Responsible Innovation Lab — Field Notes
Issue 01 • Project-based learning • Responsible AI • Food security • Sustainability systems
What Broke. What’s Working. What’s Next.
Last year was about organizing.
This semester is about operating.
The Responsible Innovation Lab spent the past year forming as a 501(c)(3), building infrastructure,
clarifying governance, and deciding what not to build.
Now the lab is fully active as a working, project-based innovation environment.
Systems are running. Students are building. Some projects broke. Some were rebuilt.
In this Field Notes issue:
How We Got Here
Responsible Innovation Lab grew out of a five-year incubation period connected to Arizona State University,
including two years building applied innovation work through the Future17 program.
We formalized as an independent nonprofit last summer.
This semester marks our first fully independent operating cycle — with distributed contributors,
live systems, and real constraints.
What Broke (And Rebuilt)
NOVA — Lead: Krista
NOVA is in its fourth semester. It also crashed.
Rapid changes in large language models broke architectural assumptions.
Instead of forcing it forward, we paused and rebuilt the system with a modular,
model-agnostic structure.
Phase one is rebuilt and preparing for testing.
What’s Working
PIIC — Principled Innovation Impact Consultants — Lead: Alex
PIIC rethinks internships. Students contribute as builders, not observers.
RIL became the internship home, and interns now work directly on lab systems.
COGNIFi-AI — Lead: Alex | Support: Navika
COGNIFi-AI supports individuals living with POTS and long COVID.
The goal is not diagnosis — it’s structured translation. Cognifi-AI ➡️
Food Insecurity, Hunger-Free Campus & HouseKey
Student team: Samantha, Scarlett, Alberto, Niki
Partners: Pitchfork Pantry, Swette Center, Swipe Out Hunger (national), community partners
Arizona State University still does not adequately support its food pantry.
That remains unacceptable.
We are not stepping away.
SDG Tracker & AI Locket — Lead: Namai
Contributors: Shrey, Priyanshu + collaborators in India
SDG Tracker connects real-world environments to relevant UN Sustainable Development Goals.
AI Locket serves as the user-facing layer.
Give Me Back My Bias — Our First Public Product — Chris & Liliana
We design and deploy bias-aware, bias-declared chatbot systems.
We are currently running multiple models across public-facing beta environments
to evaluate behavior and guardrails in real time. GMBMB ➡️
Fraud Detection Expansion — Rutuja
Developing financial fraud detection systems with expansion toward a broader
responsible innovation ecosystem.
Innovation Professor — Applied Learning Environment
Much of the lab’s daily experimentation happens inside the Innovation Professor project space,
built across more than a dozen connected properties.
- Chatbot architecture in real workflows
- Persona systems in public environments
- Video and audio creation pipelines
- Web and database development
- Application deployment
- Cross-model behavioral evaluation
It is where lab principles are pressure-tested in public as of February 2026.
Deployment occurs on YouTube and TikTok Innovation Professor through various playlists.
What’s Next
- Testing rebuilt systems
- Expanding sustainability and health platforms
- Continuing food security advocacy
- Scaling our first public product
- Pursuing aligned funding
Some things remain uncertain.
That’s not failure. That’s a working lab.