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How Senior Engineers Build With AI in 2026 | Next.js 16, PostgreSQL, Cursor

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⭐▬▬ CHECKOUT CURSOR 3πŸ‘‹ ▬▬⭐ https://cursor.com/ ⭐▬▬ JOIN ACEDEVHUB COURSE WAITLIST FOR FREEπŸ‘‹ ▬▬⭐ https://acedevhub.com/courses ⭐▬▬ DOWNLOAD SOURCE CODE FOR FREEπŸ‘‹ ▬▬⭐ http://acedevhub.com/projects/how-senior-engineers-build-with-ai-in-2026 In this video, we’re building a full-stack AI application from start to finish using Next.js 16, Express, PostgreSQL, OpenAI, and Cursor. But this project is not just about building another AI wrapper. The main goal of this video is to show how developers can work with AI in a proper engineering workflow β€” planning features, writing specs, defining architecture, creating database models, building APIs, designing UI, tracking progress, and shipping a real full-stack app. We’ll build SpecForge, an AI-powered technical specification generator where users can enter a rough feature idea, problem description, tech stack, complexity, and additional notes. The backend will process the request, use AI to generate a structured technical specification, store the result in PostgreSQL, and the frontend will display everything in a clean dashboard. This is not a vibe coding project. We will use Cursor as our AI-powered development interface, but we will guide it properly with project context files, coding standards, architecture notes, UI guidelines, feature specs, manual setup notes, and a tracker file. This helps the AI agent understand the project clearly and work like part of a real development workflow. The goal is to show how a developer can use AI to design, build, and ship software in 2026 β€” not by blindly depending on AI, but by controlling the workflow like a senior engineer. Built with Next.js 16, React, Tailwind CSS, shadcn/ui, Express, TypeScript, PostgreSQL, OpenAI, Google OAuth, JWT httpOnly cookies, and Cursor. Key features: πŸš€ Next.js 16 full-stack frontend βš›οΈ React + modern App Router setup 🎨 Tailwind CSS + shadcn/ui βš™οΈ Express + TypeScript backend API 🐘 PostgreSQL database integration 🧱 Raw SQL migrations and repositories πŸ” Google OAuth authentication πŸͺ JWT auth with httpOnly cookies πŸ€– AI-powered technical spec generation 🧾 Structured AI output handling πŸ“¦ Spec creation and database storage πŸ“Š Dashboard with generated specs πŸ”” Notifications system πŸ“ Project context files for Cursor 🧠 Cursor rules and AI workflow setup πŸ“ Feature specs and markdown documentation πŸ“Œ Tracker file for progress management πŸ› οΈ Manual setup notes for AI agents πŸ—οΈ Architecture-first development workflow βœ… Real-world full-stack project structure 🚫 No vibe coding, proper AI-assisted engineering ⭐▬▬▬▬▬▬ TIMESTAMPS πŸ‘‹ ▬▬▬▬▬▬⭐ 00:00 introduction 03:16 setup cursor 07:31 setup frontend and backend 17:30 cursor rules 31:03 creating specs, prompts, manual work and context folders 32:14 project setup manual work, specs and prompts doc 44:09 database and docker setup and migrations 57:24 backend google auth apis and route implementation 1:21:21 setup openai and specs helpers generation 1:33:32 backend specs apis and routes implementation 1:40:56 backend dashboard apis and routes implementation 1:52:13 frontend api helpers and types 1:58:24 frontend layout, navbar and homepage implementation 2:12:45 frontend specs list, new spec and details page implementation 2:44:30 frontend dashboard page implementation 2:51:11 frontend notification implementation πŸ‘‹β–¬β–¬β–¬β–¬β–¬β–¬ BUY ME A COFFEE :) β–¬β–¬β–¬β–¬β–¬β–¬πŸ‘‹ https://www.buymeacoffee.com/sangammukh6 πŸ””β–¬β–¬β–¬β–¬β–¬β–¬ Subscribe for more! β–¬β–¬β–¬β–¬β–¬β–¬πŸ”” https://www.youtube.com/channel/UCuWZvXIeoDzZKCzpTuC5krQ πŸ‘‹ β–¬β–¬β–¬β–¬β–¬β–¬ CONNECT WITH ME β–¬β–¬β–¬β–¬β–¬β–¬πŸ‘‹ Linkedin : https://www.linkedin.com/in/sangam-mukherjee-400488134/ Instagram: https://www.instagram.com/sangam_mukherjee/ #cursor #nextjs16 #postgreSQL #fullStackAI #webdevelopment

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marie_austin 5Β days, 12Β hours ago

Hi Sangam thank you for the video. Please can you create a similar video for a full frontend applications without any backend for us who are more into frontend development. I am really hopeful for this help Sangam. It will be a great blessing to me especially.

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harryjames211 5Β days, 16Β hours ago

Wow first video post Mamata

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victoire_chrΓ©tien 5Β days, 17Β hours ago

Bro you've said that you'll drop masterclass video on nodejs n nestjs in June So would tell us a specific week or date

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jilllewis330 6Β days, 3Β hours ago

Amazing content as always!

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rebecca_anderson 6Β days, 19Β hours ago

great initiative dada ,, nowadays everyone should have/use this knowledge/approach to build big projects. Thank you

ross_shepherd
ross_shepherd 1Β week ago

The biggest difference I see with experienced developers using AI is that they treat it like a collaborator, not an autopilot. Good specs, architecture decisions, and clear project context still matter. I've noticed the same principle applies even to smaller projects and landing pages. Whether you're deploying on Tiiny Host, Vercel, or Netlify, a structured workflow usually saves more time than relying on AI prompts alone. Great demonstration of AI-assisted engineering done properly!

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rebecca.jordan 1Β week ago

When is node js masterclass video releasing?

micheal.turner
micheal.turner 1Β week ago

Nice video bhaiya! Very different tutorial.. also bhaiya when are you uploading nest js and node js full course videos?

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daniela_campos 1Β week ago

Please keep updating your AI course on Udemy bhai. ❀

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eloisa.cardenas 1Β week ago

bhai I completed 2 parts of nodejs it's awesome

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martinemarion431 1Β week ago

This looks amazing!!!!! I wanna implement this asap

keith.mitchell
keith.mitchell 1Β week ago

Thank you man 😒 i really need this

severin.geisel
severin.geisel 1Β week ago

Bro.. Do we create these rules and markdown files manually? Or can we use AI for that as well?

kristen_brooks
kristen_brooks 1Β week ago

Nice video Sangam bhaiya ye kuch new tha Huge respect for you bhaiya

paulvaleon6
paulvaleon6 1Β week ago

bhai best content..

matthewmist72
matthewmist72 1Β week ago

Bro pls pls pls make a video on system design

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sΓ©bastienraven35 1Β week ago

Sir any prerequisite for this like MCP, Gen ai stuff etc

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franklinvelvet77 1Β week ago

Always the best content. will be never missing your videos sir. Even in Udemy. ❀❀❀❀❀❀❀

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rael.novaes 1Β week ago

second comment

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justin_brown 1Β week ago

bhai what about node js video please upload it