A new discipline at the intersection of AI & design

Agentic
Design
Thinking

Design thinking was built when humans were the only actors. That's no longer true. The methodology needs to catch up.

40%
of enterprise apps will embed AI agents by end of 2026
1,445%
surge in multi-agent system inquiries in 18 months
35%
of organizations have no formal agentic AI strategy
Zero
curricula teaching design thinking for agentic systems
The Core Argument

A fundamentally new design problem

The classic design loop — empathize, define, ideate, prototype, test — assumes one class of actor: the human user. That assumption just broke.

🎯
From users to actors

Autonomous agents aren't just tools — they're participants. They plan. They act. They fail in new ways. Designing for them means mapping not just human needs, but what agents should be empowered to do, where they must stop, and how humans and agents share a problem space.

The gap no one has filled

AI engineers build the infrastructure. Design researchers study human-centered methods. No one sits at the intersection. This workshop series combines RedClaw's live agent infrastructure with SCD's rigorous design methodology to build a new discipline from the ground up, rooted at UIUC.

The Series

Four modules.
One new discipline.

Hands-on workshops combining live infrastructure demonstrations with rigorous human-centered design methodology — for SCD scholars, graduate researchers, and practitioners at the frontier of autonomous systems.

1 Module One
From Users to Actors: Rethinking Who We're Designing For

The empathy phase gets reimagined. We map not just human needs but agent capabilities, failure modes, and contested spaces between. Saadeddine's collaborative problem-solving research maps directly onto human-agent task sharing.

Core Concept Agency Mapping Task Sharing
2 Module Two
Harness Engineering: Designing Boundaries as a Creative Act

RedClaw's live gateway as the canvas. Harness engineering defines the permissions, memory, and feedback loops that make agents safe and useful. Constraint design isn't just safety — it's a profound design decision.

Live Demo RedClaw Gateway MCP / A2A
3 Module Three
AI-Native Design: Starting from Agents, Not Adapting to Them

Most systems bolt AI onto existing workflows. AI-native design asks: if agents were first-class actors from day one, what would this look like? Real RedClaw deployments across agriculture, medicine, and science.

Case Studies Agriculture Medicine Science
4 Module Four
Who Designs the Designer? Ethics of Agentic Futures

As agents pursue goals autonomously, governance sharpens: who sets the objectives? The facilitator's role becomes more consequential, not less. SCD's facilitation methodology becomes the design lens for oversight.

Research Agenda Governance Publication
Why Now

The inflection point is here

Infrastructure outpaced design methodology

MCP and Agent2Agent are now open standards under Linux Foundation. The plumbing for multi-agent coordination is standardized. Design thinking hasn't kept pace.

● Live as of 2025
🔓
Open models democratize local deployment

Self-hosted, local AI stacks are where institutions are heading for compliance and data sovereignty. RedClaw is already there — designing for these environments is a new discipline.

● Open ecosystem dominant
🎓
Education is the bottleneck, not technology

Most organizations are stuck in pilot mode not because the tech fails, but because the design frameworks don't exist. 40% of agentic projects are projected to fail by 2027.

● Gartner, 2025
📍
UIUC sits at the exact intersection

The Illinois Quantum & Microelectronics Park, SCD, and RedClaw's work converge here. The infrastructure and methodology are already in the room. No competitor has this.

● Unique positioning
The Partnership

Two worlds. One new field.

Infrastructure
RedClaw Systems
The intelligent layer between sensors and decisions

RedClaw builds advanced AI agent infrastructure for industries where data velocity meets mission criticality — agriculture, scientific research, and medicine. The RedClaw Gateway operates with sub-50ms routing latency across 10+ channels, fully self-hosted and air-gapped.

Brings to the series
Live agent infrastructure & real deployments
Multi-agent orchestration architecture
Self-hosted & local model expertise
Domain cases: agriculture, science, medicine
Design Research
Saadeddine Shehab
Associate Director, Assessment & Research — SCD, UIUC

Saadeddine leads research at the Siebel Center for Design studying collaborative problem-solving and the role of facilitation in design-based STEM learning. His work on how students and teachers navigate shared problem spaces maps almost directly onto human-agent collaboration.

Brings to the series
Human-centered design methodology & pedagogy
Collaborative problem-solving research
STEM education frameworks & assessment
Academic rigor, publication & dissemination
🎓
Workshop Series

Four-module curriculum for SCD scholars and practitioners. Begins with a single 90-minute provocation session.

📄
Research Program

A publishable body of work establishing Agentic Design Thinking as a recognized field — papers, proceedings, case studies.

🌐
Open Curriculum

A publicly available framework other institutions can adopt — positioning UIUC as the origin point of this new discipline.