Ismat ABOU KHACHFE

Intelligent Machines
@Eutropy_AI
@PepiteSorbonne

[Rohan Paul @rohanpaul_ai]

Yann LeCun's (@ylecun ) new paper along with other top researchers proposes a brilliant idea. 🎯

Says that chasing general AI is a mistake and we must build superhuman adaptable specialists instead.

The whole AI industry is obsessed with building machines that can do absolutely everything humans can do.

But this goal is fundamentally flawed because humans are actually highly specialized creatures optimized only for physical survival.

Instead of trying to force one giant model to master every possible task from folding laundry to predicting protein structures, they suggest building expert systems that learn generic knowledge through self-supervised methods.

By using internal world models to understand how things work, these specialized systems can quickly adapt to solve complex problems that human brains simply cannot handle.

This shift means we can stop wasting computing power on human traits and focus on building diverse tools that actually solve hard real-world problems.

So overall the researchers here propose a new target called Superhuman Adaptable Intelligence which focuses strictly on how fast a system learns new skills.

The paper explicitly argues that evolution shaped human intelligence strictly as a specialized tool for physical survival.

The researchers state that nature optimized our brains specifically for tasks necessary to stay alive in the physical world.

They explain that abilities like walking or seeing seem incredibly general to us only because they are absolutely critical for our existence.

The authors point out that humans are actually terrible at cognitive tasks outside this evolutionary comfort zone, like calculating massive mathematical probabilities.

The study highlights how a chess grandmaster only looks intelligent compared to other humans, while modern computers easily crush those human limits.

This proves their central point that humanity suffers from an illusion of generality simply because we cannot perceive our own biological blind spots.

They conclude that building machines to mimic this narrow human survival toolkit is a deeply flawed way to create advanced technology.

[Michel Barnier @MichelBarnier]

Dans le tumulte du Moyen-Orient en guerre, nous devons, nous Français, porter une attention particulière et fidèle au peuple libanais.

Au-delà de l’urgence humanitaire, l’effort courageux des autorités de #Beyrouth pour établir un véritable contrôle étatique national sur leurs forces de sécurité doit être fermement soutenu et accompagné.

C’est d’ailleurs tout le peuple libanais qui aspire à maîtriser enfin son propre destin.

[Ismat ABOU KHACHFE @Ismat_AKH]

@ToniM57872431 @ylecun @carmelofinx @elonmusk Les américains n'arrêtent pas de l'attaquer, je pense que @ylecun sait ce qu'il fait. Je vous conseille de supprimer votre commentaire qui est déplacé.

[Ismat ABOU KHACHFE @Ismat_AKH]

@DavidMavis11 @PalmerLuckey @ylecun He is just defending his country. He is clarifying that the president's tweet lacks some details. Why is that so wrong ? He doesn't want the tweet to be misunderstood...

[Ismat ABOU KHACHFE @Ismat_AKH]

@ShimonLazarov @PalmerLuckey @ylecun The President @EmmanuelMacron clarified: the €30M is to attract & support around forty top foreign researchers.

[Ismat ABOU KHACHFE @Ismat_AKH]

@PalmerLuckey @ylecun French President @EmmanuelMacron clarified that the €30 million is to attract and support around forty top foreign researchers.

[Eutropy @Eutropy_AI]

De la maintenance préventive à la prédictive ⚡
Un planning fixe rassure, mais ne voit ni l’usure réelle ni les dérives. La PdM d’Eutropy ajoute intelligence et précision pour intervenir au bon moment. 🛠️📊
#SmartMaintenance #AI #Manufacturing

[Eutropy @Eutropy_AI]

La Maintenance Préventive (PM) est un piège à double coût :
- Arrêts de production inutiles
- Remplacement prématuré de pièces chères (basé sur le MTBF)
Eutropy transforme votre PM : fini le "juste au cas où". Intervention au moment OPTIMAL basé sur la condition réelle. #Eutropy

[Ismat ABOU KHACHFE @Ismat_AKH]

Suivez @Eutropy_AI pour mieux comprendre notre philosophie et comment nous permettons d'augmenter la rentabilité financière et énergétique des machines industrielles 🔥 #FrenchTech #maintenance #manufacturing

