Six weeks. No paid ads. A zoom room full of people who actually showed up. Here's what the data shows.
Every registration came through word-of-mouth. No paid ads, no sponsored posts. Ligaya brought this program to the Never Search Alone community, and the fit was immediate: participants already knew how to learn alongside peers. Signups started in mid-December 2025 and kept coming through the final session in February 2026.
Five sessions. 49 feedback responses. Satisfaction held steady throughout. It didn't trail off as the program progressed.
I really had the 'ah ha!' moment with the prompt engineering frameworks.
Super clear explanation and demos too, absolutely feel more confident in agent vs. workflow.
Really loved all of the speakers and explaining in simple terms the best cases and warnings — really great info.
The ability to ask questions in real time — hearing from real-time practitioners.
Seeing the real-time demos, from workflows, to vibe coding to the showcase.
The speakers were very knowledgeable and provided materials to help explain the basic concepts and building blocks of models and agents.
When asked directly, 9 of 11 post-program respondents said “I’m in — let’s keep this going!” The other 2 said they were interested, pending format.
Every two weeks, something new. Freight train. Fire hose. Pick your metaphor. The people in this program felt it, and they came together to help each other keep up. Post-program respondents named 11 topic areas they want to go deeper on, ranging from automation and agents to AI strategy and ethics. The pace of AI isn't slowing down.
The pilot wasn't designed to prove a hypothesis. It did anyway: Bring the right people into the right room, structure it loosely enough to breathe, and they'll teach each other.
| Signal | Evidence |
|---|---|
| Product-market fit ✓ Confirmed | 96% satisfaction rate, 100% continuation intent from post-program respondents |
| Organic growth ✓ Confirmed | 91 registrants with zero marketing spend. Pure word-of-mouth. |
| Community moat ✓ Confirmed | Repeat engagement, peer learning, and volunteer contributors emerging |
| Expansion pathway ✓ Confirmed | 11+ topic areas requested for Season 2 across technical and strategic domains |
"In AI, curriculum is obsolete before you finish building it." The only model that keeps up is one where the community is the curriculum. Season 1 proved it holds.
Peer-led, not guru-led. Ligaya designed the container (the program structure); NSA community members brought the expertise. The peer council philosophy is already embedded in how NSA members operate. It translated naturally into this format. No single expert owns the knowledge. The group does.
Session Zero surfaces what participants already know and what they actually want to learn. The cohort shapes what comes next. Buy-in is built in from the start.
A core group of facilitators brought real expertise and showed up reliably. Not because they were paid, but because the program was worth showing up for.
Subject matter experts set the boundaries. Inside those boundaries, participants explore freely. The result is genuine learning, not just content consumption.
The methodology is the product. Not the content.
To riff on a phrase from Phyl Terry: 'Never Build Alone.'
Replicable · Scalable · Community-native · Grows through word of mouth
Ligaya's career is in learning design and program management. She came to AI the same way most people do: thrown in the deep end, figured it out, and decided to build a program so she and others wouldn't have to do it alone.
15+ years designing programs, orientations & alumni engagement. Designs the methodology and program structures that actually move groups toward an outcome.
MS in Education. ADDIE frameworks. The science of how people learn and the operational expertise to execute it.
$500K secured for AI-enhanced learning R&D. Led first org-wide AI enablement training (2024). MindStudio Level 3 Certified (2025). Delivering AI workflows and trainings for clients (2026).
"I am the audience." Ligaya made AI accessible because she had to figure it out herself.
PMP certified. Managed volunteer faciliators, communications, and data tracking. Tracked registration, attendance, satisfaction, and continuation intent at every stage. Used continuous feedback to drive improvements.
$8M+ in secured U.S. government contracts for education programs. Not a side project. A continuation of a career that has consistently delivered at the program level.
Season 1 covered the fundamentals. Season 2 goes deeper: into how AI agents actually work, how to design them, and what it means to work alongside them. Same peer-learning container. New territory.