DEV Community: Nick Chou

Editing Photos by Describing the Change: A Practical Guide to Image-to-Image AI

Nick Chou — Mon, 26 Oct 2026 09:49:54 +0000

Most photo editors ask you to learn layers, masks and brushes. Image-to-image AI editors flip that around: you upload a photo, write what should change and what should stay, and the model returns an edited version. This post covers how that workflow works and the prompt habits that give the most predictable results.

What "image-to-image" editing means

A text-to-image model starts from nothing. An image-to-image editor starts from your photo and applies an instruction to it, so the subject, composition and lighting carry over unless you ask for them to change. That makes it a good fit for everyday retouching jobs:

Restoring and colorizing faded or torn family prints
Removing tourists, cables or other distractions from travel shots
Swapping the background of a product photo for a clean listing image
Changing season, weather or time of day
Restyling a portrait as anime, Ghibli-like or 3D-cartoon art
Previewing a new hair color or outfit

Prompt habits that help

Say what to keep, not only what to change. "Change the background to a white studio backdrop. Keep the product, its shadows and its colors exactly the same."
Change one thing per request. Chain several small edits instead of one long instruction; if a step goes wrong, you only redo that step.
Be concrete. "Remove the two people on the left and fill in the stone wall" works better than "clean this up".
Name the output you want. "Square crop, soft daylight, no text" tells the model what finished looks like.
Start from a decent source. Sharp, well-lit JPG or PNG files (up to 10 MB in most tools) give the model more to work with than heavily compressed screenshots.

Trying it with NanoPic

NanoPic is an image-to-image photo editor built around a chat interface. You upload a photo, describe the edit, and the result appears in the conversation, where you can download it or refine it with a follow-up instruction. You can choose between GPT Image 2/2.5 and Nano Banana 2/2.1/Pro for each request, and output goes up to 4K. New accounts get 10 free credits without a card, and there is a public showcase gallery of ready-made prompts you can copy and adapt.

A quick first experiment: take an old, faded photo, and ask for "Restore this photo, remove scratches and creases, add natural color, keep the faces unchanged." Then follow up with a second instruction to adjust brightness or crop.

Limits to keep in mind

Faces and fine text can still drift on aggressive edits, so keep instructions narrow when identity matters.
Always check the result at full size before using it commercially.
Check the license terms of whichever tool you use before publishing edited images.

If you have favorite prompts for restoration or product photos, share them in the comments.

Optimizing Your Grind: Why I Built a Suite of Tools for Anime Fighting Simulator Endless

Nick Chou — Mon, 05 Jan 2026 02:26:17 +0000

If you've played Anime Fighting Simulator Endless (AFSE), you know the grind is real. Between managing your Chikara shards, choosing the right Specials, and keeping up with the latest codes, there's a lot to keep track of. As a developer and a fan of the game, I decided to build a dedicated platform to help players optimize their progress and dominate the leaderboards.

In this post, I'll walk you through the features I built and why they matter for every AFSE player.

Chikara Spending & Fruit Calculators
One of the biggest questions in AFSE is: "What's the most efficient way to spend my Chikara?" We developed specialized calculators that take the guesswork out of the equation. Whether you're tracking fruit usage or calculating your next big upgrade, these tools provide precise numbers so you don't waste a single shard.
The Definitive Specials & Grimoire Tier Lists
Not all Specials are created equal. Is the Grimoire actually worth it? Which fruit gives you the best bang for your buck? Our real-time updated tier lists are based on expert community data and rigorous testing. We break down the meta so you can focus on the builds that actually win.
Real-Time Code Tracking
Codes are a lifeline in AFSE, providing free Chikara and boosts. I built a dynamic database that tracks active codes, ensuring you never miss an opportunity to get ahead. No more searching through expired lists on random forums.
Built for Speed and SEO
Technically, this project is built using Next.js, ensuring fast load times and a seamless user experience. I focused heavily on SEO and mobile responsiveness, because I know most players are checking these tools on their phones while they grind.

Conclusion
Building this platform has been a passion project aimed at making the AFSE experience better for everyone. Whether you're a new player or a seasoned veteran, these tools are designed to save you time and help you climb the ranks faster.

Check out the site here: Anime Fighting Simulator Endless Tools (https://animefightingsimulatorcalculator.com/)

I’d love to hear your thoughts! What other tools or calculators would help your gameplay? Drop a comment below!

Tags: #gaming #nextjs #webdev #AFSE #optimization

Building the Ultimate Data-Driven Hub for Universal Tower Defense

Nick Chou — Mon, 05 Jan 2026 02:21:14 +0000

Universal Tower Defense (UTD) on Roblox has grown into a complex ecosystem where every gem counts. Whether you're rerolling for that 0.1% Ruler trait or trying to optimize your Sun Jin Wu build, players often find themselves doing a lot of guesswork.

