是什么问题把你带到这里？
每支团队带着不同的痛点而来 —— 高风险的第一次招聘、无止境的救火、失控的云账单。选择属于你的那一个。每条路径都会展示 GIIP 的 AI 多智能体工程与运维团队、专业基础设施和专家咨询如何解决它。
招错一名工程师的代价，比整个 AI 工程团队还高。
致被值班压垮的团队别再扑救线上故障。让 AI 运维团队来接过传呼机。
致眼看云账单不断攀升的团队规格适配只削表面。我们削掉产生账单的“活”本身。
写给被供应商管理淹没的团队活可以外包，管理却外包不出去。
企业级 AI 运维平台代码由 AI 编写，生产由 GIIP FDE Ops 运营。
本地化 AI 运维一体机FDE Box：在你自己的边界内运行 AI 运维。
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.
编码智能体 vs AI 开发团队把编码交给 AI，和运营一支 AI 开发团队，是完全不同的两个问题。
AI 基础设施运维你的基础设施，由 AI 以代码开通、在治理之下运营。
AI 生产运维自己运转的生产 —— 监控、扩缩容与故障，由 AI 运行。
AI 数据库性能调优慢查询从来不只是慢查询。GIIP 会找到根因。
AI 运维安全与治理AI 执行，你掌控 —— 每一次操作都可审批、可审计、可回滚。
主权 AI 运维在数据绝不离开其管辖范围的前提下，用 AI 运营。
不只是又一份 SEO/GEO 报告还在只收到 SEO/GEO 分析报告就止步了吗？
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.