DEV Community: Janis K

When Failed Startups Become Artworks

Janis K — Wed, 24 Jun 2026 19:03:55 +0000

When I create my projects at Absurd.website , I do not approach them as jokes, parodies or utopian concepts. I try to build them as realistically as possible - right on the edge of absurdity.

I want them to feel like they could genuinely become real. In fact, I often want them to become real.

For me, the line between what is “real” and what is “absurd” is determined by participation. If people begin using an absurd product or service, if they pay for it, believe in it, normalize it - then it becomes real. If nobody participates, it remains an experiment. But even then, it still has value because it expands the boundaries of ideas. That is where art begins for me.

I build startups, but inside Absurd.website there are no real failures. Dead startups simply become artworks. Users themselves can reactivate and normalize projects by interacting with them, using them or paying for them.

The internet is already full of businesses that would have sounded absurd decades ago. Whether something becomes “real” is often determined only by whether people collectively accept and use it.

Human civilization itself is built this way. Countries, governments, religions, armies, money, fashion, sports industries, music industries, corporations - all of these systems are, in some sense, constructed realities that only function because enough people believe in them.

I think I am doing the same thing on a smaller scale.

I play with reality and enjoy participating in its construction.

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Interestingly, creating unrealistic, utopian or even seemingly pointless projects often feels far more meaningful to me than building practical businesses.

Practical ideas are usually less interesting.

I prefer exploring unknown conceptual territory, playing with ideas and possibilities rather than solving practical problems for profit.

I would rather create and sell fantasies than ordinary products.

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Sometimes I even imagine Absurd.website slowly evolving into a strange multi-business holding company where some of these absurd concepts eventually become fully real startups.

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Alongside Absurd.website, I spend my everyday life building more practical internet startups and online businesses. My daily routine consists of generating ideas and trying to realize them.

But my mind constantly filters many of those ideas through absurdity. Sometimes I invent genuinely practical businesses. Other times the ideas become too strange and drift toward Absurd.website.

Interestingly, there are also moments when an absurd idea suddenly starts feeling too real to remain inside the Absurd.website ecosystem.

One example is Booktoilet.com. It originally began as an absurd concept - an Airbnb-style platform where people could rent access to their toilets.

But while developing the idea, I realized it was solving a real problem.

At one point I seriously considered building it as a practical startup. My idea was to first normalize paid toilet access through cafes and small businesses. People could scan a QR code, pay a small fee and use the restroom without awkward social interaction.

Later, after people became accustomed to the system, a second layer could be introduced where private apartment owners rented access to their toilets while tourists gained access to a decentralized bathroom network across cities.

The project never fully worked as a practical startup (validation fail), which is why I am now considering bringing it back into Absurd.website.

But once it returns there, I would remove the “normalization phase” entirely and present the absurd version immediately: strangers renting access to toilets inside private homes.
I am working to bring this project back into Absurd.website.

Both sides - the practical startup world and the absurd conceptual world - constantly feed each other and generate new ideas.

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I have never been particularly good at sales.

I am much more interested in building things.

I constantly fall into the classic startup trap: “if I build it, they will come.”

In traditional startup culture, this is considered one of the biggest mistakes possible.

With Absurd.website, I have intentionally decided to follow that exact strategy.

I slowly keep building while quietly imagining that one day someone will eventually discover what I have been constructing.

Sometimes it feels like I am building a cathedral in the desert that nobody has noticed for years. And strangely, part of me feels that the later it gets discovered, the better.

Most startups want rapid validation. They want to quickly determine whether an idea will survive or fail.

I move in the opposite direction.

None of my projects are created with the expectation that they must succeed.

They are already prepared to die and join my growing graveyard of absurd startups.

And somehow, together, all those dead projects slowly become one larger thing.

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For me, Absurd.website functions almost like network-based art - a space where I can express myself through the language and medium I naturally use in everyday life: startups, products, systems and internet businesses.

Because I personally define it as art, I also consciously play with some artistic structures in my own way. I write manifestos, create collector systems and imagine future physical exhibitions.