[Eutropy @Eutropy_AI]

Le "Run-to-Failure" est un piège à coûts. 💸 Une réparation réactive coûte 3X plus cher qu'une réparation planifiée. @Eutropy_AI accompagne les équipes de maintenance pour réduire de trois fois les dépenses liées à une panne. #Industry #Maintenance #AI #manufacturing

[Eutropy @Eutropy_AI]

Le "Run-to-Failure" est un piège à coûts. 💸 Une réparation réactive coûte 3X plus cher qu'une réparation planifiée. @Eutropy_AI accompagne les équipes de maintenance pour réduire de trois fois les dépenses liées à une panne. #Industry #Maintenance #AI #manufacturing

[Ismat ABOU KHACHFE @Ismat_AKH]

@ARC_Guide @pmddomingos It means he has both : a long term vision and a short term vision. He created something that works now, and now he wants to create a better thing for the future. Am I wrong ?

[Ismat ABOU KHACHFE @Ismat_AKH]

@ARC_Guide @pmddomingos He clearly admits that his methods are not 100% interpretable. He said it in his book. However, he also said "CNN not being 100% interpretable does not mean it is not useful". He is saying the same for LLMs : It is useful but it won't lead to #AGI.

[Ismat ABOU KHACHFE @Ismat_AKH]

@ericweinstein @elonmusk We do have talented scientists. You just don't know about them yet. Some of them, you will notice them after they die. Unfortunately, researchers are underrated. They have a very long term thinking strategy, and they don't do marketing.

[Ismat ABOU KHACHFE @Ismat_AKH]

@pmddomingos You forgot Aristotle who created binary logic. Hume used to not believe in inductive reasoning... He says the past is not enough to predict the future, so the result of induction can not be proven. He says induction is a psychological habit. He criticized AI before its existence.

[Ismat ABOU KHACHFE @Ismat_AKH]

Can't wait to see what Dr. @ylecun focuses on in his new AI startup! His long-term research vision clashes with the business world's push for quick profitability. Startups demand results fast, while true innovation takes time. Exceptional as he is, this is a bold new challenge !

[Financial Times @FT]

Breaking news: Meta’s chief artificial intelligence scientist Yann LeCun, a Turing Award winner who is considered one of the pioneers of modern AI, has told associates he will leave the Silicon Valley group in the coming months. https://t.co/t9D3gV7K0Q

[Ismat ABOU KHACHFE @Ismat_AKH]

@LeFrenchDream @ImpactMediaFR Bien qu'il faille bien étudier cet échec scolaire avant de juger, ne pas avoir la discipline nécessaire pour valider une simple licence est problématique.

[Ismat ABOU KHACHFE @Ismat_AKH]

It is sad that changing a country takes a lot of time. If we use the "do or die trying" mindset to change a country, it is most likely that we will die trying. Next generations will continue what we started, but it is extremely difficult to change a country.

[Ismat ABOU KHACHFE @Ismat_AKH]

You feel alive when you make positive impact. A lot of them are driven by making positive impact.

[vk @exit___f]

A lot of guys with make millions of dollars and continue to work 14 hours daily, have zero social life, don't talk to women, not travel, not do cool shit, be super cheap, etc etc.

WHAT'S THE POINT OF GETTING RICH??

[Ismat ABOU KHACHFE @Ismat_AKH]

Not taking actions = Not existing

[Kevin Szabo @KevinSzabo14]

Nothing makes a man more depressed than lack of action.

Sitting around waiting for the government to help them.

And even worse when people expect their friends and family to help them all the time.

Well guess what? They won’t!

My suggestion? Build your brand on X.

Even if it takes 10 years to grow authority.

It’s still better than doing nothing.

Money doesn’t solve problems. ACTION does.

[Ismat ABOU KHACHFE @Ismat_AKH]

B2B is made for people who love to remove abstractions and reveal what's behind. What's behind is a set of problems to solve and processes to improve. What's behind is an evolution that needs to be made!#B2B #BusinessGrowth #Innovation #BusinessEvolution #Leadership #Strategy

[Craig Weiss @craigweiss]

B2C is way more fun than B2B