The latest articles on DEV Community by R E P O R T (@r_eport_223d6d4077a47). https://dev.to/r_eport_223d6d4077a47 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4057437%2Fc817b746-39a9-48cc-86a7-9dbb27593143.png https://dev.to/r_eport_223d6d4077a47 en R E P O R T Sat, 01 Aug 2026 14:05:12 +0000 https://dev.to/r_eport_223d6d4077a47/what-i-learned-building-an-ai-product-planning-app-2h9m https://dev.to/r_eport_223d6d4077a47/what-i-learned-building-an-ai-product-planning-app-2h9m <p>I built <strong>AppBuilder AI</strong> because I kept running into the same problem: having an app idea is easy, but deciding what to build first is hard.</p> <p>A blank chat box can help you brainstorm, but it does not naturally turn an idea into a product plan you can actually act on. I wanted a workspace that helps structure the messy early stage.</p> <h2> What the app does </h2> <p>You describe an app idea, then AppBuilder AI helps turn it into a plan that covers:</p> <ul> <li>product strategy and the core problem</li> <li>user experience and flows</li> <li>engineering direction</li> <li>launch and growth ideas</li> <li>risks and quality checks</li> </ul> <p>The goal is not to replace the builder. It is to make the first step less overwhelming and give people something clearer to react to.</p> <h2> What I built it with </h2> <p>The app uses Next.js and TypeScript for the web app, Supabase for authentication and data, and AI providers for the planning workflow. I also added email/password login plus Google and GitHub sign-in, so people can try it without a complicated setup.</p> <h2> The biggest lesson </h2> <p>The hard part was not getting an AI response on screen. The hard part was making the response useful enough that someone could take the next step.</p> <p>That pushed me to focus less on “make it sound smart” and more on questions like:</p> <ol> <li>Does this help someone make a decision?</li> <li>Does it explain what to build next?</li> <li>Can a non-technical person understand it?</li> <li>What is missing or risky?</li> </ol> <h2> I would love feedback </h2> <p>The project is live, and I am still improving it. If you have built with AI tools or have ever gotten stuck at the “where do I start?” stage, I would love honest feedback.</p> <p>You can try it here: <a href="https://appbuilderaihq.vercel.app" rel="noopener noreferrer">https://appbuilderaihq.vercel.app</a></p> <p>What would make a tool like this genuinely useful for you?</p> showdev ai R E P O R T Sat, 01 Aug 2026 04:17:14 +0000 https://dev.to/r_eport_223d6d4077a47/why-we-built-an-ai-product-team-instead-of-just-another-llm-wrapper-51pm https://dev.to/r_eport_223d6d4077a47/why-we-built-an-ai-product-team-instead-of-just-another-llm-wrapper-51pm <p>Every developer knows the cycle: You get a great side-project idea at 2 AM. By 3 AM, you’re drowning in technical ambiguity, scratching out user flows, debating the data model, and trying to write an SRS document. Most ideas die right here before a single line of code is written. We wanted to fix this momentum killer, so we built AppBuilder AI.Instead of giving you a generic chatbot prompt box, it serves as a full, structured workspace. When you drop an idea, five specialized AI agents approach it from different technical disciplines:Strategy: Formulates a valid business model and clarifies the problem.Experience: Designs intuitive user journeys, layouts, and visual systems.Execution: Builds a practical backend architecture, data model, and API plan.Growth: Highlights the exact launch channels and positioning to find an audience.Quality: Pressure-tests the concept for risks and gaps before you build.In less than a minute, it transforms a loose sentence into an enterprise-grade product brief, visual roadmap, and structural starter-code direction.If you are currently trying to ship something new or want to move past a blank text editor, try sketching it out for free here: <a href="https://appbuilderaihq.vercel.app/I" rel="noopener noreferrer">https://appbuilderaihq.vercel.app/I</a> would love to get your brutal honest feedback on the AI agent workflows. What features or tech stack integrations should we add next? </p>