At the same time, I rarely feel like a traditional artist because I come from outside the art world and have no formal art background.

But maybe identity itself works similarly.

People often become what they repeatedly perform, imitate or construct. First we imagine a version of ourselves. Then we start acting as if we are already that person. Eventually the performance slowly becomes reality.

I see identities that way.

But “artist” is still only one of my many parallel identities.

The same thing happens inside my projects.

I imagine an absurd business concept and mentally simulate its future existence as if it already lives somewhere in reality - even if it is obviously small, unrealistic or ridiculous.

Then I build it.

Most of the time the project dies immediately, just like most startups do.

And while it is dying, I am already building the next idea.

Project after project. Concept after concept.

Eventually all of them begin forming one larger system.

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At the moment many of my projects are still relatively simple. They often function more like MVP prototypes or landing pages introducing an idea rather than fully developed systems.

But over time I want the projects to become larger, deeper and more functional.

I also increasingly want to create projects that begin as absurd conceptual works but slowly break into reality and become genuinely usable systems.

That, to me, would be the most beautiful outcome possible: an artwork escaping fiction and becoming real.

I hope projects like that eventually emerge.

I also imagine a future where, if my world grows large enough and I gain more resources, I begin building absurd businesses inside physical reality as well - stores, hotels, factories or other spaces where absurdity quietly enters everyday life.

I do not fully know why this fascinates me so much, but I think I enjoy slightly contaminating reality with absurdity.

Almost like graffiti appearing in places where it technically should not exist.

A small act of conceptual subversion.

Originally published at:
Absurd.website

Why I’m Building a Step-by-Step Path Into Creative Coding

Janis K — Wed, 29 Apr 2026 14:16:39 +0000

Most people encounter creative coding through impressive sketches or tutorials.

They copy code.

Something works.

But often they don’t really understand why.

And many tutorials make this harder:
first long theory, then a giant wall of code to dig through.

I wanted the opposite.

Tiny idea.
Tiny piece of code.
Try it immediately.

See what happens.

Then the next step.

No giant code dumps.
No wandering through syntax.

Just one idea at a time.

Almost like learning through visual experiments.

That’s why I’m building ArtCodingLab as a path made from micro challenges.

You learn by writing a small code fragment, pressing play, seeing something move, and building from there.

Not preset effects.

Not disconnected tutorials.

A guided progression.

Start with:

coordinates
circles
variables
loops

Then gradually into:

geometry
animation
trigonometry
generative systems

And another thing matters a lot to me:

I’m trying to explain difficult ideas in a way someone with no prior background can actually understand.

Because many advanced topics get taught as if everyone already knows half of it.

Teachers often skip the steps that feel "obvious" to them.

Those skipped steps are where beginners get lost.

I want to do the opposite.

Explain complex things simply enough that:

an adult beginner can follow
a kid can follow
even someone intimidated by math can follow.

Especially with math.

If someone never understood trigonometry in school…

maybe they understand it here for the first time -

because they can finally see what sine and cosine actually do.

That idea excites me.

Learning code through making art.

And maybe learning math through making code.

That’s what I’m trying to build.

An early version is already live at ArtCodingLab.com - you can try 3 free lessons, explore the demo, and if it clicks for you, join the prelaunch for the next 50 lessons as I build them.

I’d especially love feedback from beginners.
What has made creative coding hard to get into for you?

Launch Story: Math Games Hero Is Live

Janis K — Thu, 13 Nov 2025 11:45:48 +0000

Last year I tested a small idea story-first math practice that plays like CSI mysteries and Escape Rooms.

Teachers loved it. Students were engaged. Reviews were surprisingly positive for something that started as a weekend project. That early response made something clear: the format worked — and deserved a proper home.

So I made a full platform: mathgameshero.com.

🎯 What It Is

Grades: 1–8
Topics: Addition → Fractions → Decimals → Geometry → Algebra basics
Game modes:

🕵️ CSI-style mystery missions

🔐 Escape Room adventures

No student accounts or passwords.
Share a link → students type a name → the game starts.

