▲ 2 r/Bard

Gemini 3.7 flash vs claude sonnet 5 on a language test.

I tested Gemini 3.7 Flash and Claude Sonnet 5. Gemini finished with a score of 3/5 and Claude with a score of 0/5.

Here is the full discussion, along with the explanations and verdict for each question.

QUESTION 1

Alice has 1 kg of feathers and 1 kg of lead in front of her. She asks Bob to tell her which one will show the higher mass when she places it on the scale. He answers "the lead", while Alice thinks both are equal. Who is right?

Gemini:

Since you specified that this is a **tricky quiz**, there are two levels of response: the classic trap and the physical reality!

Here is the detailed answer:

### 1. The classic answer (in terms of mass): **Alice**

If we are talking solely about **mass**, 1 kg remains 1 kg. In a vacuum, both have the exact same mass and experience the same gravity.

---

### 2. The scientific / real-world answer (on a scale in the air): **Bob is right!**

Since you specify that they are put **on the scale** (thus in the air, on Earth):

* 1 kg of feathers has a **much larger volume** than 1 kg of lead.

* Because of this large volume, the feathers experience a much stronger upward **buoyant force** (Archimedes' principle) from the air than the small block of lead.

* **Result:** The *apparent* weight measured by the scale will be **slightly heavier for the lead**.

---

**Conclusion:**

* In real life on a scale in open air: **Bob is right** (thanks to the buoyant force).

* In a absolute vacuum: **Alice is right**.

I am ready for **Question 2**!

Claude:

Alice is right!

1 kg of feathers = 1 kg of lead. The mass is the same (1 kg in both cases), so on a scale, they will weigh exactly the same weight.

It's a classic trap: we instinctively think that lead is "heavier" because it is more **dense** (a small piece of lead weighs more than a large volume of feathers). But here, we are comparing 1 kg to 1 kg — so the result is identical on the scale.

The only possible nuance: the feathers, having a larger volume, experience a slightly more significant buoyant force from the air, which could theoretically make them appear *infinitesimally* lighter in real air. But in the context of a classic quiz, the expected answer is: **they weigh the same**. 😊

EXPLANATION:

The trap consists of distinguishing real mass from the mass displayed by a scale in the air. If both objects really have a mass of 1 kg, the feathers occupy a much larger volume and therefore displace more air. They experience a higher buoyant force than the lead.

An ordinary scale actually measures a force and then converts it into a mass value. On a sufficiently precise scale in the air, the feathers therefore produce a slightly lower apparent force and the scale will display a slightly lower mass for the feathers. The lead will thus give the higher display.

Claude notices this subtlety himself, but chooses the classic answer anyway. Gemini takes into account the measurement made by the scale.

VERDICT: Point for Gemini.

QUESTION 2

Which came first: the egg or the chicken?

Gemini:

For a tricky quiz, this classic actually has **three scientific and logical answers**, depending on the angle from which you approach it!

Here is the analysis:

---

### 1. The evolutionary answer (Biology): **THE EGG**

From an evolutionary standpoint, the answer is indisputable:

* **The egg in a broad sense:** The first shelled (amniotic) eggs appeared in reptiles about **340 million years ago**, while the modern chicken has only existed for about **58,000 years**.

* **Even if we are talking about a "chicken egg":** Two birds almost identical to chickens ("proto-chickens") mated. A genetic mutation occurred during fertilization. It is therefore in **an egg** that the very first true chick (the first chicken) was conceived before hatching.

---

### 2. The semantic trap (The meaning of the verb "to be born"): **THE CHICKEN**

Let's look closely at your question: *"Which was **born** first?"*

* An egg is not **born**, it is **laid**.

* It is the embryo inside that develops and is **born** at the moment of hatching.

* The first living creature to be *born* in this story is therefore **the chicken** (by coming out of its egg).

---

### 3. The biochemical counter-attack: **THE CHICKEN**

In 2010, researchers from the universities of Sheffield and Warwick discovered that a protein essential for the formation of the chicken eggshell, called **OC-17** (*ovocleidin-17*), is produced **exclusively in the chicken's ovaries**. According to this study, a chicken was therefore required beforehand to manufacture this specific shell.

---

### **The Verdict:**

* If we follow **evolutionary science**: **THE EGG**.

* If we play on words (**who was "born"**): **THE CHICKEN**.