To solve this, we built the Universal Tower Defense Wiki & Calculator Hub. Here's a look under the hood at why we built it and what makes it the go-to resource for UTD players.

🚀 The Vision: Moving from Guesswork to Data
Most gaming wikis are static archives. For a game like UTD, where stats, traits, and meta units change with every patch, a static site isn't enough. We wanted to build something interactive.

Our vision was to create a platform where players could:

Calculate, don't guess: Use real formulas to predict costs and DPS.
Master the Meta: Access tier lists that are updated daily, not monthly.
End-to-End Guides: From beginner steps to endgame "Virtual Realm" strategies.
🛠️ Core Features

20+ Free Calculators 🔢 The heart of our project. We've implemented everything from:

Trait Reroll Calculator: Estimate the exact number of gems needed for specific traits like Duelist or Ruler.
DPS Calculator: Compare unit performance with different traits and levels.
Economy & Profit Tools: Track coin-per-hour and upgrade sweetspots.

Verified Tier Lists 🏆
We don't just rank units based on popularity. Our tier lists (Virtual Realm, Story Mode, Secret Units) are backed by community testing and creator verification.
Comprehensive Database 🗃️
A lightning-fast reference for all working codes, unit stats, relics, and potions.

💻 Tech Stack & Design
To ensure a premium feel and fast loading times, we used:

Next.js & React: For a smooth, single-page application experience.
Tailwind CSS: For a modern "Liquid Glass" design aesthetic.
Supabase: Handling real-time feedback and data storage.
Lucide React: For crisp, consistent iconography.
We prioritized SEO and Accessibility, ensuring that players on mobile and desktop can find the information they need in seconds.

📊 Data Credibility
In a world of rumors, we introduced a Data Credibility System:

Level A (Official): Direct from developer logs.
Level B (Verified): From trusted media sources.
Level C (Community): Based on extensive player testing.
🗺️ What's Next?
We're constantly updating our site for 2026. Upcoming features include:

Enhanced Build Simulators.
More interactive "Topic Clusters" for internal linking.
Expanded Virtual Realm analytics.
Join the Community! 🤝 Are you a UTD player or a dev building gaming tools? Check out our site, explore the calculators, and let us know what you think in the comments!

👉 Visit the UTD Hub[https://universal-tower-defense.com]

#roblox #towerdefense #gamingtools #webdevelopment

Building a Data-Driven Toolkit for Bee Swarm Simulator with Next.js 16 and Tailwind CSS 4

Nick Chou — Mon, 05 Jan 2026 02:15:45 +0000

Introduction
As a fan of Bee Swarm Simulator (BSS) on Roblox, I noticed a common challenge: players often struggle with the math behind hive optimization. Whether it’s tracking SSA (Supreme Star Amulets) or calculating honey per hour, the community needed a modern, fast, and data-driven solution.

That’s why I built [Your Website Name/Link] — a comprehensive toolkit designed to help players maximize their efficiency for the 2026 season.

Why I Built This
BSS is deceptively complex. To reach the endgame, you need more than just luck; you need a strategy. Existing tools were often outdated or slow. I wanted to create a site that was:

Speed-First: Instant page transitions and optimized payloads.
Mobile-Friendly: Accessible while you’re grinding in-game.
Data-Accurate: Reflecting the latest balance changes.
The Technical Stack
To achieve this, I chose a modern tech stack that balances performance with developer velocity:

Framework: Next.js 16 (App Router) for superior SEO and server-side rendering.
Styling: Tailwind CSS 4 for a sleek, responsive UI with minimal CSS overhead.
Visuals: Chart.js & react-chartjs-2 to visualize honey production and stat comparisons.
Icons: Lucide React for a clean, consistent UI language.
Backend: Supabase to handle community feedback and real-time database needs.
Key Challenges & Solutions

SEO for Gaming Tools
In the gaming niche, visibility is key. I utilized Next.js’s Metadata API to ensure every calculator and guide has its own canonical URL and optimized OpenGraph images. This helps players find the tool they need directly from search engines.
Visualizing Complex Data
Players love numbers. By implementing Chart.js, I was able to turn raw CSV-style data into interactive graphs, making it easier to see exactly which bee provides the best ROI for a specific hive color.
Performance on Mobile
Many players check guides on their phones while playing on a PC. Using Tailwind 4's updated engine, I kept the bundle size small, ensuring the site loads in under a second even on mobile networks.

What’s Inside?
Honey Calculators: Input your stats and see your projected earnings.
SSA Tracker: Keep track of your quest for the perfect amulet.
Tier Lists: Updated rankings for Gifted Bees and Equipment.
Pro Guides: Step-by-step progression from early-game to endgame.
Conclusion
Building this project was a great way to combine my love for gaming with modern web development. If you're a BSS player or a developer interested in how tools like this are built, I'd love to hear your thoughts!

Check out the site here: [https://bsscalculator.com]

What’s your favorite stack for building community tools? Let me know in the comments!