Manroop

@QuietFSoftware Yeah this is a real problem. For resources, what actually helped me: - Building small end-to-end tools (not demos) - Reading real implementations (GitHub) - OpenAI docs/LangChain docs for fundamentals But honestly, nothing beats: picking a boring workflow and fully automating it

@manroop1111 When reading all the comments/threads on AI, it's so hard to differentiate between who has built something new and who has just made an API that calls a huge LLM anyway. Have to learn how things work so you can make them useful! Have a favorite learning resource?

Most devs are learning AI wrong. They’re collecting tools, not building leverage. Everyone’s busy learning: ChatGPT, Midjourney, LangChain… But very few can actually build something useful with them. (Thread ↓) #BuildInPublic #AIEngineering

How to actually build leverage with AI: 1. Pick ONE real problem (not a tutorial) 2. Build a scrappy solution using AI 3. Ship it publicly 4. Iterate based on feedback Repeat this 5–10 times. That’s how you become irreplaceable. #IndieHackers #DevLife #LearnInPublic

There are 2 types of devs: ❌ Tool mindset: “I know AI tools” → Constantly chasing what’s new → Feels productive ✅ Leverage mindset: “I can automate a real problem end-to-end” → Ships outcomes, not prompts In 2026, your edge isn’t knowing AI. It’s building with it.

Built my portfolio from scratch to showcase what I love building: fast, scalable, AI-powered full-stack products.
React + Next.js + TypeScript + real projects + clean UX. Would love your feedback 👇
…rtfolio-five-pi-runulk2epd.vercel.app

@AshikArtistry Hero

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@remotejobsohr FRONTEND

✅ Zero manual triage ✅ Instant responses to users ✅ Clear team visibility via GitHub + Sheets Explore workflow & import JSON 👇 👉 github.com/manroop79/ai-s… #Automation #OpenAI #n8n #AI

🧩 Stack → n8n · OpenAI · Gmail API · GitHub API · Sheets ⚙️ Logic → Smart LLM classification + error handling 💡 Result → 100 % hands-free ticket triage in real time 🤖

🚀 Built an AI-powered Support Triage System using n8n + OpenAI + Gmail + GitHub + Google Sheets. It reads support emails, classifies priority (P1–P4), creates GitHub issues, sends auto-replies & a daily digest. End-to-end automation ⚙️

Stack Next.js 15 · TypeScript · Tailwind · Framer Motion · Supabase + pgvector · OpenAI (embeddings + GPT-3.5 chat). I’ll add GitHub sync + PR summaries next. Link: talk-to-code-three.vercel.app

Safety Markdown is sanitized; untrusted HTML is stripped. Client validates file size/type. Errors from /api/* show friendly toasts; the UI has empty/loading/error states.

Built EchoCode — Upload a ZIP of your project and ask it anything. It indexes in the Database and answers with source-linked, streaming replies. Next.js 15 + TS + Tailwind + Framer Motion + Supabase (pgvector) + OpenAI. Link: talk-to-code-three.vercel.app