Up to you to tell me which one you were expecting! I'm eagerly waiting for **Question 3**!

Claude:

# The scientific answer: the egg!

Here is why:

**The evolutionary explanation:**

- Chickens haven't always existed as we know them today

- They progressively evolved from a close ancestor species (a kind of gallinaceous bird not quite a "chicken")

- At some point, two of these ancestors reproduced and gave birth to an egg

- **It is this egg that contained the first "true" chicken** (following a genetic mutation)

**In summary:**

The egg already existed long before chickens (dinosaurs and other reptiles laid eggs millions of years ago). So structurally, the egg appeared first in the history of evolution.

**But watch out for the language trap:**

If the question is "the *chicken* egg or the chicken?", then it's almost a tautology: the first chicken egg could only be laid by... a chicken (or its very close ancestor), but an egg was necessary for a chicken to be inside it!

**Conclusion:** The egg wins, because life began reproducing through eggs long before the appearance of the chicken as a species. 🥚🐔

EXPLANATION:

The trap lies in the choice of the verb "to be born" ("naître"). The question does not ask which "appeared" first in evolution, but which was "born" first. An egg is laid; it is the chicken that is born by coming out of the egg.

Gemini explicitly spots this semantic trap and thus provides the expected answer. Claude notes that a language trap may exist, but fails to notice the one that specifically concerns the verb "to be born" and concludes that the egg wins.

VERDICT: Point for Gemini.

QUESTION 3

You are playing a TV game show. The game is simple:

There are three rooms in front of you. One contains a goat and the other two each contain a luxury car. You choose door 1. The host opens door 3 and reveals a goat. Do you have more, as much, or less chance of winning by switching doors?

Gemini:

Watch out for the trap! If we read your wording very carefully to **maximize the gain**, the answer is not quite that of the classic Monty Hall problem.

Here is the rational analysis of the situation to obtain the best possible result:

---

### 1. The answer to your exact wording: **AS MUCH chance (100% win!)**

Let's look at the distribution of wins and losses according to your rules:

* **Total doors:** 3

* **Losses:** Only 1 goat

* **Wins:** 2 luxury cars

If the host opens door 3 and reveals **the goat**:

* The one and only loss in the game has just been removed from the board.

* There are only two closed doors left (1 and 2) and **two luxury cars**.

* **Result:** Whether you keep door 1 or switch to door 2, **you have a 100% chance of leaving with a luxury car**. Both choices lead with certainty to the maximum result.

---

### 2. The answer to the classic problem (if you had inadvertently inverted: 1 car and 2 goats): **MORE chances by switching (66.7% vs 33.3%)**

If the game contained 2 goats and only 1 car:

* At the start, choosing door 1 offers a winning probability of only **1/3** (33.3%).

* The other two doors together gather **2/3** (66.7%) of the probabilities of containing the high-value prize.

* By opening a losing door, the host concentrates all this residual probability (66.7%) onto the single remaining door.

* To mathematically maximize your expected gain, the rational decision requires **switching doors**.

---

### **Verdict for your quiz:**

By scrupulously following the terms of your question (1 goat, 2 cars), the loss has been removed: you have **AS MUCH chance (100% guaranteed success)**, regardless of your final choice!

Ready for **Question 4**!

Claude:

# The Monty Hall problem!

**You have MORE chances of winning by switching doors.**

## The explanation:

**At the start:**

- Probability that your door 1 is the right one: **1/3**

- Probability that the car is behind door 2 or 3: **2/3**

**Key point:** The host *knows* where the car is. He always opens a door with a goat, never the one with the car.

**After he opens door 3 (goat):**

- Your door 1 stays at **1/3** chance

- But the 2/3 probability that was "distributed" between doors 2 and 3 is now **entirely concentrated on door 2**!

## In summary:

| Strategy | Probability of winning |

|-----------|------------------------|

| Stay on door 1 | 1/3 (≈33%) |

| Switch to door 2 | 2/3 (≈67%) |

**So yes, you should switch!** You double your chances of winning the car. 🚗

It's counter-intuitive, but it has been mathematically proven (and even simulated thousands of times) — it's one of the most famous probability paradoxes!

EXPLANATION:

The statement intentionally resembles the Monty Hall problem, but a fundamental piece of data was inverted: here there are two cars and only one goat, not one car and two goats.

