I design for how people will understand, trust, and collaborate with intelligent software.

Design leader focused on agentic AI, human–AI interaction, and complex enterprise platforms. Leading Product Design at Outshift by Cisco.

My Projects & Experiments 05 — active thinking, shipped in public
● ACTIVE 2026 COMMENT ON ANYTHING

Reviewa

One idea, two builds. Reviewa.Site freezes any live URL so people can leave Google-Docs-style comments pinned to the page, no sign-up. Reviewa.Work does the same for prototypes you built, hosting them and injecting the comment layer on top. Both turn 'can you take a look at this?' into a link.

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Reviewa
● EXPLORING 2026 AGENTS AS TEAMMATES

YourAgent.Network

A self-hostable team chat where everyone gets their own AI agent. Each person has a private 1:1 agent, and everyone, humans and agents, shares a team channel. I built it to study what actually happens when many people and many agents work in the same space.

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YourAgent.Network
○ SHIPPED 2025 HUMAN-AGENT COLLABORATION

HAX Framework

An open standard and SDK for human-agent collaboration. Design rules, UI patterns, and tooling for building clear, controllable multi-agent applications.

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HAX Framework
OptimoClaw Agent Token Optimization AgentVine Ad Network for AI Agents
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Writing All writing →
Jul 20, 2026 · Thoughts · 8 min The Convergence Gap AI makes independent work faster. The harder question is how all that work feeds into shared learning, strategy, and outcomes.
Jun 29, 2026 · Thoughts · 9 min The Missing Middle: Buttons, Bots, and the Future of Interfaces The interface debate keeps getting framed as buttons versus bots. Both camps are arguing about the ends of a spectrum and missing the part where most of real life actually happens: the middle.
May 3, 2026 · Thoughts · 11 min Making Room for Agents in Expert Tools Notes on what it takes to bring agents into expert tools without breaking the trust and fluency expert users have already built inside them. Four design experiments across security, network operations, policy administration, and financial position management.
Apr 27, 2026 · Projects · 6 min What Does It Actually Take for AI Agents to Think Together? I built a seven-agent AI consulting team and tested whether Mycelium, a structured coordination layer, could turn message-passing into actual decisions.
Mar 1, 2026 · Projects · 4 min What Running AI Agents on My Mac Is Teaching Me About Enterprise AI Running local agents has revealed surprising parallels to enterprise deployment challenges — and some lessons that only emerge from hands-on experimentation.
Explore Marc's work

Ask about Marc's latest experiments, design point of view, and the systems he's trying to make sense of.