"Most agents don't learn, they just leave traces."
In 12 minutes, @jakebroekhuizen breaks down how to actually close the loop.
Surface issues with LangSmith Engine
Write memory updates back to Context Hub
Let the agent actually improve between runs
If you're thinking about how your agent should handle memory at scale, give this a watch.
Social media trends have turned the world’s most beautiful places into endless bathroom lines at a concert, where everyone waits for hours just to take the same photo to show to people who couldn’t care less 🌎📸
Nothing captures the shallow decay of our time better than this
A stock falls from 100 to 10. That's a 90% decline.
The investor buys in at 10 because it is indeed worth 30.
But it has fallen so much it has become detached from the underlying business and so falls to 5.. The value investor is down 50%.
Which isn't as bad as 90%, but is still 50 effing percent.
The value investor could have sold at 8, and limited the loss.
10 years later the stock is at $30. While said nvestor gies to medical school and finsihes residency to become a surgeon.
That's a six times return in 10 years. About 20% per year.
Wait, is it not only a triple?
No, because the investor could have sold at 5 like just about everyone else did, but did not.
What I describe here is almost exactly WBD. And it didn't take 10 years, because it usually doesn't.
ANDREW TATE: LIQUIDATED 8 TIMES IN 24 HOURS
Andrew Tate deposited $100K to his Hyperliquid account yesterday, and longed $3.8M of BTC. He got liquidated. Then he tried shorting $1M BTC. He got liquidated again.
Andrew Tate has been liquidated 8 times in the last 24 hours, and now has only $14K left.
ICC Judge Nicolas Guillou @nicopaulmichel has revealed that he is currently unable to use his bank cards even on European soil.
The reason? He is one of the judges who issued an arrest warrant for Israeli Prime Minister Benjamin Netanyahu, leading the United States to slap him
A man invented a $2.5 MILLION crime spree, sold it to Hollywood and charged $30,000 per speech to explain how he did it. It was all lies.
> Frank Abagnale claimed he spent 5 years as a teenage fugitive.
> Impersonating a Pan Am pilot, a Harvard trained doctor and a Louisiana attorney general while forging $2.5 MILLION in bad checks across 26 countries.
> Steven Spielberg turned it into a 2002 blockbuster starring Leonardo DiCaprio and Tom Hanks.
> It became one of the highest grossing films of that year.
> Broadway turned it into a musical.
> The FBI hired him as a consultant.
> AARP named him their official Fraud Watch Ambassador.
> He charged between $20,000 and $30,000 per speaking engagement for decades telling audiences how he pulled it all off.
> For 40 years nobody seriously questioned any of it.
> Then in 2020 a journalist named Alan Logan spent three years pulling every public record prison document newspaper archive and court file he could find.
> Pan Am's own security department told a journalist as early as 1978 "This never happened. You don't forget $2.5 MILLION in bad checks."
> Prison records showed Abagnale was behind bars for most of the years he claimed to be a fugitive.
> The Georgia hospital had no record of him.
> The Louisiana attorney general's office had no record of him.
> His only confirmed crime was check fraud totalling less than $1,500.
> Logan's conclusion the entire story was not embellished but fabricated.
> Abagnale had not committed the con by impersonating pilots and doctors.
> He committed it by convincing Hollywood, the FBI and the entire world that he had.
The most valuable skill Frank Abagnale ever had was the ability to make people so entertained by a story that they forgot to verify it. That skill made him MILLIONS legally.