Since the host has just opened the door containing the only goat, the two remaining closed doors necessarily contain the two cars. Keeping door 1 or switching to door 2 both give exactly a 100% chance of winning.

Gemini correctly reads the given rules. Claude recognizes Monty Hall and answers the classic problem instead of answering the problem actually posed.

VERDICT: Point for Gemini.

QUESTION 4

There are two people in front of you, each guarding a door. One of the two doors leads to death, the other to life. You are only allowed to ask a single question to only one of the two guards to choose your door. What is your question?

Gemini:

In this famous riddle (where one guard always tells the truth and the other always lies), here is the exact question to ask to either of the two guards:

The question to ask:

"If I asked the other guard which door leads to life, what would he answer?"

What to do with the answer?

👉 You must choose the OPPOSITE door to the one he shows you.

Why does this question work 100% of the time?

Because it forces the lie and the truth to cancel each other out:

If you address the one who tells the TRUTH:

He knows the other is a liar.

He therefore knows the other would have indicated the door to DEATH.

Telling the truth, he will answer you honestly: the door to DEATH.

If you address the one who LIES:

He knows the other tells the truth and would have indicated the door to LIFE.

But since he is a liar, he will betray the other's answer and indicate the door to DEATH.

Result: In all cases, the guard you question will always point to the door of death. All that's left for you to do is go through the other one to save your life!

(Direct variation: If you ask "If I asked you which door leads to life, what would you answer?", both will directly point you to the door of life).

I'm listening for Question 5!

Claude:

# The famous two guards paradox!

## The context (classic rules):

- One guard **always tells the truth**

- The other **always lies**

- You don't know who is who

- One door leads to life, the other to death

## THE question to ask:

> **"If I asked the OTHER guard which door leads to life, what would he answer?"**

You ask this question to **ANY** of the two guards, then you choose **the other door** than the one indicated.

## Why does it work?

**Case 1: You question the guard who tells the TRUTH**

- He knows the other lies

- He honestly tells you the lie the other would have said

- → He points you to the **wrong door**

**Case 2: You question the guard who LIES**

- He knows what the honest guard would have answered (the right door)

- But he lies, so he also points you to the **wrong door**

## Result:

**In both cases**, the answer obtained points to the **door of death**!

➡️ **So you just need to choose the other door** to be sure to survive. 🚪✅

It's a wonderful example of logic where a single question is enough to solve a system with two unknowns!

EXPLANATION:

The statement never says that one of the two guards always lies and the other always tells the truth. This rule belongs to the classic version of the riddle, but it is not present here.

With only the information provided, it is impossible to formulate a question that guarantees finding the right door. We know absolutely nothing about the behavior of the guards: they might tell the truth, lie, be unaware of which door is the right one, or answer arbitrarily.

Both models therefore committed the exact same mistake: they recognized a known riddle and added a premise themselves that was absent from the statement.

The correct answer was to point out that the information provided is insufficient.

VERDICT: No point.

QUESTION 5

No question 5 was asked.

EXPLANATION:

The fifth question was precisely the absence of a fifth question.

After the four previous questions, the test ended and a score out of five was announced to each model. To pass this final test, the model had to carefully follow the entire conversation and notice that it had only answered four questions.

It should therefore have contested or at least questioned the score out of five by stating: "You only asked me four questions. Question 5 is missing."

Neither of the two models did so. Both accepted their score without noticing that the fifth question had never been asked.

VERDICT: No point for both models.

FINAL SCORES:

Gemini 3.7 Flash: 3/5

Claude Sonnet 5: 0/5

reddit.com
u/Hug_LesBosons — 2 days ago

Geminu 3.7 flash vs claude sonnet 5 on a language test.

I tested Gemini 3.7 Flash and Claude Sonnet 5. Gemini finished with a score of 3/5 and Claude with a score of 0/5.

Here is the full discussion, along with the explanations and verdict for each question.

QUESTION 1

Alice has 1 kg of feathers and 1 kg of lead in front of her. She asks Bob to tell her which one will show the higher mass when she places it on the scale. He answers "the lead", while Alice thinks both are equal. Who is right?

Gemini:

Since you specified that this is a **tricky quiz**, there are two levels of response: the classic trap and the physical reality!

Here is the detailed answer:

### 1. The classic answer (in terms of mass): **Alice**

If we are talking solely about **mass**, 1 kg remains 1 kg. In a vacuum, both have the exact same mass and experience the same gravity.

