ᴅᴀɴɪᴇʟ ᴍɪᴇssʟᴇʀ 🛡️@DanielMiessler
I’ve been thinking about this all day and It keeps re-freaking me out.
You can read the full blog, but here's the crux of it in a single example:
Imagine there's an employee named Chris. He's been there for 13 years. He's basically an admin/coordinator for the company and helps with lots of different things, including putting together plans and summaries, organizing meetings, etc.
His managers have been mostly happy with him, but he's not the best at writing reports, and he needs to get lots of help when he does anything technical.
His new manager has just been onboarded, and he has a Claude Tag.
Here's the prompt that he sends in:
"We are about to fire Chris. I need you to:
- read every email he has received or sent over the last 13 years
- pull up all transcripts of all of his meetings
- look at every document he's written
- pull his entire Slack history
- do a deep analysis of what all tasks he was doing, which ones he did well, and which ones he did poorly
- put together a set of scheduled tasks that perform those tasks far better than he was doing them, with the outputs being sent to the same places that he was sending them at the ideal time."
So, like, 37 minutes later, it comes back and says:
"
- Chris was writing three different reports per week.
- He was sending an average of 48 emails per week.
- He was doing coordination on the following 18 meetings.
- He was doing a little bit of report analysis every month.
- Here are 37 things he was asked to do over his time here that he was never able to get good at.
I have looked at all those tasks, confirmed that no one else is doing them, and I have scheduled all the work that he was doing to happen at the ideal time, with the outputs being sent to the appropriate places, including scheduled tasks for all the things he was asked to do that he wasn't able to.
Is there anything else that you need?
--
This is what @karpathy was so on about in that post he got so much shit over.
All these things that I just described are possible if you spend weeks or months assembling context throughout your company and you have a bunch of Claude Code wizards in your company that can go and harvest all the stuff.
They basically work for management and they do a bunch of projects like this. This all is possible today, and it was possible a few months ago.
But that is actually a lot of wizardry, a lot of context engineering, and scheduled task management. All sorts of things have to go into making that happen, and the friction is the reason most companies haven't done it.
The difference here is that what I just described is a single fucking prompt inside of Slack.
Let me say this a different way. Some manager just replaced an employee in a single fucking prompt.
And it could very well be that the work produced by this new Claude instance will be far superior to the work that Chris was doing.
And that's not even getting slightly silly with this yet.
The moment that system comes back in 37 minutes and says, "Yeah, I just automated Chris," the very next thing they're going to ask is, "Oh, how about you do that for my entire department?" No, actually, why don't you spend some tokens and do it for the entire company?
Or, "find me the people who are doing the least amount of work at the lowest quality and/or are creating conflict within the organization or acting against the organization's culture."
All without leaving Slack.
Again, doing all of this with a dedicated team of AI ninjas, writing their own scaffolding and building their own custom applications, is one thing. It's completely different for everyone in the company to be able to do things like this from within the system they already work in, never having to leave and go into an "AI interface".
This surprised me. This is the exact same thing, but a hundred times more powerful because it's riding on top of Slack and Claude, which are already heavily accepted inside of companies.