Experience × AI
Turn what you know into income, systems and leverage.
You have already done the difficult part: years spent learning what works, what fails, and what good judgment looks like.
Dr Jim Kennedy explains what is really happening in AI — and shows experienced people how to use it to make their knowledge count for more, in whatever form matters next.
The Signal
One useful idea each week.
What AI is changing — and how to make your experience count for more. Calm, practical and free.
No hype. No spam. One email a week.
What you will find here
Three ways to make experience more valuable
01
Make your experience pay
Find the part of what you know that solves a valuable problem — then turn it into an offer, asset, audience, or source of income that fits the life you want.
02
Understand what AI changes
Clear explanations of what is actually happening in AI, what it means for experienced people, and which claims deserve your attention.
03
Build useful leverage
Carry your judgment into AI systems and products so the technology does more than produce generic answers — it helps you create something worthwhile.
Work with me
The AI Business Leverage Audit
A few days inside your operation to find where AI genuinely creates value — and what to do first.
One document: quick wins on top, the bigger strategy underneath, ranked by what they will actually save.
Explore the audit →
Latest field guide
How Claude Cowork Works — A Senior Leader's Guide
A practical example of the larger idea: when AI receives the right context, tools, and boundaries, it can complete work rather than merely answer questions.
Read the guide →Browse

You give it a folder and one plain-English instruction, and it does the work — finished files, not answers. The folder trick, the three add-ons, and the one mistake to avoid.
10 July 2026

Anthropic released the most capable AI model ever built — and locked an identical version away. Here's what it changes for professionals who don't write code.
9 June 2026
Most people use Claude like a search engine. Here are the five stages that turn it into a system that does actual work.
9 May 2026
Most professionals are using one of six Claude products. Here's what the other five do — and why the gap matters for anyone doing serious work.
3 May 2026

Anthropic Mythos — The AI They Locked Away Just Exposed Every Expert's Blind Spot
Anthropic released something they'd been sitting on — and it reveals a gap in how most senior professionals are thinking about AI.
10 Apr 2026
Four companies cut nearly 9,000 jobs in five weeks — not because they were failing, but because AI made those roles unnecessary.
3 Apr 2026
The three major AI platforms have diverged. Most people still treat them as interchangeable. They're not.
27 Mar 2026

There are five types of AI model. You probably only need two. Here's how to think about the landscape.
20 Mar 2026