lyr3: AI, PE and Change

LatestJul 13, 2026

Your Data Is Your AI Advantage, Keep it

Nadella's piece flips Kenneth Arrow's information paradox. Arrow said a seller can't sell knowledge without giving it away. His theory is that AI reverses it: now the buyer gives knowledge away just by using what they bought. The buyer pays twice, once in money and again in the proprietary know-how you feed the model to make it useful.…

Read
Jul 10, 2026

Weekend Listens: Three podcasts for your weekend PE listening pleasure

#Private Equity is Coming For Your 401(k) — Private Equity Funcast, Jul 1 Ted Seides and PitchBook's Nizar Tarhuni on the push to open retail 401(k)s to private assets. The upside, the real risks, and why "democratizing" private equity is harder than the headlines suggest. Blunt and data-backed. #What LPs Are Looking for in Defence-Related PE Strategies — Private Equity Spotlight (PEI), Jul 2 PEI's Adam Leigh on the money rushing into defence and security. How LPs are underwriting the theme, where the real opportunity sits, and where it is just a hot label. How Opendoor, Datadog, and PwC Are Using AI in Finance — Run the Numbers, Jul 2 #Finance leaders on what AI actually does in the numbers function today. No hype. Practical: what to build, what to buy, and why waiting keeps getting more expensive.

Jul 8, 2026

AI Impact from the Ops seat

The AI headlines are about models, operators talk impact. The impact of AI extends beyond just numbers, it raises a fundamental question, how many people does it take to run a company.

Jul 4, 2026

Every CIM Says AI Now

On a recent Private Equity Funcast, ParkerGale partners Devin Mathews and Jim Milbery spent an episode on a problem every middle-market buyer now shares. Every CIM that crosses the desk claims AI.

Jun 29, 2026

$33 in incremental AI Spend

That's what it costs to run a full AI B2B marketing engine for a client right now. Content for LinkedIn. Email. Blog. SEO. Targeting and Pipeline prep for the sales team.

Jun 29, 2026

AI is finally giving us the intranet we were promised

In November 1998, two equity analysts at Merrill Lynch described the future of work in a single sentence. Christopher Shilakes and Julie Tylman were not futurists or vendors with something to sell.

Jun 23, 2026

AI Is Rewriting the PE Playbook

For years, when private equity talked about technology, it talked about cost. Squeeze the back office. Consolidate the stack. Expand the margin. Listen to how PE leaders talk about AI now and you hear something different. Something more existential.

Jun 22, 2026

On-Demand Apps from LI

Traditional software is built for thousands of people. That means it fits no one perfectly. AI enables software with an audience as small as one.

Jun 20, 2026

Rise of the AI Operating Partner

Here is a recent set of Posts on my LinkedIn.

Jun 11, 2026

Technical Journey

Over my career I've built a strong foundation in computer science, systems design, and the architecture of complex business platforms.

Let’s figure out what AI
actually looks like for you

No pitch deck. A conversation about your portfolio, your thesis, and whether I can move the numbers.

Work with me

Join my email list

Occasional notes on AI, strategy, and building things that work. No spam.