Nathan BenAmoz 🇺🇸

Founder, Director at UNI - Building networks and aligning communities for a greater impact. 🌎✨🙏🚀 **S.Fla. Based

[Gary Vaynerchuk @garyvee]

Resilience is the underrated trait of those you admire … they don’t have it better .. they’re better at having the humility and patience and perseverance to get to the goals both emotionally and financially than others … again it’s humility and grit mixed that help many of the winners you look up to “get there” and you can too if you start listening to and surrounding yourself with more practical optimism ❤️❤️❤️❤️ 🛻

[Peter H. Diamandis, MD @PeterDiamandis]

The world is full of people predicting the future and short on people building a piece of it. Prediction is a spectator sport.

[US Rep. Mike Turner @RepMikeTurner]

My amendment to the National Defense Authorization Act will restore Delphi pensions, and I am grateful to have the support of the @WhiteHouse in this long-fought battle. I am working closely with @SenJonHusted on this as we fight to see it through to the end.

https://t.co/1tCLQKtqF4

[Wall Street Mav @WallStreetMav]

If you ever fly business class on an international transatlantic flight, you will never be able to do it again in economy.

That one time upgrade with points will be extremely expensive for the rest of your life.

[GoldSilver HQ @GoldSilverHQ]

Berkshire cash pile: $373 billion
Elon Musk net worth: $839 billion.

All silver in the world's largest vaults (Comex+LBMA+Shanghai) :

Only $109B.

Scarcity hits different.

[Nav Toor @heynavtoor]

🚨BREAKING: OpenAI published a paper proving that ChatGPT will always make things up.

Not sometimes. Not until the next update. Always. They proved it with math.

Even with perfect training data and unlimited computing power, AI models will still confidently tell you things that are completely false. This isn't a bug they're working on. It's baked into how these systems work at a fundamental level.

And their own numbers are brutal. OpenAI's o1 reasoning model hallucinates 16% of the time. Their newer o3 model? 33%. Their newest o4-mini? 48%. Nearly half of what their most recent model tells you could be fabricated. The "smarter" models are actually getting worse at telling the truth.

Here's why it can't be fixed. Language models work by predicting the next word based on probability. When they hit something uncertain, they don't pause. They don't flag it. They guess. And they guess with complete confidence, because that's exactly what they were trained to do.

The researchers looked at the 10 biggest AI benchmarks used to measure how good these models are. 9 out of 10 give the same score for saying "I don't know" as for giving a completely wrong answer: zero points. The entire testing system literally punishes honesty and rewards guessing.

So the AI learned the optimal strategy: always guess. Never admit uncertainty. Sound confident even when you're making it up.

OpenAI's proposed fix? Have ChatGPT say "I don't know" when it's unsure. Their own math shows this would mean roughly 30% of your questions get no answer. Imagine asking ChatGPT something three times out of ten and getting "I'm not confident enough to respond." Users would leave overnight. So the fix exists, but it would kill the product.

This isn't just OpenAI's problem. DeepMind and Tsinghua University independently reached the same conclusion. Three of the world's top AI labs, working separately, all agree: this is permanent.

Every time ChatGPT gives you an answer, ask yourself: is this real, or is it just a confident guess?

[Delcy Rodríguez @delcyrodriguezv]

Agradezco al Presidente @realDonaldTrump la amable disposición de su gobierno para trabajar conjuntamente en una agenda que fortalezca la cooperación binacional en beneficio de los pueblos de Estados Unidos y Venezuela.

[Nathan BenAmoz 🇺🇸 @NathanBenAmoz]

Team USA Men’s hockey hasn’t won since 1980 and the underdog victory “miracle on ice”. The Gold is usually won by USSR/Russia, Canada or a Scandinavian team. Big upset in Italia.

[HISTORY @HISTORY]

In one of the most dramatic upsets in sports history, the underdog 🇺🇸 hockey team defeated the four-time defending gold-medal winning Soviet team at the XIII Winter Games in Lake Placid, New York in 1980. Do you remember watching the "miracle on ice" happened?

[Mike Khristo @MikeKhristo]

Engineers solve problems, while entrepreneurs create markets.

Most technical founders focus on the “perfect” solution and forget to validate the problem first.

You don’t need to appeal to everyone, just the right users who actually care.

Layers helps founders test demand in real time, before they waste months of engineering.

One small validation can save weeks of unnecessary effort.

Stop overthinking every variable. Make a decision, ship, and learn. Your code can be perfect, but if it solves the wrong problem, no one will use it.

Build for people, not just logic, and success will be just around the corner.

