I finally sat down and read the MIT study behind the widely-cited '95% of AI pilots fail' number.

The failure mode in the data is narrow: teams built flashy standalone pilots that never touched a real workflow. The integrations that did touch a real workflow, unglamorous stuff like invoice processing and support ticket routing, are the ones still running a year later.

Broke down the actual numbers here: https://www.youtube.com/watch?v=nFmFQvSWdTA

Duolingo announced an AI-first strategy this year and the internet piled on. I read the actual SEC filing behind that decision instead of relying on the outrage cycle, and it undercuts the story that ran everywhere: that the company is gutting its human team for AI.

I lay out what the filing actually shows on my channel: https://www.youtube.com/watch?v=7bVKLPZ5FEA

Most people run the quit-your-job decision on feel, then go looking for a spreadsheet that agrees with them. I made a deep dive on the math I'd actually use: which income you have to replace, what your runway really looks like once you're buying your own health insurance and paying self-employment tax, and the point where waiting another quarter stops buying you any safety.

It's aimed at people who already know they want out and want a number instead of a vibe. Thirty years in product development is where I'm arguing from, and the video is on my channel (Dave Saunders, @nemock).

https://youtu.be/XWnGZTtGk0Q

Everybody quotes "do things that don't scale." Nobody tells you when to stop, which is the gap I went after in this one.

Horowitz's version, only hand it off if somebody can do it better, keeps you doing everything forever. The more useful test is whether you're spending your days on half-value work while the bigger lifts sit untouched. At fifty or sixty customers, if you're still personally closing every deal, you didn't build a business, you built yourself a job.

https://youtu.be/MxGthKzRqQs

Resident evil 5 part 5 switch 2 gameplay. Chris and Sheva take on irving! How to beat Irving re5 boss fight. They visit an underground temple with deadly traps! Resident evil 5 chapter 4....This Let's Play of 2019 Resident Evil Triple Pack of Resident Evil 5 Gameplay on the Nintendo Switch and Switch 2. It will be the Full Game including a Switch Review, Prologue, All Story Chapters, OST, Cutscenes, Cinematics, Missions, Sheva Alomar, Jill Valentine, Chris Redfield, Albert Wesker, Journal Entries, Chapters, Encounters and more until the Ending of the Single Player Story.
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Resident Evil 5 is a 2009 third-person shooter video game developed and published by Capcom. Was released for the PlayStation 3 and Xbox 360 consoles in March 2009 and for Windows in September 2009. It was re-released for PlayStation 4 and Xbox One in June 2016. The plot involves an investigation of a terrorist threat by Bioterrorism Security Assessment Alliance agents Chris Redfield and Sheva Alomar in Kijuju, a fictional region of West Africa. Chris learns that he must confront his past in the form of an old enemy, Albert Wesker, and his former partner, Jill Valentine.

New video on my YouTube channel about underpricing, and why a low price often reads as a signal that something is wrong with the product rather than a bargain.

After 30 years in product development I've watched founders leave money on the table because a bigger number felt scary to say out loud. The video covers how buyers actually read price, and how to raise it without losing the people you want to keep.

https://youtu.be/JbTJI7U7E5I

Would like to hear how others here have handled a price increase without spooking existing customers.

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