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MongoDB - Build AI That Scales
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Israel Kenjy🙏 6 karmaJun 8, 2025@WindsurfThe tool's quality has dropped significantly over the past three months. The AI is taking three times longer to solve problems and is still making many mistakes. Accuracy has decreased by at least 60%. I had to manually fix everything and stop using the prompt. Unfortunately, it used to work very well for me, but now it no longer does.
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B12 exceeded my expectations especially after I tried a few similar tools. Signing up took under a minute and because I offer a very specific set of services as a consultant, I didn't expect the AI to be able to capture my work, but it did a great job with creating content for me. I only had to make a few edits, add my bio, and was able to publish that same day. Now I get lots of compliments on my site and I've even tried their other tools like email marketing, which is great because the emails match my site's appearance. Overall I would recommend B12 as an effective, affordable, and easy to use website solution.
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Emergent is the first agentic vibecoding platform built for serious builders. If you’re pouring time, money, and energy into building a product that matters, you deserve a platform that takes your ambition seriously. As your AI-native product engineering partner—wired to think in systems, not snippets—Emergent transforms natural conversations into production-grade, full-stack applications without requiring developers. It doesn’t just ”help you code”—it builds end-to-end: real databases, working APIs, secure authentication, production-ready infrastructure, and all the glue in between. Emergent conducts thorough research and deep product planning, developing
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Your builds just got faster. Here's what changed. Four updates shipped this week. Each one removes something that was slowing you down — an extra account to set up, a Git workflow that lived outside the platform, a repo handoff with dangling permissions, a build you could only poke at with a cursor. Here's what landed. 01 — Model access Use any LLM in your build. One prepaid key, full control over spend. Biela now has its own LLM API key dashboard. Create a key, add a prepaid balance, and start sending requests to whichever AI model your build needs — whether that's a chatbot, an automation, a content generator, or AI features wired into a SaaS product. Each key tracks its own usage so you always know what's being spent and where. No external accounts, no third-party billing — it's all inside Biela. In practice: You're building a SaaS product with two AI features — a support chatbot and an automated email summariser. You create two keys, assign a budget to each, and know at a glance which feature is consuming what. If one runs hot, you pause it without touching the other. 02 — Version control Branches, PRs, commits, pulls. A full Git workflow, inside Biela. Create and switch branches, raise and review pull requests, browse commit history, and pull the latest — without leaving the IDE. If you're shipping features to a team or running parallel environments, this is the workflow you were missing. In practice: You're adding a new checkout flow to a live e-commerce build. You branch off main, build and test in isolation, raise a PR for review, and merge when it's ready — all without touching a terminal or switching to GitHub in another tab. 03 — Repository management Connect, link, switch, hand off. Clean repo control, start to finish. Connect a new repo, link one you already have, or disconnect cleanly with a confirmation step. Permission checks are built in. No leftover access, no manual revokes, no awkward offboarding when a project ends. In practice: A client project wraps up. You disconnect the repo from Biela in one confirmed step — permissions cleared, connection closed. The next project gets a clean link from day one. No audit trail of half-removed integrations to clean up later. 04 — Mobile preview Stop looking at your mobile build. Start using it. Scan the QR code from Biela, open via Expo Go, and you're inside your actual build — navigating with your thumbs, tapping real buttons, scrolling real screens. Not a desktop simulation with a cursor pretending to be a finger. Your app, on your device, behaving exactly as your users will experience it. And when you prompt a change, it appears on your phone before you've set it down. In practice: You're building a field sales CRM. It looks fine on desktop. The moment you're actually holding it, you find it: the action buttons are buried, the nav takes two hands, the form fields are too small to tap cleanly. Thirty seconds of real use surfaces what hours of desktop review missed. One prompt per fix, each update on your screen in seconds. All four updates are live now at biela.dev — no update required, no configuration needed. Open a project and they're already there. Build faster. Ship smarter. Create without limits.
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MongoDB - Build AI That Scales🗄️ Database -
It works for me. Give it another go, maybe try using a different browser.
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I've been using Zoer.ai for the past few months to build custom business applications, and it's honestly transformed how I approach development. What sets it apart is the intelligent AI chat interface that actually understands your business requirements and generates production-ready code. The multi-stage generation pipeline is incredibly smart - it doesn't just spit out generic templates, but creates tailored Next.js applications with proper database schemas, API endpoints, and even UI components that match your specific needs. The PostgREST integration means you get a fully functional backend without writing a single line of server code. What I love most is the real-time collaboration aspect. The AI assistant helps debug issues, suggests improvements, and even handles complex database queries through natural language. It's like having a senior developer pair programming with you 24/7. The code quality is surprisingly good - clean TypeScript, proper error handling, and follows modern React patterns. I've deployed several client projects built with Zoer and they perform beautifully in production. If you're a solo developer or small team looking to ship faster without compromising quality, Zoer.ai is absolutely worth trying.
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Really impressed by the multi-model planning and code review. Having different models collaborate instead of relying on just one actually leads to better decisions. You can feel the difference on more complex tasks.
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Far beyond my expectation. Thanks for bribg us such a great work.
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huge timesaver, had an ideea for an app to help me with my invoices and it made a working website without me needing to set up anything, I didn't even have to leave the chat to do this
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From one of our customers: We are running our 15 person VC-backed company right now without a PM. Devplan helps fills that gap for us by generating high-quality user stories that sync in Linear in minutes. What used to take me days of back and forth and refinement I’m now doing in less then a hour.
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I asked it to generate simple and more complicated code, from scratch or fixing. Planning on trying it out more in the future, as it could be of great help.
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High bandwidth way to work with Claude Code and Codex. Has become my main workspace.