Teacher tools: simple assignment sharing + basic progress tracking.
Parents can use it too — a dedicated parent view is coming soon.

Pricing: Start free with 2 games on any topic.
If you like it, unlock 37+ games (and growing) for $48/year.

👉 Try it here: mathgameshero.com

💡 Why I Built It

I first tested the games with my own kids (ages 6 and 8).
Every game starts with a one-minute story intro, then puzzle steps kick in.

This summer it accidentally became our daily ritual:

“Can we do another math mystery?”
When kids ask for a math activity during vacation… that’s a pretty strong signal.

⚙️ How It Works

Choose a topic (G1–G8)
Pick your style: CSI or Escape Room
Share the link with your class
Track basic progress as they solve puzzles

Browse the full library here → mathgameshero.com

📈 From Pilot to Platform

The TPT pilot helped me refine pacing, clarity, and the “story first, math second” rhythm.
Feedback like “engaging, easy to use, boosted learning” gave me the confidence to turn this into its own platform — everything unified, consistent, and fast.

🔮 What’s Next

This is just the beginning.
Coming soon:

more stories
new puzzle mechanics
seasonal specials

The goal: make math something students look forward to.

If you try it, I’d genuinely love your feedback — ideas, requests, or bug reports.
I’m building this with teachers, parents, and developers who care about learning experiences.

— Janis, creator of Math Games Hero
👉 Start free: mathgameshero.com

I Stepped in It — and Found a $1M Idea 💩

Janis K — Sun, 09 Nov 2025 11:55:22 +0000

It all started when I accidentally stepped in it.
Literally.

At first, I was shocked. Confused. Paralyzed.
I had victim guilt. I kept asking myself:

“Why me? Why now? Why this shoe?”

I tried to clean it up, but the more I tried, the worse it got.
That’s when it hit me — this is what everyone’s been talking about.

People say: “Don’t just search for startup ideas. Look for real problems.”
Well, here it was. A real, tangible, smelly problem.
A $100M problem.

So I built a solution.
Introducing Oh Shit, No Shit — the world’s first premium service for… well, dealing with exactly this.

The pricing? Simple.
🥿 $1,000 per shoe.
Because that’s exactly the amount of pain I’d need to go through to do it again.

The business model is bulletproof:
1,000 shitty shoes × $1,000 = $1M.
Now that’s scalable stink.

Experience the future of footwear recovery:
https://absurd.website/oh-shit-no-shit/

More absurd startups:
https://absurd.website/

Candy Overdose — Trick or Treating on the Internet 👻🍬

Janis K — Mon, 27 Oct 2025 08:18:27 +0000

This is a submission for Frontend Challenge - Halloween Edition, Perfect Landing

🍬 What I Built

I built Candy Overdose, a virtual Halloween experience where you can go trick-or-treating across the internet.

Instead of walking from house to house, you visit other players’ profiles — each one dressed up in their real Halloween costume.

When you visit someone, they give you digital candy… and when others visit you, you give them candy back! 🎃

Every player gets a Basic Candy Income (+3 daily candies), and you can earn even more by being active and creative.

Only real costumes allowed. The goal is to make online Halloween feel authentic.

🌐 Live Demo: absurd.website/candy-overdose

🕹️ Demo

👉 Visit Candy Overdose

Each profile becomes a tiny haunted house in a shared digital neighborhood.

Journey

This started as part of the ABSURD.website experimental web universe — a network of playful, surreal online experiences.

The idea came from a simple question:

“What if Halloween could exist entirely online — but still feel real?”

I wanted to build something that celebrates people’s real creativity.

That’s why every photo is human-made, every like gives you candy, and every profile feels alive. Game will be active only till Nov 3.

Technically, it’s built with a custom lightweight front-end system + php that powers multiple absurd.website projects under one shared account system.

The landing page focuses on atmosphere — minimal, strange, and immersive.