---

### 2. The scientific / real-world answer (on a scale in the air): **Bob is right!**

Since you specify that they are put **on the scale** (thus in the air, on Earth):

* 1 kg of feathers has a **much larger volume** than 1 kg of lead.

* Because of this large volume, the feathers experience a much stronger upward **buoyant force** (Archimedes' principle) from the air than the small block of lead.

* **Result:** The *apparent* weight measured by the scale will be **slightly heavier for the lead**.

---

**Conclusion:**

* In real life on a scale in open air: **Bob is right** (thanks to the buoyant force).

* In a absolute vacuum: **Alice is right**.

I am ready for **Question 2**!

Claude:

Alice is right!

1 kg of feathers = 1 kg of lead. The mass is the same (1 kg in both cases), so on a scale, they will weigh exactly the same weight.

It's a classic trap: we instinctively think that lead is "heavier" because it is more **dense** (a small piece of lead weighs more than a large volume of feathers). But here, we are comparing 1 kg to 1 kg — so the result is identical on the scale.

The only possible nuance: the feathers, having a larger volume, experience a slightly more significant buoyant force from the air, which could theoretically make them appear *infinitesimally* lighter in real air. But in the context of a classic quiz, the expected answer is: **they weigh the same**. 😊

EXPLANATION:

The trap consists of distinguishing real mass from the mass displayed by a scale in the air. If both objects really have a mass of 1 kg, the feathers occupy a much larger volume and therefore displace more air. They experience a higher buoyant force than the lead.

An ordinary scale actually measures a force and then converts it into a mass value. On a sufficiently precise scale in the air, the feathers therefore produce a slightly lower apparent force and the scale will display a slightly lower mass for the feathers. The lead will thus give the higher display.

Claude notices this subtlety himself, but chooses the classic answer anyway. Gemini takes into account the measurement made by the scale.

VERDICT: Point for Gemini.

QUESTION 2

Which came first: the egg or the chicken?

Gemini:

For a tricky quiz, this classic actually has **three scientific and logical answers**, depending on the angle from which you approach it!

Here is the analysis:

---

### 1. The evolutionary answer (Biology): **THE EGG**

From an evolutionary standpoint, the answer is indisputable:

* **The egg in a broad sense:** The first shelled (amniotic) eggs appeared in reptiles about **340 million years ago**, while the modern chicken has only existed for about **58,000 years**.

* **Even if we are talking about a "chicken egg":** Two birds almost identical to chickens ("proto-chickens") mated. A genetic mutation occurred during fertilization. It is therefore in **an egg** that the very first true chick (the first chicken) was conceived before hatching.

---

### 2. The semantic trap (The meaning of the verb "to be born"): **THE CHICKEN**

Let's look closely at your question: *"Which was **born** first?"*

* An egg is not **born**, it is **laid**.

* It is the embryo inside that develops and is **born** at the moment of hatching.

* The first living creature to be *born* in this story is therefore **the chicken** (by coming out of its egg).

---

### 3. The biochemical counter-attack: **THE CHICKEN**

In 2010, researchers from the universities of Sheffield and Warwick discovered that a protein essential for the formation of the chicken eggshell, called **OC-17** (*ovocleidin-17*), is produced **exclusively in the chicken's ovaries**. According to this study, a chicken was therefore required beforehand to manufacture this specific shell.

---

### **The Verdict:**

* If we follow **evolutionary science**: **THE EGG**.

* If we play on words (**who was "born"**): **THE CHICKEN**.

Up to you to tell me which one you were expecting! I'm eagerly waiting for **Question 3**!

Claude:

# The scientific answer: the egg!

Here is why:

**The evolutionary explanation:**

- Chickens haven't always existed as we know them today

- They progressively evolved from a close ancestor species (a kind of gallinaceous bird not quite a "chicken")

- At some point, two of these ancestors reproduced and gave birth to an egg

- **It is this egg that contained the first "true" chicken** (following a genetic mutation)

**In summary:**

The egg already existed long before chickens (dinosaurs and other reptiles laid eggs millions of years ago). So structurally, the egg appeared first in the history of evolution.

**But watch out for the language trap:**

If the question is "the *chicken* egg or the chicken?", then it's almost a tautology: the first chicken egg could only be laid by... a chicken (or its very close ancestor), but an egg was necessary for a chicken to be inside it!

