Handing coding to an AI and running an AI development team are not the same problem.
Claude Code, Cursor, Codex, Gemini CLI and OpenHands are excellent AI developers. GIIP FDE Box is the platform that orchestrates them into a full AI development team — planning, design, build, review, deploy and operations — under enterprise governance. Keep the agents you already use; put a team around them.
Keep your existing agents · one AI dev team · enterprise governance · no lock-in
A coding agent is one AI developer. Shipping a product needs a whole team.
Coding agents write excellent code inside an IDE — but code is only one step. Someone still has to plan, design, review, test, deploy, operate and respond to incidents. With a single agent, that someone is still you.
One AI developer, not an organization
A coding agent is a single contributor focused on writing code. It doesn’t run a project, coordinate roles, or own delivery end to end.
Constant human direction
It works turn by turn inside your editor and waits for the next instruction. Whole-project momentum depends on you steering every step.
Ops, deployment and QA sit apart
Provisioning, deployment, monitoring, incident response and quality control all live outside the agent — you still stitch them together by hand.
Hard to combine multiple agents
Running several agents on one project, and picking the right model per task, has no shared workflow, memory or governance out of the box.
FDE Box orchestrates coding agents into a full AI development team.
FDE Box doesn’t replace the coding agents you already use — it puts an AI PM, architect, backend, frontend, QA, DevOps, SRE, DBA, reviewer and documentation layer around them, and runs the project for you.
Multiple agents, one workflow
Integrates the agents you already use — Claude Code, Cursor, Codex, Gemini CLI, OpenHands — under a shared FDE workflow, memory and governance.
Runs the project, not just the file
Requirements analysis, design, build, test, code review, deploy and operations — the full delivery lifecycle, automatically distributed across agents.
Operations and incidents included
Deployment, monitoring, incident response and cost optimization are part of the platform, not a separate track you assemble yourself.
The right LLM per task
FDE Box selects among multiple LLMs per task and keeps humans and AI collaborating — every high-risk action approved, audited and reversible.
Coding agent vs FDE Box, at a glance
Agent → Team
From one AI developer to an AI development organization
Full lifecycle
Plan, build, review, deploy and operate
Multi-LLM
The right model selected per task
No lock-in
Keep the coding agents you already use
Frequently asked questions
Does FDE Box replace Claude Code, Cursor or Codex?
No. FDE Box runs on top of the coding agents you already use. It keeps them and adds the PM, architecture, QA, DevOps and operations layers around them, so a whole project — not just a file — gets delivered.
What’s the real difference from a coding agent?
A coding agent is one AI developer that writes code inside an IDE and needs continuous direction. FDE Box is an AI development team that runs the project end to end — requirements, design, build, review, deploy and operations — under governance.
Can it use more than one agent or model at once?
Yes. FDE Box integrates multiple agents under a shared workflow and selects the right LLM per task, so each piece of work goes to the tool best suited to it.
Who stays in control of production?
You do. Human-and-AI collaboration is managed under enterprise governance — every high-risk action is approved, audited and reversible.
FDE Box: run AI operations inside your own perimeter.
Get in touch The enterprise AI operations platformAI can write the code. GIIP FDE Ops runs it in production.
Get in touch For startups hiring their first engineersOne wrong senior hire costs more than an entire AI engineering team.
Get in touchFrom “one AI developer” to “an AI development organization.”
Already using a coding agent? Keep it. Tell us about your project and we’ll show you how FDE Box runs it as a full AI development team.