Created by: JanisK @ absurd.website

Built for: Frontend Challenge - Halloween Edition, Perfect Landing

Theme: Authentic Internet Halloween

The Cheapest Map Tiles API? Why OGMAP Beats Mapbox, Google Maps & Others (2025 Price Comparison)

Janis K — Sun, 19 Oct 2025 17:02:07 +0000

Looking for the cheapest vector map tiles API? Below is a clear, developer-focused comparison of cost per 1,000,000 tiles and what makes OGMAP.com simple, fast and predictable.

Why OGMAP.com Exists

Most mapping APIs look affordable at first—until your app gains traction and your invoice explodes. OGMAP is a tiles-only, prepaid vector maps API designed to stay fast, transparent and affordable at any scale.

Pricing Comparison — Cost per 1 Million Map Tiles (PBF)

OGMAP.com
$10
Prepaid credits (no hidden fees)
Simple, predictable, zero surprise bills

Mapbox
~$120–250
Pay-per-map-load / API call
Complex tiers; unpredictable at scale

Google Maps Platform
~$600
Pay-as-you-go (per tile request)
Expensive; many SKU traps (tiles, styles, etc.)

MapTiler Cloud
~$200
Subscription tier or per-request
Tied to monthly plans/thresholds

HERE Maps
~$300
API usage pricing
Higher tiers required for volume

AWS Location (Map Tiles)
~$160
Per-1000 requests
Requires AWS setup; not dev-friendly

OGMAP is at least 10× cheaper than the big players while using the same OpenStreetMap data and serving globally via Cloudflare CDN.

Why OGMAP Is More Affordable

Pay only for what you use. No subscriptions or “monthly minimums.”
Transparent prepaid model. $10 = 1,000,000 tiles. $5 = 500,000 tiles. No overage billing — ever.
Safety limits built in. Spend caps prevent runaway costs from loops or spikes.
Faster global delivery. Cloudflare R2 storage + Cloudflare CDN.
Tiles-only by design. No bloated extras inflating your bill.

Real‑World Example

Say your app serves ~2 million tiles per month:

OGMAP.com - $20
Google Maps - ~$1,200
Mapbox - ~$300
MapTiler - ~$200
HERE / AWS - ~$150–300

Built for Developers, Not Billing Teams

250,000 free tiles on signup
Prepaid via Stripe with optional auto‑buy
Spend caps and safety limits
MapLibre‑ready styles and live demos
Global Cloudflare CDN delivery
Straightforward REST tile endpoints (.pbf)

Summary — Simple, Predictable, and 10× Cheaper

$10 = 1,000,000 tiles
No hidden fees or quotas
Cloudflare CDN = global speed
Perfect for MVPs, indie apps & startups

Try it free — get 250k tiles on sign‑up.
https://ogmap.com/

Candy Overdose: Trick-Or-Treating On The Internet 🎃🍬

Janis K — Mon, 29 Sep 2025 19:45:03 +0000

Halloween has always been about wandering through neighborhoods, knocking on doors, and collecting way too much candy.
But this year, I wanted to steal Halloween.

Not the costumes. Not the decorations.
The whole holiday.

So I made a web game called Candy Overdose. https://absurd.website/candy-overdose/

How It Works

Instead of knocking on doors, you knock on profiles.

You upload your real costume photo.
You visit other players, one by one.
Each visit gives you candy (1–3 pieces).
But every time someone visits you, they automatically steal some candy from your stash.
There’s also a basic candy income — +3 candy daily, so your house never looks completely empty.

The whole point is simple: trick-or-treating… but happening online.

Why I Built It

In recent years, Halloween has been swallowed by the internet anyway.
People post costumes on Instagram, scroll TikTok for spooky memes, and buy candy in bulk online.

I thought: why not take it to the next step?

Make a space where Halloween actually lives online, not just as decoration, but as a mechanic.

That’s where Candy Overdose came from. It’s part game, part social experiment, part absurd joke.

