Every organization I've worked with faces the same underlying challenge: they hold deep, hard-won knowledge—about their craft, their mission, their way of working—but lack the infrastructure to make it transferable and scalable. My work begins by helping organizations see the full range of what's possible, then designing the structures that make it operational.
I help people see what they already know. Organizations hold expertise trapped in informal practice, institutional habit, or individual heads. I create the conditions for teams to surface what matters, name what's dead, and articulate what they actually care about—then design the operational architecture that makes it visible and actionable.
I build the systems that make organizations work—then make them work across contexts. Assessment platforms across seven countries. National PD programs reaching 50,000+ students. LMS platforms from scratch for state certification. The pattern is always the same: the people closest to the work maintain authority over what gets built. I provide tools, process, and implementation. Capability transfers.
Two interconnected practices. The Ho System structures how humans and AI build together — human maintains architectural authority, AI handles implementation. Seven production systems shipped as evidence. Alongside it, an active research program investigating how humans maintain identity, voice, and judgment in sustained creative AI collaboration — including an original diagnostic taxonomy, a voice profiling methodology, and a genuine empirical question about voice identity compression.
I create structured conditions for teams to access the creative and collaborative capacity they already have—then channel it toward operational outcomes that outlast the engagement. Not delivering content. Designing processes through which people develop shared direction, common language, and genuine capability by doing the work together. Workshops, retreats, coaching, and long-term advisory.
An active research program producing frameworks, diagnostic tools, production methodology, and published writing. The dominant paradigm focuses on the AI system. Almost no one is investigating what happens to the human. This is the gap.
The work has three dimensions: a production methodology (the Ho System) with seven shipped systems as evidence. A diagnostic framework (Destructive Interference) that names the structural failures in AI-influenced creative work. And a theoretical investigation (The Fourth Boundary) arguing the next territory is somatic, relational, and contemplative. Underneath: an empirical question about whether human voice identity can be compressed efficiently enough for AI systems to preserve it.
I create structured conditions for people to surface what they already know—what matters, what's trapped, what's dead—and then I design the collaborative framework through which they build what's next. The depth of involvement varies. The pattern is always the same: free the knowledge, design the structure, transfer the capability.
This is the same thing whether I'm working with an AI, a school, a nonprofit, a C-suite, or a group of teenagers. It draws on 25 years of practice, formalized through the Ho System and tested across every domain I've touched. The domain changes. The methodology doesn't.
The result is that I don't separate strategy from build. I've set national learning direction and built the systems to deliver it. I've diagnosed organizational incoherence and constructed the infrastructure to resolve it. I've developed a structured human–AI methodology and used it to build production software from scratch. When facilitation surfaces a need for new tools, I build those too.
The research program in human identity and AI collaboration is the most current expression of this practice — investigating the same questions of judgment, voice, and genuine understanding that have driven the work across every domain.
Through Blueprint for Creativity, I partner with mission-driven organizations to diagnose what's stuck, design what's next, and build the infrastructure that makes change durable. I collaborate, build capacity, and design systems that continue working after I leave.
Published on Substack. On the discipline of working with AI, the design of organizational infrastructure, and what it means to build at the edge of your own competence.
All essays on Substack →I design how humans work with AI — not at the prompt level, but at the systems level. An architect by training, I find what's alive in a system and build the infrastructure that makes it operational and transferable. I've done this across education, organizational design, consulting, and production software. The domain changes. The method doesn't.
As a project architect at Next Phase Studios, I managed the $80M public amenities portion of Harvard's billion-dollar Allston development program — regulatory compliance, multi-agency coordination, and technical delivery at institutional scale. As Chief Academic Officer at NuVu Studio and NuVuX, I designed the academic infrastructure that scaled across 15 partner schools in seven countries — assessment systems, transcript architecture, and a learning management platform built from scratch. As Managing Director at ARCK Boston, I built the organizational operating system from the ground up: framework, evaluation architecture, training pipeline, hiring. As Director of Learning Design at Citizen Schools, I created the unified learning framework and critical-process-first training approach that restructured national programming.
Through Blueprint for Creativity, I partner with organizations navigating reinvention. Through Sageframe, I build experimental infrastructure for human–AI collaboration, knowledge systems, and applied innovation. I write about all of it on Constructive Interference.
Cambridge, MA. Remote-primary. Available for senior leadership roles, strategic consulting, and organizational advisory.