Full-stack, not a code snippet
Cursor and Copilot suggest functions; Bolt and v0 generate a frontend. Alex wires the frontend, backend logic, database, login, Stripe payments, and deployment into one working product you can launch the same day.
Alex·EngineerAlex writes the code, deploys it, and works with the rest of your AI Team so the product ships, not just compiles.
Real apps, not just demos.
v0 and bolt.new generate a slick frontend. Backend, auth, billing, integrations, and deployment are still on you. Alex builds full-stack and ships, not just compiles.
PRD in Notion. Tickets in Linear. Design in Figma. Code in your IDE. Each handoff loses the why. Alex works with shared AI Team context so he knows which keyword the page targets and which event tracks the action.
A working build on localhost is not a product. Alex deploys to a shareable URL inside the same workflow, so the result is something you put in front of a customer today.
From your first prompt to a shipped result — here is how Alex actually works.
Alex starts from the system blueprint and PRD — not a blank prompt — so the build matches intent.
Hand-off to BobGenerate the file tree, routes, data models, and module boundaries based on the architecture decisions.
Frontend, backend logic, database, login, and admin flows wired together — not a demo, a working app.
Auth, Stripe, email, third-party APIs slot in with config, not glue code you have to maintain.
Push to Atoms Cloud (or export to GitHub) and surface the diff so you sign off before traffic lands.
Frontend, backend, database, and integration code written in the Editor with consistent patterns.
See the app running while Alex builds it, so you catch issues during development.
Run builds, tests, and scripts the same way an engineer does, with the agent in the loop.
Alex deploys the app to a shareable URL so the result is a real product, not a local build.
Applies SEO, copy, analytics, and design decisions from the rest of the team without re-explaining.
Coordinated changes across files when a feature touches more than one part of the codebase.
Comfortable with current web stacks including TypeScript, React, Vue, Node, Postgres, and common SaaS APIs.
Hand-rolled workflows are slow, manual, and tool-heavy. Hover any card to see why each gain matters.
Coming from Cursor? Here is where Alex pulls ahead.
Cursor and Copilot suggest functions; Bolt and v0 generate a frontend. Alex wires the frontend, backend logic, database, login, Stripe payments, and deployment into one working product you can launch the same day.
Single-assistant tools rewrite each file in isolation. Alex reads Bob's architecture decisions and Emma's spec before touching code, so the build matches the system design instead of drifting from it on day two.
Lovable and most "AI builder" platforms keep you on their servers. Alex exports clean code to GitHub on demand. You can take the codebase to a team of human engineers any time — no platform lock-in.
| Feature | Atoms Recommended | Cursor |
|---|---|---|
| Output | Full-stack working app | Code suggestions |
| Reads architecture decisions | Yes | Single-file context |
| Auto-deploy | One click to Atoms Cloud | You set up CI/CD |
| Database + auth wired in | Out of the box | You wire it |
| Export to GitHub | Clean code, no lock-in | Your repo from day one |
Alex does not work alone. Here is how the handoffs land when you build with the full team.

Emma's spec becomes Alex's build plan. No requirements doc gets lost in translation between PM and engineering.
See how Emma works
Bob picks the right stack and data model. Alex writes the code on top — no rebuilding when load grows.
See how Bob works
Alex deploys whatever Sarah writes, with proper meta tags, schema, and routing all preserved.
See how Sarah worksConcrete products Alex builds and deploys with the rest of your AI Team.
Auth, billing, core feature, and dashboard, deployed live so you can show it to users today.
Internal tools and dashboards built fast so your team stops living in spreadsheets.
Marketing and landing pages with SEO from Sarah and ad copy from Adrian already wired in.
AI features and tools wired to LLM providers with the right prompts and guardrails.
Stripe, OAuth, third-party data, and webhooks connected and tested.
Working prototypes you can put in front of users instead of slide-deck mockups.
@Alex build the referral program from Emma's PRD. Wire the schema, build the dashboard, add Stripe payouts, and deploy to a live URL. Apply David's tracking spec for the share and redeem events while you are in there.
@Alex deploy the /invoicing page Sarah wrote. Wire the meta and JSON-LD into the head, add the lead form, and connect it to the Adrian campaign as the destination URL.
@Alex the staging build is failing on the payments page. Run the Terminal logs, find the root cause, propose the fix with reasoning, and apply it once I approve.
@Alex add Stripe Connect for marketplace payouts. Map the schema with Bob, write the integration, handle webhook retries, and add David's tracking for successful and failed payouts.
No agent works alone. Tap any teammate to see how they handle their part of your product.
Stop juggling specs, code editors, and deploy scripts. Let Alex build and ship the whole product with your AI Team in Atoms.