What Makes It Fun

The fun comes from real costumes. No AI images, no stolen photos.
You upload yourself — weird, silly, scary, whatever.

And then you get to sneak around, see others’ costumes, collect their candy, and leave footprints in their profile.
They’ll see you too, which makes it a little spooky.

Join The Experiment

I don’t know if this will save humanity from candy overdose…
But at least it makes trick-or-treating possible without leaving your house.

Try it here:
https://absurd.website/candy-overdose/

Sincerly yours,
Halloween Gringe HAHAHA

Launching OGMAP — a vector map tiles API built for developers (and for myself)

Janis K — Mon, 22 Sep 2025 19:07:46 +0000

I’ve finally launched OGMAP — a tiles-only vector map tiles API (PBF) with simple, predictable pricing. I built it first for my own projects, but I’m opening it up for anyone who needs fast, affordable maps without scary billing surprises.

Why I built OGMAP

For years I kept a notebook full of ideas that needed maps. Every time I tried to start, I ran into the same problem: map APIs were too expensive to use at scale before monetization. Some providers end up 3–10× pricier for the usage I needed. I also considered open/self-hosted options, but I didn’t want the stress of running and scaling my own tile server if a project suddenly got traffic.

So I built what I wanted to use: a tiles-only service with straightforward pricing and zero surprises.

What OGMAP offers today

Simple pricing. $10 = 1,000,000 tiles. $5 = 500,000 tiles (minimum top-up).

Predictable billing.
Prepaid credits only, with auto-buy via Stripe and safety limits so you can cap spend and avoid runaway costs.

Try before you pay. 250k free tiles on sign-up (one-time) — enough to test or even power a small hobby app.

Fast delivery. Tiles are stored on Cloudflare R2 and served globally via Cloudflare CDN for reliability and speed.

Easy integration. MapLibre-ready style JSONs and a live demo help you get up and running in minutes.

Built with safety and simplicity in mind

Safety limits. Set spend caps to protect your credits from spikes or accidental loops.

Auto-buy rules. Attach your card once (Stripe), choose when to top up and by how much, and keep things hands-off.

Tiles-only by design. No geocoding, no places search, no analytics — just fast vector tiles with basic styles. Focus brings lower cost and less complexity.

What’s next
At launch, OGMAP focuses on the basics — fast, affordable vector tiles. As the service grows, I plan to add carefully chosen features that keep the same philosophy of simplicity and predictability:

• More starter styles and customization options.
• Optional geolocation services.
• Routing/directions and additional data layers (e.g., roads, POIs).

Closing thoughts

OGMAP started as a tool I needed for myself. If you’re building an MVP, a hobby app, or a startup and want to keep map costs under control, I hope it helps you ship faster.

Project: https://ogmap.com

If you have questions or want help integrating, contact me— I’m happy to help and I genuinely want your project to succeed.

CodeMap4AI: Give Your AI Assistant a Brain Map of Your Codebase

Janis K — Fri, 06 Jun 2025 17:15:16 +0000

If you’ve ever asked ChatGPT to refactor, extend, or debug your code — and it gave you something that just doesn’t exist — you’re not alone. The problem? AI lacks context. It sees just a few files or snippets and starts guessing what the rest of your project looks like.

CodeMap4AI fixes that.

It generates a structured, machine-readable map of your entire project — helping AI assistants (and humans) actually understand the code they’re working with.

🚀 What Is CodeMap4AI?

CodeMap4AI is a lightweight command-line tool that scans your web project (PHP, JS, HTML, SQL, etc.) and outputs a clean code_map.json file. This file describes your app’s structure: files, functions, classes, routes, database interactions, and more.

You can feed this JSON to ChatGPT or Claude as initial context — and suddenly, AI gets smarter. It knows what’s where, what things are named, and how your system fits together.

🔍 Why It Matters

AI coding tools are powerful, but they hallucinate. They invent class names, make up parameters, and miss important logic — especially in large, unfamiliar, or legacy projects.

