Key terms and concepts in AI-powered application development. From vibe coding to code healing — understand the tools and techniques shaping modern development.
An autonomous AI building mode that breaks complex app requests into 5-15 sequential tasks, executing each with error recovery and checkpoints. The AI plans the implementation, executes tasks one by one, retries failures up to 3 times, and allows users to pause, resume, or stop at any point.
A platform that uses artificial intelligence to generate functional web applications from natural language descriptions. Unlike traditional no-code tools that use drag-and-drop, AI app builders produce real source code that users own and can export. Examples include GenMB, Bolt.new, and Lovable.
The process of using large language models (LLMs) to produce source code from natural language prompts. Modern AI code generators like GenMB produce complete, multi-file applications rather than just snippets, using pipeline stages for validation, generation, error healing, and enhancement.
A distributed network of servers that delivers web content to users from the closest geographic location. GenMB uses esm.sh as a CDN for JavaScript module imports, allowing generated apps to load dependencies instantly without npm or build tools.
GenMB's automatic error detection and self-fixing system integrated into the code generation pipeline. When AI-generated code has issues (syntax errors, missing imports, broken JSX, logic errors), Code Healer identifies them and iteratively fixes them using tool-based editing with JSON fallback, up to 3 times per generation.
A user-owned domain name (e.g., myapp.com) connected to a deployed application instead of the default subdomain (myapp.genmb.com). GenMB Pro users can connect up to 5 custom domains with automatic SSL certificate provisioning.
A GenMB feature where the AI creates a structured breakdown of what it will build before generating code. Plan Mode produces higher quality output for complex, multi-feature applications by thinking through components, data models, UI layout, and technical trade-offs first.
GenMB's integration framework that injects service-specific context into AI prompts during code generation. Unlike post-hoc integrations, plugins (Supabase, Stripe, Clerk, etc.) make the AI natively understand how to use each service. Users enable plugins and provide API keys; the AI generates properly integrated code.
The practice of crafting effective natural language descriptions to get better output from AI systems. In GenMB, good prompts specify the app type, key features, data structure, and user flow. More specific prompts produce better applications. Plan Mode and Knowledge Files complement prompt engineering.
A web application that uses modern browser features to deliver an app-like experience, including offline support, installability on mobile devices, and push notifications. GenMB can automatically convert generated apps into PWAs by creating a manifest.json, service worker, and offline fallback page.
GenMB's built-in OWASP Top 10 static analysis tool that runs automatically during code generation. It detects cross-site scripting (XSS), SQL injection, exposed secrets, misconfigured permissions, insecure authentication, and insecure communications. Findings are automatically remediated by Code Healer.
Deploying an application to a subdomain of the platform's domain (e.g., yourapp.genmb.com). GenMB provides one-click subdomain deployment with automatic SSL/HTTPS, available on all plans including the free tier.
A system for tracking changes to code over time. GenMB provides built-in version history with automatic version creation on every change, side-by-side comparison, and atomic rollback to any previous state. For external version control, GenMB also offers GitHub Sync for pushing and pulling code.
A development approach where you describe what you want to build in natural language and let AI generate the code. Coined by Andrej Karpathy, vibe coding shifts the focus from syntax and implementation details to intent and desired outcomes. GenMB is a purpose-built platform for vibe coding, generating complete full-stack applications from text prompts.
A GenMB feature that lets users click elements in the live preview to modify them visually. Users can change text, colors, spacing, sizing, and layout without touching the code editor. All changes are reflected in the source code automatically.
Put these concepts into practice. Describe your app idea and let GenMB generate the code.
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