For years, my relationship with code was defined by what I *didn’t* do. I skipped internships to protect my 4.0 GPA. I graduated in 2022 with a Computer Science degree, fluent in Python, C++, and JavaScript, yet I never held a position relevant to my field. Instead, I found myself working back-of-house in restaurants and navigating the gig economy, feeling like a "cornered animal" trapped by economic barriers and a job market that demanded experience I couldn’t get without first having a job.
I knew how to code. I just didn’t know how to *build* things that mattered to me—until I tried "vibe coding."
The Sam Altman Prompt That Changed Everything
Like many others, I’d read about how non-coders were using AI to build apps. But as someone with actual technical training who had become disillusioned with the industry, I was skeptical. Was this just hype? Or was it a way to bypass the gatekeeping that had kept me unemployed for three years?
I decided to test it using the exact prompt Sam Altman, CEO of OpenAI, shared on X:
> *"Use all my chat history to figure out ideas for a long weekend trip with 8 friends, plan the best three options, make a full-stack site where the 9 of us can coordinate on what we would want to do in each place and decide where to go, and then after we get to group agreement make reservations. Draft an email in my Gmail I can send out to my friends when the site is ready."*
I copied and pasted it into ChatGPT (using GPT-5.6 Sol with intelligence set to "High"). Nine minutes later, I had three curated destination options, a download link for a complete website, and an email draft.
It Wasn’t About Syntax; It Was About Intent
The destinations—Santa Ynez Valley, South Lake Tahoe, and Todos Santos—were surprisingly aligned with my interests. But the real shock wasn’t the travel advice; it was the code.
In college, I stressed over every semicolon. I worried about optimizing algorithms for interviews I never got. Here, ChatGPT generated a full-stack application in seconds. When I told the AI I needed help deploying it because I was rusty on the DevOps side, it walked me through everything in plain English: opening Terminal, setting up GitHub, and hosting on Render.
I didn’t write a single line of code. I just directed the outcome.
For someone who has spent years feeling "book smart" but professionally stalled, this was a revelation. The barrier wasn’t my ability to understand logic—I have an above-average IQ and a CS degree. The barrier was the friction of starting from scratch. Vibe coding removed that friction.
Fixing the Imperfections
The initial site wasn’t perfect. I wanted users to be able to edit comments and move the access code window higher on the page. In the past, I might have spent hours debugging CSS or restructuring React components. This time, I just asked ChatGPT to tweak it.
It took 14 minutes. The changes deployed perfectly.
I later learned that OpenAI has a new feature called "Sites" that allows you to host directly within ChatGPT for free, avoiding third-party costs entirely. It’s a small detail, but it highlights how rapidly this space is evolving.
Why This Matters for People Like Me
Writer Jasmin Sun noted that most people don’t build apps because their problems aren’t "software-shaped," or they don’t realize they are. For me, the problem *was* software-shaped, but I was too burned out and discouraged to engage with it traditionally.
I’ve often felt isolated in workplaces that blindly celebrate AI while ignoring the human cost of automation. I’ve felt insulted by colleagues who dismiss my critical views. But vibe coding feels different. It’s not about replacing developers; it’s about empowering people who have the logic and creativity but lack the time, energy, or opportunity to grind through LeetCode-style hiring processes.
I still work in the restaurant industry. I still live with my parents due to financial constraints. I still dream of a rural home with a partner and cats, far from the stress of city life. But for the first time in years, I feel like I’m building something tangible. I’m not just waiting for permission to be a creator. I’m just vibing.
And honestly? It feels good to finally use that 4.0 GPA for something other than a resume that no one read.