diagram aligning business goals, real-time data flows, core UX design, and governance for a two-sided civic marketplace.

Self-Initiated Concept Project

Time Travel UX Futuristic AR navigation prototype — reimagined how users interact with time and space in environments through immersive UX.

Meta – Horizon Worlds Creator Program

Basketball META Game Built for Meta Horizon Worlds — Designed an interactive VR basketball game engaging players, blending urban style, fun, and a space for social play.