CodeMap4AI solves this by giving your AI assistant a complete map of the terrain. It’s like a developer onboarding doc — but made for AI.

And guess what? It’s also extremely helpful for real humans. Especially when:

You’re joining a new project
Revisiting old code
Sharing structure with a teammate

✨ Key Features

🧭 Code Map Generation
Generates a code_map.json representing your full project structure — files, classes, DB logic, routes, etc.

🧠 AI Context Injection
Provides ChatGPT, Claude, or other assistants with the full structure — reducing hallucinations and improving accuracy.

👀 Human-Friendly Overview
Useful for developers who want to quickly understand unfamiliar or legacy codebases.

📦 CLI Tool
Simple command-line usage: codemap generate. Done in seconds.

🛠️ IDE-Independent
Works outside of VS Code or JetBrains. Use it anywhere you interact with AI — including browser-based tools.

🛡️ Privacy-First
Runs locally. No code ever sent to external servers. You control what the AI sees.

🔄 Easy to Automate
Perfect for CI/CD, code reviews, or AI workflows. Regenerate the map on every deploy or code change.

💬 Shareable JSON Format
The output is structured, copy-paste friendly, and ready to include in any AI prompt.

👥 Who’s It For?

Developers using ChatGPT / Claude to write or review code
Teams working on legacy or unfamiliar projects
Freelancers needing quick insight into client codebases
Devs who want smarter AI, not guesswork

💡 The Origin Story

CodeMap4AI started out of frustration. The creator — working on a real-world PHP/JS project — noticed ChatGPT kept hallucinating classes and parameters. After some testing, he realized that giving the AI a high-level map of the project drastically improved its output.

He turned that hack into a proper tool — and made it public so others could benefit.

🧪 Try It Yourself

You can try CodeMap4AI free for 7 days. After that, it’s just $5/month — cancel anytime.

Get started here 👉 https://codemap4ai.com

🔚 Final Thoughts

If you use AI to code, context is everything. CodeMap4AI is a simple but powerful way to bridge the gap between AI and real-world codebases.

No more guessing. No more hallucinations. Just smarter AI — and smarter devs.

I build one absurd web project every month. Here’s the collection.

Janis K — Tue, 03 Jun 2025 15:38:50 +0000

I love making weird web projects that nobody asked for - but people still end up loving.
Every month I launch something completely absurd at https://absurd.website
Some projects are real, some are MVPs, and some are pure fake-it-'til-you-make-it. You never know - that's how the internet works these days. :)

Here's what I've built so far - and why it's fun:

🧧 Add Luck to Your e-Store
Place a waving cat on your website to "boost" sales through sheer superstition. It's marketing magic!

🧠 Microtasks for Meatbags
In the future, AI will write prompts for humans. Rent your soul to AI and become a biological API.

🎮 OPERATION D-DAY: ONE SECOND OF WAR
A 3D shooter where survival lasts mere seconds. Blink, and you're dead.

🗣️ LingoPrio
Learn five languages simultaneously by unlocking 350+ words in just 5 minutes. Fluency not guaranteed.

🖼️ Artist's Death Effect Database
When artists die, their work becomes valuable. Morbid? Yes. So who's next?

📚 Sexy Math
Learn math with motivation. Each correct answer undresses a model. Education meets seduction.

📱 ChillyParent
Control your child with your smartphone. Modern parenting made easy.

🐾 Easy Pet Drop Box
Too busy to rehome your pet? Just drop it in our box. The future of irresponsible responsibility.

🔍 Spot The Differences
A game that challenges your perception - or does it?

🌟 Influencer Overnight
Join our social experiment to become an influencer with 100,000 followers - no effort required.

🎨 Stealing From Dreams
Choose any artwork from our images, and we'll create it for you. Let's steal art from dreams!

👽 A Guide For Aliens To Live On Earth
An essential guidebook for extraterrestrial visitors navigating our planet.

🧩 Puzzle Solvers Agency
Send us your unsolved puzzles or Lego, and we'll solve them for you - because why not?

