是什麼問題把你帶到這裡？
每支團隊帶著不同的痛點而來 —— 高風險的第一次招募、無止盡的救火、失控的雲端帳單。選擇屬於你的那一個。每條路徑都會展示 GIIP 的 AI 多代理工程與維運團隊、專業基礎設施和專家顧問如何解決它。
招錯一名工程師的代價，比整個 AI 工程團隊還高。
致被待命壓垮的團隊別再搶救線上故障。讓 AI 維運團隊接過呼叫器。
致眼看雲端帳單不斷攀升的團隊規格調適只削表面。我們削掉產生帳單的「工作」本身。
寫給被供應商管理淹沒的團隊活可以外包，管理卻外包不出去。
企業級 AI 維運平台程式碼由 AI 撰寫，正式環境由 GIIP FDE Ops 營運。
地端 AI 維運一體機FDE Box：在你自己的邊界內運行 AI 維運。
GIIP FDE EXPERIENCE HARNESSWhy the same AI gives different results
It’s not the model — it’s the Harness. See the experience behind GIIP FDE.
編碼代理 vs AI 開發團隊把編碼交給 AI，和營運一支 AI 開發團隊，是完全不同的兩個問題。
AI 基礎設施維運你的基礎設施，由 AI 以程式碼佈建、在治理之下營運。
AI 正式環境維運自己運轉的正式環境 —— 監控、擴縮容與故障，由 AI 運行。
AI 資料庫效能調校慢查詢從來不只是慢查詢。GIIP 會找到根因。
AI 維運安全與治理AI 執行，你掌控 —— 每一次操作都可審批、可稽核、可回復。
主權 AI 維運在資料絕不離開其管轄範圍的前提下，用 AI 營運。
不只是又一份 SEO/GEO 報告還在只收到 SEO/GEO 分析報告就停在那裡嗎？
Turn your AI-built app into a real serviceBuilt an app with AI but can’t turn it into a service?
From launch to payments, security, monitoring, and improvement — GIIP builds the parts a real service needs to keep running.
Guide: launching an AI-built appGuide: what it actually takes to launch an AI-built app
Where setup, testing, and release repeatedly go wrong — and how a standardized, cloud-agnostic process fixes it.
AI GPU SERVER MANAGED OPERATIONSOperate NVIDIA GPU servers (DGX/HGX)
AI monitoring, incident analysis and approval-gated operations for GPU, NVLink, BMC and Linux — with DCGM, Prometheus and Redfish.
AI Execution & Operations LayerBuilt something with ChatGPT but can’t make it real?
GIIP deploys and operates what AI helps you build — application, database and infrastructure, monitored and running.
AIDC OPERATIONSAIDC Operations
GPU Cluster, AI Storage, network and power & cooling — designed, operated and optimized as one AI infrastructure stack.
Large-scale database migrationLarge-scale database migration & operations
SQL Server, Oracle, TiDB, Aurora MySQL and PostgreSQL — migrated, then monitored and operated.
AI database monitoring & operationsAI database monitoring & managed operations
Databases on AWS and Azure plus ~30 web services, watched continuously by AI agents and human experts.