Most products don’t fail because they lack features. They fail because early decisions were never questioned. Design isn’t decoration. It’s how systems think. Better thinking → better performance.

Most teams aren’t slow because they lack people. They’re slow because complexity compounds faster than decisions.

I turned this into a full visual carousel on LinkedIn too—check it out here: https://t.co/BhyY3j0t9w Or follow for more practical AI coding insights from the trenches. #AIcoding #CursorAI #ClaudeAI #SoftwareArchitecture #AgenticCoding #BuildInPublic

⚡ Bottom line: Design your architecture for your AI tools, not just your team. When your code is AI-readable, your dev flow feels like magic. Which one of these architectures are you using right now? 👇 I’d love to hear your take.

5️⃣ Single File Agents One file = crystal clear context Fast to build, quick to test – Not scalable 💡 Best for MVPs, agents, quick tools

4️⃣ Vertical Slice (My Go-To) Everything in one promptable folder AI can get to work instantly – You’ll duplicate code, but gain speed 💡 Best for GenAI apps, assistant-led dev

3️⃣ Pipeline Architecture Sequential logic = clarity AI tools love the type structure – Overkill for typical app dev 💡 Great for MLOps, training workflows

2️⃣ Layered Architecture Familiar, organized – Your LLM has to scan every. single. layer. 💡 Okay for legacy teams, not built for AI tools

1️⃣ Atomic Composable Clean, testable, reusable – Small changes = update chains everywhere 💡 Great for UI toolkits, modular design

Let me break down the 5 most common architectures—and what they’re good (or bad) for in AI-assisted dev 👇

💡 AI tools don’t “understand” like humans. They process context. And when your codebase is chaotic, they waste tokens just figuring stuff out. So if your architecture is still made for humans, you’re paying the price.

After 10+ years building apps, tools & AI-powered systems, I’ve gone deep with: → Cursor → Claude → Aider And here’s what I’ve learned: These tools are powerful—but only if your architecture isn’t fighting them.

🧠 Vibe coding with AI? You might be silently burning tokens—and slowing your tools down. Here’s how your codebase architecture can make or break Claude, Cursor & co. 🧵 Let’s talk AI-readable codebases:

Been publishing SEO-optimized blog posts in under 10 minutes using https://t.co/mM9KTFI53B + Next.js + MDX. Fast, clean, no garbage content. Perfect for devs, indie hackers & founders. 🎥 Full workflow here: https://t.co/qYahyDNYYj #AItools #NextJS #BuildInPublic #SEO

Cursor AI quietly added a feature that doubled my productivity: Multiple rules per project. Add .cursor/rules/ and set custom rules for file types or folders. React ≠ CSS ≠ TS? No problem. Most devs missed this. Don’t be one of them. #CursorAI #GPT4 #DevTips #AItools

Hiring an artist to copy Ghibli? “Inspired.” Using AI to do the same? “Theft.” So… is the problem how it’s made, or who made it? #AIart #Ghibli #OpenAI #gpt40 #grok #ghibliart #ghiblistyle #Ghiblistudio #Ghiblified

Everyone’s doing Ghibli-style AI images… So I pushed it into animation. Posted one reel → landed a collab with an actor from the actual movie. Jump in, learn the tools, make cool stuff. That’s how you stand out now. 🎥 IG @ghibli_bollywood #GhibliAI #Jigra #netflixindia

Used to spend 2 hours in Excel. Now it takes me 30 seconds with AI. Uploaded a dataset → got instant charts, insights, and full reports. No formulas. Just prompts. Reply “DATA” & I’ll DM you the tool. #AITools #Excel #Productivity #DataHacks

GPT-4o just turned selfies into anime, billboards, and merch… all with prompts. No Photoshop. No Figma. Have you tried it yet? What are you making today? 🔥 #GPT4o #AItools #graphicdesign #OpenAI

93% of devs waste hours coding React apps from scratch. Just tested Tempo Labs: ✅ Uses drag & drop ✅ Writes clean React code ✅ Needs zero coding https://t.co/0MTTxqz4X5 might finally have competition 👀 Follow me for more AI dev tools. #ReactJS #AITools #BuildInPublic