AI can write the code. GIIP FDE Ops runs it in production.
Most AI stops at the pull request. GIIP is the AI operations platform that provisions, deploys, monitors and remediates real production systems — AI multi-agent Forward Deployed Engineering (FDE Ops), under enterprise governance, with senior engineers on the hard calls.
24/7 AI operations · enterprise governance · humans on high-risk decisions.
The gap between “it works on my machine” and “it runs in production” is where teams drown.
AI assistants generate code brilliantly, then hand you the hard 90%: provisioning, deployment, monitoring, incidents, security and cost — the operations that actually keep a service alive.
AI stops at the PR
General AI writes and reviews code, but it does not hold the pager, provision infrastructure, or remediate a 2 a.m. outage.
Operations is where the cost lives
The salary, the downtime, the burnout and the cloud bill all accumulate after the code ships — not before.
Glue work has no owner
Infra, deploy pipelines, observability and incident response fall between tools and teams, so they land on whoever is awake.
Scale multiplies the load
Every new service adds monitoring, scaling and security surface. Manual operations do not scale with it.
GIIP FDE Ops operates production continuously — from infrastructure to incident response.
GIIP coordinates AI agents to run the full operations lifecycle on real systems, governed by senior engineers and auditable end to end.
From infrastructure to production
Provisioning, deployment, Kubernetes, databases and networking operated as one continuous pipeline — not a stack of disconnected tools.
AI multi-agent operations
Coordinated agents monitor, triage, remediate, scale and optimize around the clock with consistent, documented runbooks.
Enterprise governance built in
Every action is versioned, approved where it matters, audited and reversible — control stays with you.
Humans on the hard calls
Senior engineers own strategy and high-risk decisions, so automation always stays accountable.
Proven on ourselves first
GIIP itself is built and operated on FDE Box: more than 30,000 source files were developed from zero on it and are still being modified and maintained today.
Every task on the record
All GIIP work is ordered, executed and tracked through the giip issue system, and Azure infrastructure setup plus GitHub integration are configured and operated on FDE Box.
Why teams run on FDE Ops
24/7
AI operations coverage, no on-call gaps
From infra
to production, one continuous pipeline
Audit
Every action versioned and reversible
Day 1
Enterprise-grade operations, no ramp-up
30,000+
GIIP source files built and maintained on FDE Box
From zero
GIIP itself was developed from scratch on FDE Box
giip issue
Every GIIP task and its history tracked in one system
Azure + GitHub
Infrastructure setup and repo integration run on FDE Box
Frequently asked questions
What exactly is FDE Ops?
FDE Ops — Forward Deployed Engineering Operations — is GIIP’s model for running real production systems with coordinated AI agents. It covers provisioning, deployment, monitoring, incident response, scaling, security and cost, governed by senior engineers.
How is this different from an AI coding assistant?
Coding assistants stop at generating code. FDE Ops takes over where they stop: it operates the infrastructure and production services that code runs on, continuously and under governance.
Does it work with our existing cloud and tools?
Yes. GIIP operates across major clouds, Kubernetes, databases and standard monitoring toolchains, integrating with your current stack rather than replacing it.
Who is accountable when AI acts?
Every AI action is logged, auditable and reversible; high-risk changes require approval; and senior human engineers own escalation. You always have a human point of contact.
Do you actually run GIIP on your own product?
Yes. GIIP is built and operated on FDE Box — our own product. More than 30,000 source files were developed from zero on it and are still being modified and maintained today, every task and its history is managed through the giip issue system, and Azure infrastructure setup and GitHub integration are configured and operated on FDE Box.
FDE Box: run AI operations inside your own perimeter.
Get in touch AI infrastructure operationsYour infrastructure, provisioned and operated by AI — as code, under governance.
Get in touch AI production operationsProduction that operates itself — monitoring, scaling and incidents, run by AI.
Get in touchSee what an AI operations platform runs for you.
Tell us what you operate today. We’ll show you how FDE Ops takes it from infrastructure to production — under your governance.