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MongoDB - Build AI That Scales
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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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Spam Trapper🙏 13 karmaFeb 22, 2026@AppDeployDeploys the backend directly from chat!
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MongoDB - Build AI That Scales🗄️ Database -
Creates eloquent articled and paragraphs, even able to receive context or instructions for each paragraph itself. You also get 25 free credits, which means about 25 individual generations, enough for at least one or two articles. Thank you for those!
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Seems to be working for me. I suggest giving it a shot again!
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Refrain from using additional tokens. Instead, utilize your own OPENAI API. Upon introducing it, display an “unexpected error retry” message. I attempted using a different API, but the error persisted.
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Open
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I was not able to get this one to work, it kept on giving me an error when trying to create a budget sheet based on a raw data entry from ChatGPT
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Hi! What exactly didn’t you like about it? I think it works fine, maybe a little outdated, but still okay