[All day Astronomy @forallcurious]

BREAKING🚨: For the first time since 1863, Ramadan, Lent, and Lunar New Year are all taking place at the same time 🤯

An exceptional event that will only happen again in 2189.

[Las Vegas Locally 🌴 @LasVegasLocally]

China is building massive floating solar farms over bodies of water. Shading the water cuts evaporation by up to 70% and boosts panel efficiency via natural cooling.

We should do this at Lake Mead immediately.

[Rapid Response 47 @RapidResponse47]

.@SecRubio in Munich: "We, in America, have no interest in being polite and orderly caretakers of the West's managed decline."

[Jack Prandelli @jackprandelli]

Critical minerals... The US–Brazil deal 🇺🇸🇧🇷

#China controls 90% of #rareearth processing. That’s the real choke point 🇨🇳
#Brazil holds the 2nd largest reserves, but produces and processes very little 🇧🇷

Washington sees the gap.

This week, the US DFC announced $565m to finance rare earth extraction in Brazil.
That’s not diplomacy.
It’s supply-chain strategy.

Why it matters:
• 🇺🇸 needs alternatives to China
• 🇧🇷 has geology, lacks capital and tech
• 🇨🇳 weaponizes processing dominance

With the right investment, Brazil can become a 2nd global hub for critical minerals. Quietly and Strategically.

[RiverOaksGuy @Bowtiedplayer]

What Miami needs to really be a tier 1 finance hub that is seriously competitive to NYC, Chicago, Texas cities, etc:

-More F500 HQs. Dallas has American Airlines, Texas Instruments, AT&T; Houston has all the energy companies; Austin has Tesla

-More large banks. Dallas isn't NYC, but it has Comerica, Texas Capital; Houston has Amegy and all the bulge bracket energy offices

-Get UMiami to Public Ivy status. Venture capital clusters in cities around top schools because this is where the new cutting edge research is happening (Boston with Harvard/MIT, San Francisco with Stanford, even Austin with UT)

This all creates an ecosystem that reinforces itself. People go to where the people they want to meet and do business with are.

Hedge funds and PE are sexy, but ultimately finance is about real businesses and allocation of capital for things like CAPEX and FTE hires. It's not just about trading

The alternative is Miami-West Palm becomes a US version of Monaco, meaning a UHNW wealth management hub, but not really a place for IB or corporate finance. This will attract hedge funds to get closer to their LPs, but it will limit the ceiling if Miami just becomes a one trick only in that regard. I think Miami can do more.

[Hombre Imparable @Hombrelmparable]

Las tasas de divorcio son altas en esta generación por una sencilla razón: la gente no entiende qué es realmente el matrimonio. Las redes sociales nos han hecho creer que siempre hay alguien mejor: un hombre más rico, una mujer más guapa, una vida más emocionante, pero la comparación mata la lealtad.

La gente quiere bodas, no matrimonios. Pasan meses planeando una ceremonia y nada de tiempo aprendiendo a comunicarse cuando las cosas se ponen difíciles. Ya nadie sabe discutir.
Gritan, se cierran, huyen en lugar de aprender a luchar el uno por el otro. La presión del dinero expone cimientos débiles. En lugar de construir juntos, las parejas se atacan mutuamente, los hombres dejan de liderar, las mujeres dejan de respetar a sus hombres, la tentación está por todas partes. Ahora todos usan palabras terapéuticas para evadir la responsabilidad. Todo es tóxico, todo es trauma. Nada es culpa suya.

Ya no hay presión comunitaria para seguir casados. Los ancianos no te dicen que lo resuelvas. Solo los amigos te dicen que te vayas. Mereces algo mejor. Los hijos se volvieron opcionales, el sacrificio pasó de moda y los votos se convirtieron en sugerencias.

Antes, el matrimonio significaba "sufriré contigo". Ahora significa "me quedaré mientras sea feliz". Y por eso hay tantos divorcios. Porque la gente no sabe sufrir junta.
Sólo saben parar cuando ya no sienten entusiasmo.

¡¡¡Estamos en las trincheras!!!

[Science girl @sciencegirl]

Aerial view of Niagara Falls after a historic snowfall. The landscape looks like a winter wonderland.

[AccuWeather @accuweather]

Yes, it was colder in Florida than Iceland on Monday morning! 🥶

[Pretty Cities @PrettyCitiesX]

Central Park, New York

[Collin Gross @CollinGrossWx]

Orlando, Florida is COLDER than Juneau, Alaska this morning! Don’t see that very often 🥶