💦 Absurd Toilet Water
A luxury fragrance allegedly made from toilet water. Eau de W.C.

🎤 OPEN Celebrity
One face, shared by everyone. The whole internet uses the same open-source celebrity - and she becomes famous. Everyone wins.

👻 Invisible Lingerie
The sexiest lingerie you can imagine - because it's invisible.

🎨 White Label Art Agency
Creating art for wannabe artists. Join us!

🚀 Trip to Mars
A real-time spaceflight simulator game that takes seven months to complete - patience is key.

🐌 Slow Delivery Service
Embrace the slow life with our sloooooooooooow delivery service.

🌍 Offset your CO2 emissions by buying me a Tesla
Offset your carbon footprint by buying me a Tesla - it's that simple.

🚁 Helicopter Jobs
Earn money with pointless jobs - because not all work needs purpose.

🎥 Synchronic Video Battle
Watch synchronized videos of opposing themes and cast your vote.

👁️ Eyes Dating Site
A dating platform focused solely on the eyes - no faces, no profiles, just gazes.

🧲 Magnetic Buy Now Button
A button so compelling, visitors can't resist clicking - marketing genius.

💾 '90 Web Design Art Studio - Y2K
Reviving the aesthetics of '90s web design - nostalgia at its finest.

🖤 Dark Mandala
A color-by-number book with only one color - black.

🛍️ Buy Nothing Store
A store where you can buy nothing - literally.

If you're intrigued by the absurd and enjoy web experiments, check out https://absurd.website.
New project every month! Feedback are always welcome!
Subscribe here to get monthly updates with new absurd projects!

How Codemap4AI Helps Eliminate AI Hallucinations in Real-World Web Projects

Janis K — Mon, 02 Jun 2025 19:11:49 +0000

How Codemap4AI Helps Eliminate AI Hallucinations in Real-World Web Projects
One of the most frustrating things about working with AI code assistants like ChatGPT or GitHub Copilot is when they confidently generate code... that doesn’t work.

They reference files that don’t exist. Use variables that haven’t been defined. Invent table names. Call the wrong functions.
That’s called a hallucination, and it’s one of the biggest reasons AI coding tools still aren’t fully production-ready for serious developers.

But what if you could feed your AI assistant a real-time, accurate map of your project — so it actually knows what your code looks like?

That’s exactly what Codemap4AI was built for.

The Core Problem: AI Has No Memory

AI models like ChatGPT are stateless. They don’t know what’s in your codebase unless you tell them — which means they often guess.

You might prompt:

“Add a function that updates the user profile and writes changes to the database.”

But unless you paste in the actual structure of your project (files, functions, routes, models, etc.), the AI will have to assume. It might:

Write to a table that doesn’t exist

Call updateUser() when your function is actually saveUser()

Put the logic in a file that’s in the wrong place

This is how hallucinations happen.
It’s not because the AI is dumb — it’s because you didn’t give it the right context.

Codemap4AI: Live Context for Your Codebase

Codemap4AI is a developer tool that automatically scans your code and builds a live, structured map of your project.

This map shows:

The complete file and folder structure
Module and function relationships
Routes, handlers, and DB interaction points
A logical overview of how the app is built

You can update the codemap as your code evolves, and you can share this map with AI assistants when prompting them.

It’s like giving your AI a GPS — instead of sending it into your project blindfolded.

A Real-World Example: PHP, JavaScript, and MySQL Project

Let’s say you’re working on a full-stack web app — like a custom CRM — using PHP on the back end, JavaScript for interactivity, and a MySQL database.

Your codebase has:

/controllers with business logic
/views for HTML/PHP templates
/assets/js/ for front-end behavior
db.php with raw queries or prepared statements

Now you want to ask ChatGPT:

“Create a new feature to export user data as CSV.”

