The real problem of the Cloud today

𝗜𝗹 𝘃𝗲𝗿𝗼 𝗽𝗿𝗼𝗯𝗹𝗲𝗺𝗮 𝗱𝗲𝗹 𝗰𝗹𝗼𝘂𝗱 𝗼𝗴𝗴𝗶 𝗻𝗼𝗻 𝗲̀ 𝗹𝗮 𝘁𝗲𝗰𝗻𝗼𝗹𝗼𝗴𝗶𝗮.

It's a new experience.

In the cloud world we have reached a paradox.

We have very powerful infrastructures:

OpenStack , Kubernetes (Official) , Ceph , automation, Infrastructure as Code.

But in most cases, when a customer asks for something…

Behind the scenes, a completely manual chain still operates.

A VM?

A Kubernetes cluster?

A staging environment?

An HA database?

It often means:

• ticket opening

• manual analysis of the request

• technical validation

• YAML configuration

• provisioning

• controls

• deployment

• final checks

And all of this is managed by cloud engineers on the operator side.

The result?

⏳ Days of waiting

📈 Increasing complexity

🔥 Operational teams under pressure

⚠️ Unavoidable human errors

The problem is not that there is a lack of tools.

The problem is that current tools execute instructions.

They don't understand the intent.

And this is exactly where EdgeForge AI was born.

The goal is not to automate “some tasks”.

It's about completely changing the operating model.

The customer expresses a need.

EdgeForge AI:

• interprets the request

• includes the infrastructural context

• validates constraints, policies and capabilities

• automatically generates the required environment

• deploy the necessary VMs and services

• delivers a ready-to-use environment

Without operating tickets.

Without handwritten YAML.

Without days of waiting.

💡 We're not just building automation.

We are trying to drastically reduce the gap between demand and infrastructure delivery.

And it is probably one of the most significant challenges of the modern cloud.

We will talk about it live at WMF - We Make Future 24-26 June 2026.

📍 Hall 30 — Stand C33

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