惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

有赞技术团队
有赞技术团队
M
MIT News - Artificial intelligence
Hugging Face - Blog
Hugging Face - Blog
博客园 - 聂微东
量子位
S
SegmentFault 最新的问题
V
Visual Studio Blog
博客园 - 【当耐特】
Apple Machine Learning Research
Apple Machine Learning Research
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
小众软件
小众软件
Stack Overflow Blog
Stack Overflow Blog
Vercel News
Vercel News
D
Docker
J
Java Code Geeks
博客园 - 三生石上(FineUI控件)
博客园 - Franky
Recent Announcements
Recent Announcements
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
MongoDB | Blog
MongoDB | Blog
D
DataBreaches.Net
Y
Y Combinator Blog
云风的 BLOG
云风的 BLOG
V
V2EX

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant
Gemma 4 challenge inspired me to build my first app!
Klaudia Grzo · 2026-05-25 · via DEV Community

This is a submission for the Gemma 4 Challenge: Write About Gemma 4

It started with a real need. Then came the idea. And then a vision — to turn this idea into a reality.

When I started my journey with dev.to, I never imagined it would lead me to building my own app. I'm a Technical Writer. My job is to write and manage documentation, not to build apps. I joined the platform to be more up-to-date with current technologies, connect with the community, and write some articles to describe the nuances of working as a tech writer. At the beginning, the DEV Challenges tab was a place I immediately labelled in my head as a no-go zone. I thought, "I'm not a developer, this is not for me." It's hard to believe how much has changed in a little more than one month.

The first ideas came to my mind when I saw posts related to the Earth Day challenge. Some of them I found really inspiring, and I thought: "Wow, these people are so talented! They can do so much with their coding skills. They can actually make other people's lives easier!" At that moment, the idea was born — "It would be super cool to have such skills to help Polish people with recycling." But it was still vague. Still in the area of dreams. I still thought it was a task for someone wiser and more skilled; definitely not me.

Challenge that changed everything

Then I saw the Gemma 4 challenge and something clicked. The puzzles fell into place. "What if I could make AI analyze photos of waste and tell people which bin to throw it in? What if I could build an app that does that? It could be useful for so many people — and a great way to learn how to build something myself." The idea was still scary, but it felt tangible. Like something I could actually try.

I opened a new chat in Claude and started writing. I wrote down the idea, the whole vision of how the app should work, the features I wanted to implement. I described the issues Polish people have with recycling, and how I wanted to solve them. I wrote down the questions I had, and the doubts and fears that were holding me back. And then I asked for help. "How can we make it happen? Where do I start?"

What and how I built

I consulted my idea with Claude, and then I started building. I followed the guidance I got, but I also made my own decisions, challenged Claude when I disagreed, and corrected it when its suggestions didn't match the business logic or user needs.

Could I have done it better as a developer? Of course. I started by running Gemma 4 locally with Ollama, and even though it was satisfying to see it work, my laptop froze under the load 🥶 Doing proper research and finding the right tools took me longer than it would take a professional. I was like a child in the dark – learning new tools, debugging, making mistakes along the way. But every time I solved a problem or implemented a feature, I felt a sense of accomplishment that I hadn't experienced in a long time.

While I was the brain behind the scenes, AI was the extension of my capabilities. Following my instructions, Claude created the boilerplate code in Next.js, adjusted styling in Tailwind CSS, and even created icons that I imagined and described. With all the necessary pieces in place, Gemma became the heart of the project — analyzing images and providing recycling guidance 💛

You can read about the app I created in this article:

What's in it for me

When was the last time you did something for the first time? For me, it was building this app. It was a rollercoaster of excitement, frustration, doubt, and finally pride when I saw the final product working. It made me realize I'm capable of more than I thought.

The Gemma 4 challenge broke a barrier in my head – the one that said "I can't do this, I'm not a developer, this is not for me." The most important lesson: if something sparks curiosity, why not try? You don't have to be an expert to start. You just need an idea, a vision, and the willingness to learn and experiment. The tools are there, and AI can be a powerful ally in turning your ideas into reality. You just need to take the first step.

Yes, I prompt-engineered the app. Yes, I used AI to do the heavy lifting. But I was the one who had the idea, who made the decisions, who guided the process, who put everything together. I was the one who turned a vague idea into a real product that people can use. And that's something I'm really proud of.

If you've ever told yourself "this isn't for me" about something you secretly wanted to try – I see you. Try it anyway. You might surprise yourself.