Without context, ChatGPT might:

Invent userController.php instead of using UserHandler.php
Assume your table is users, when it's tbl_users
Add the export button in the wrong view file

With Codemap4AI, you:

Generate a codemap that outlines your actual file/folder structure
Paste part of that map into ChatGPT
Prompt with something like:

“Following this codemap, add a new exportUsersToCSV() function in UserHandler.php, and a download button in views/users/list.php.”

Now the AI is grounded. It works with your structure, not against it.

Codemap + AI = Real Results

By combining Codemap4AI with your favorite AI assistant, you can:
✅ Minimize hallucinations
✅ Keep your prompts short and accurate
✅ Work faster, especially in large or unfamiliar codebases
✅ Easily onboard new developers by sharing the codemap
✅ Improve project documentation (the codemap works as a live overview)

TL;DR

The best way to get better code from AI is to give it better context.

Codemap4AI does that by:

Automatically generating a clean, up-to-date map of your project
Helping you write smarter prompts
Making sure your AI assistant actually “understands” your codebase

Try it today — https://codemap4ai.com
Let your AI assistant finally stop guessing, and start coding with you.

Why Your AI Still Hallucinates: Context Limits, Token Ceilings, and the Tool That Helped Me Fix It

Janis K — Thu, 29 May 2025 08:10:20 +0000

As a developer building with AI, I’ve hit a wall more times than I can count. No matter how polished my prompts were, AI assistants like ChatGPT or Claude would eventually get lost — hallucinating functions that never existed, forgetting variable scopes, or breaking multi-file logic chains.

It took me a while to realize: the issue wasn’t just prompting technique — it was the context model. Or more precisely: the lack of it.

The Truth About Token Limits

Every large language model (LLM) has a context window — a limit on how much information (measured in “tokens”) it can process in one go. Here’s a quick breakdown from real-world data:

Model Max Context Tokens Shared or Separate Input/Output Suggested Static Input Key Limitation Tip GPT-3.5 Turbo ~4,096 Shared ~3,000 Shorten long input; reserve space for output GPT-4 Turbo 128,000 Separate ~100,000 Avoid bloating with irrelevant text Claude 2 100,000 Shared ~80,000 Use summaries instead of full raw data Claude 3 200,000 Shared ~160,000 Prioritize what matters most Gemini 1.5 Pro 1M–2M Separate ~800,000 Even at 1M+, use only what’s relevant Mistral (varied) 32k–128k Shared ~25,000 Break into chunks if needed

You can see that while some models can theoretically digest a million tokens, practical use still demands careful planning. Otherwise, you hit invisible ceilings or get truncated replies.

Context Isn’t Just Capacity — It’s Structure

This is where I kept failing.

Vibe coding is freeing — you don’t plan ahead, you let the idea evolve through the code. But AI hates chaos. Once the project outgrows a few files, the model can’t “see” relationships anymore. You either:

overfeed it and get cutoff
underfeed it and get hallucinations
lose consistency across follow-up prompts

My Solution: A Code Map

After facing this over and over, I built a tool to help myself — and now I’m sharing it. It’s called CodeMap4AI.

What it does:

Scans your web project
Analyzes PHP, JS, HTML, CSS, forms, and more
Outputs a single code_map.json file with a clean overview of your codebase
This structured snapshot gives the AI a full view — without blowing past token limits. You load just what’s needed, and the model works with your code’s logic instead of guessing it.

Practical Tips (Backed by Token Science)

A few universal best practices stand out:

Use ~75% of token space for static context. Save the rest for dynamic answers.
Avoid feeding the entire raw code. Summarize, extract relationships, or use code maps (like CodeMap4AI).
Chunk large projects. Don’t throw 200k tokens at a model in one go. Feed it in stages.
Use token counting tools. Predict your load before sending it.
Focus on what matters. Even with million-token windows, relevance trumps volume.

Modern LLMs offer huge capacity — but even they break if you don’t help them think clearly. Structure matters. Context matters. Tools like CodeMap4AI exist to bridge the gap between your evolving project and the AI’s understanding.

Try it, especially if you’ve hit the same walls I have. Less hallucination. More productivity.