Andrew Todd Marcus

I turn trapped expertise
into working infrastructure.

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.

Systems Design & Organizational Strategy Human–AI Collaboration Methodology Voice Integrity Research

What I Do

Systems Diagnosis & Organizational Design

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.

Infrastructure Design & Scaling

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.

Human–AI Collaboration

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.

Strategic Facilitation & Advisory

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.

Selected Work


Research — Human Identity in AI Collaboration

How humans maintain judgment, voice, and genuine understanding while collaborating with AI.

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.

Approach

One methodology. Every domain.

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.

Consulting — Blueprint for Creativity

Organizational systems design for teams navigating change.

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.

Institutional Redesign
Diagnosing what's stuck, designing what's next, and building the infrastructure that makes change durable. Assessment architecture, training pipelines, competency frameworks — from diagnosis through implementation and delivery.
Multi-site nonprofit across Boston Public Schools. Innovation school scaled to 7 countries. National organization restructured from prescriptive to experience-based. Full systems overhaul for state certification.
Learning Systems & EdTech
LMS design and build, curriculum architecture, EdTech implementation auditing, UDL-aligned standards. Making learning infrastructure that actually reflects the pedagogy it's supposed to serve.
Visual LMS serving 7,000+ students. National PD platform for scalable online delivery. Legacy program codified for digital distribution. First open-source tool for student-level Google Classroom implementation data.
Strategic Facilitation
Experiential workshops where teams do the work before it becomes the framework. Creative culture-building, professional development, organizational alignment — designed so capability transfers.
Org-wide creative culture intensives. Empowerment workshops for disabled youth. Experience-based onboarding. Graduate-credit PD reaching 500+ educators. Conference workshops and keynotes.
Let's talk about your organization

Writing — Constructive Interference

On systems thinking, AI collaboration, and building things you actually understand.

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

About

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.

M.Arch — MIT BA — Oberlin College Fulbright Fellow — Barcelona Registered Architect LEED AP

Get in Touch

Let's talk about what you're building.

Whether you're a leader navigating organizational change, a team trying to scale what works, or someone rethinking how they operate—I'd welcome the conversation.