Everyone is using AI to write code, but more code does not automatically mean better software. This week Jon and Salman get into the AI software factory: what it is, what makes it a factory and what you need in place before you rely on one.

They cover the bus factor and the quality bar, why the agent that writes the code should not also write the tests, how Uber got their cost per session down by 52 percent with a context graph and why Jon is certain TokenOps will be a thing. Jon finishes with his top three places to start.

Chapters
00:00 What is an AI software factory?
00:49 The Cheesecake Factory version
04:33 What makes it a factory
06:35 The bus factor and the quality bar
10:22 How do you measure what good looks like?
12:45 Why the context an agent reads changes the cost
17:05 Do not let the same agent write the code and the tests
22:03 TokenOps
24:41 Maturity is a choice and what Uber did
27:46 Jon's top three places to start

Season 4 of Cloud Unplugged is here, and we are shifting focus to what AI actually means for the people running technology teams inside real businesses.

This week Jon and Salman get into AI strategy: what it actually is, what it is not, and why most businesses are thinking about it wrong. The CEO of Anthropic is calling for regulation, but global regulation takes years and the attackers are already using AI right now. So what do you actually do in the meantime?

Jon's take: an AI strategy is not really about AI at all. It is about whether your organisation is in good enough shape to handle something that no longer moves at human pace. They cover why your employees are almost certainly already using AI on your company data whether you have a policy or not, and why writing that policy is largely pointless when you cannot fire an AI agent.

Chapters

• 00:00 Welcome to Season 4
• 01:04 Dario Amodei calls for AI regulation. Does it change anything for you?
• 04:59 Whether you adopt AI or not, others are using it against you
• 09:41 One exploit. 48 countries. 440 servers. Four hours.
• 15:13 Do you actually need a Chief AI Officer?
• 20:03 The three things to assess before you do anything else
• 27:47 Uber burned their entire 2026 AI budget in April. Zero features shipped.
• 31:06 The 500 doors problem: why a paper policy will not protect you
• 34:46 AI strategy is just a name for having your organisation in good order

Is AI actually coming for your job? Jon and Salman dig into the data.

150,000 tech jobs have been cut in tech this year alone, and AI is being cited as the number one reason. But is that the full story?

The bigger question is what skills actually matter now. Jon shares a framework for thinking about where humans still win — and why critical thinking, problem definition and verification are going to matter far more than knowing how to prompt.

Chapters:

• 00:00 — Is AI actually coming for your job?
• 01:26 — The headline numbers: 150,000 tech jobs cut
• 02:48 — Employment for young people down 20%
• 04:27 — Jon's counterpoint: was this just COVID overhiring?
• 09:14 — 40 paralegals replaced by 4 AI agents
• 13:56 — Stanford's finding: experienced workers show almost no impact
• 18:37 — PwC: AI skills premium jumped to 62% in 2026
• 20:03 — AI skills are becoming the new Microsoft Office
• 26:59 — The soft skills that will actually matter
• 29:07 — Jon's framework: definition and verification is where humans win
• 32:18 — Don't specialise in AI. Specialise in the judgment behind it.
• 34:17 — If all else fails, become an influencer