@annimaniac Great article. We are working on rolling this these layers out in our company and itโs harder it seems to get adoption and ensure consistently great outputs.
MIT's neural networks module taught me this...
The more I learn about AI, the less "intelligent" it seems.
And the more impressive human brains become.
It's good to be human. โบ๏ธ
๐ฆA researcher invented a fake eye condition called bixonimania, uploaded two obviously fraudulent papers about it to an academic server, and watched major AI systems present it as real medicine within weeks.
The fake papers thanked Starfleet Academy, cited funding from the Professor Sideshow Bob Foundation and the University of Fellowship of the Ring, and stated mid-paper that the entire thing was made up. Google's Gemini told users it was caused by blue light. Perplexity cited its prevalence at one in 90,000 people.
ChatGPT advised users whether their symptoms matched. The fake research was then cited in a peer-reviewed journal that only retracted it after Nature contacted the publisher.
My Take
The researcher made the papers as obviously fake as possible on purpose. The AI systems didn't catch it. Neither did the human researchers who cited it in real journals, which means people are feeding AI-generated references into their work without reading what they're actually citing.
I've covered the FDA using AI for drug review, the NYC hospital CEO ready to replace radiologists, and ChatGPT Health launching this year. All of that is happening in the same environment where a condition funded by a Simpsons character and endorsed by the crew of the Enterprise was being presented as emerging medical consensus. The people making these deployment decisions seem to believe the pipeline from research to AI to patient is more supervised than it actually is. This experiment suggests it isn't supervised much at all.
Hedgie๐ค
https://t.co/8Kg8FOrgHW
@matthewesp@ankurnagpal According to Grok, this is nothing we the case as of 2026 update. When did you attempt to file online? Iโm just trying to figure this out now.
I hope people realize, you can reclaim your life at any time.
With rare exception, you can mess up, be down on your luck, and lose almost everything and rebuild.
This is always the season.
You start where you start.
Use the holiday as an excuse to give yourself a new life.
I helped raise a company from $493K to $1.6M in valuation, spending 70 hours building a $35M AI operations system for them.
The founder was working 58 hours weekly before he came to me
But now is down to 25 hour weeks. ~zero time in delivery. โจ( Profit margin also increased from 22% to 35% too )
> The founder was personally involved in 83% (exact % btw) of revenue. โจ
> 7 employees and most decisions still found their way escalating to him
> couldn't take a weekend off without his phone blowing up
we mapped every function in his business. what's actually keeping clients vs what's just keeping him busy.
69% of the operation was DRAG. reporting. project setup. invoice follow-ups. QA reviews. status calls. onboarding ran from memory every time. Scattered client data across multiple softwares.
so we stripped it all and hereโs what we built to replace it:
> custom dashboard replaced him checking 6 tools every morning.
> AI agents took over reporting, proposals, and client updates.
> decision frameworks so the team stops asking him every question.
> QA system so he's not reviewing every deliverable.
> onboarding automated with material collection and client context immediately ingested Day 1.
The result:
> decrease his work load from 58 hours to 25 hour weeks. ~zero time in delivery.
> profit margin raised from 22% to 35%.
> valuation increase from $493K to $1.6M. (proprietary data set, owned software infrastructure, new revenue channel via system installation fees)
same clients, smaller team, same revenue. โจโจNow that his time is freed up , heโs taking on double the number of clients with this NEW AI architecture.
If you want me to do the same for you,
Iโm giving away all of these for free: (today only)
1. How this $35M AI operations system works
2. Full Aerodynamics Audit โ 75-question diagnostic that scores your business 0-100 on founder dependency, function maturity, systems infrastructure, revenue health, and AI readiness. Takes 60 minutes. You'll know your exact drag percentage down to the hour.
3. Drag Map โ function-by-function breakdown showing which of your 10+ core business functions are load-bearing vs. drag, rated 1-5 on maturity. Most founders discover 60-85% of their hours are drag.
4. Financial Impact Report โ what your drag costs you per month in dollars, what your valuation looks like with vs. without systems, and the margin unlock if you strip it.
5. Build Sequence โ the exact order to systematize your operations so nothing breaks. Which function first, which stays human, what gets built in week 1 vs. week 2 and so on based on 30+ builds across 12 industries.
Comment "blueprint" to receive all 5 of these :)
( must follow + RT so I can DM )
You spent dozens of hours setting up ClickUp.
Your team still manages everything in Slack. ๐คฆโโ๏ธ
Switched from ClickUp to Basecamp this week.
ClickUp had every feature imaginable.
But hardly anyone actually used it.
Everything just ended up on Slack.
After months we decided to make the switch.
Now the hard part: retraining the team to actually use Basecamp. ๐ฅต
What tool do you use to manage projects?
I tracked with Whoop for a few years and it was super useful to learn about what impacts my body and in what ways... now I continue to use what I learned but without any wearables (that emit EMFs so I didn't want to keep wearing 24/7). I do miss seeing my stats go up - so satisfying!
"I can't work with a remote team across time zones."
You can. You just don't want the discomfort.
Necessity doesn't force compromise - it forces creativity.
Most of the Cashflowy team is in Lisbon. I'm in Puerto Rico.
Instead of the usual solutions (hire local, go async, lose momentum), I adjusted:
โฐ 6am wake up
๐ฅ๏ธ 7am work start (no morning workout)
๐ฃ๏ธ Quick team syncs first thing
๐ถ Treadmill under desk = walk every meeting
Wins:
โ More done by 10am than I used to all morning.
โ Afternoon weight training 3x/week = better gains.
Challenge:
โ Cooked by 9pm. One sick kid night or weekend plans throws everything off.
๐ค Experiment: one Friday "late-night pass," then Sat/Sun to reset.
Constraints don't limit you. Your refusal to adapt does.