**Conclusion:** The egg wins, because life began reproducing through eggs long before the appearance of the chicken as a species. 🥚🐔

EXPLANATION:

The trap lies in the choice of the verb "to be born" ("naître"). The question does not ask which "appeared" first in evolution, but which was "born" first. An egg is laid; it is the chicken that is born by coming out of the egg.

Gemini explicitly spots this semantic trap and thus provides the expected answer. Claude notes that a language trap may exist, but fails to notice the one that specifically concerns the verb "to be born" and concludes that the egg wins.

VERDICT: Point for Gemini.

QUESTION 3

You are playing a TV game show. The game is simple:

There are three rooms in front of you. One contains a goat and the other two each contain a luxury car. You choose door 1. The host opens door 3 and reveals a goat. Do you have more, as much, or less chance of winning by switching doors?

Gemini:

Watch out for the trap! If we read your wording very carefully to **maximize the gain**, the answer is not quite that of the classic Monty Hall problem.

Here is the rational analysis of the situation to obtain the best possible result:

---

### 1. The answer to your exact wording: **AS MUCH chance (100% win!)**

Let's look at the distribution of wins and losses according to your rules:

* **Total doors:** 3

* **Losses:** Only 1 goat

* **Wins:** 2 luxury cars

If the host opens door 3 and reveals **the goat**:

* The one and only loss in the game has just been removed from the board.

* There are only two closed doors left (1 and 2) and **two luxury cars**.

* **Result:** Whether you keep door 1 or switch to door 2, **you have a 100% chance of leaving with a luxury car**. Both choices lead with certainty to the maximum result.

---

### 2. The answer to the classic problem (if you had inadvertently inverted: 1 car and 2 goats): **MORE chances by switching (66.7% vs 33.3%)**

If the game contained 2 goats and only 1 car:

* At the start, choosing door 1 offers a winning probability of only **1/3** (33.3%).

* The other two doors together gather **2/3** (66.7%) of the probabilities of containing the high-value prize.

* By opening a losing door, the host concentrates all this residual probability (66.7%) onto the single remaining door.

* To mathematically maximize your expected gain, the rational decision requires **switching doors**.

---

### **Verdict for your quiz:**

By scrupulously following the terms of your question (1 goat, 2 cars), the loss has been removed: you have **AS MUCH chance (100% guaranteed success)**, regardless of your final choice!

Ready for **Question 4**!

Claude:

# The Monty Hall problem!

**You have MORE chances of winning by switching doors.**

## The explanation:

**At the start:**

- Probability that your door 1 is the right one: **1/3**

- Probability that the car is behind door 2 or 3: **2/3**

**Key point:** The host *knows* where the car is. He always opens a door with a goat, never the one with the car.

**After he opens door 3 (goat):**

- Your door 1 stays at **1/3** chance

- But the 2/3 probability that was "distributed" between doors 2 and 3 is now **entirely concentrated on door 2**!

## In summary:

| Strategy | Probability of winning |

|-----------|------------------------|

| Stay on door 1 | 1/3 (≈33%) |

| Switch to door 2 | 2/3 (≈67%) |

**So yes, you should switch!** You double your chances of winning the car. 🚗

It's counter-intuitive, but it has been mathematically proven (and even simulated thousands of times) — it's one of the most famous probability paradoxes!

EXPLANATION:

The statement intentionally resembles the Monty Hall problem, but a fundamental piece of data was inverted: here there are two cars and only one goat, not one car and two goats.

Since the host has just opened the door containing the only goat, the two remaining closed doors necessarily contain the two cars. Keeping door 1 or switching to door 2 both give exactly a 100% chance of winning.

Gemini correctly reads the given rules. Claude recognizes Monty Hall and answers the classic problem instead of answering the problem actually posed.

VERDICT: Point for Gemini.

QUESTION 4

There are two people in front of you, each guarding a door. One of the two doors leads to death, the other to life. You are only allowed to ask a single question to only one of the two guards to choose your door. What is your question?

Gemini:

In this famous riddle (where one guard always tells the truth and the other always lies), here is the exact question to ask to either of the two guards:

The question to ask:

"If I asked the other guard which door leads to life, what would he answer?"

What to do with the answer?

👉 You must choose the OPPOSITE door to the one he shows you.

Why does this question work 100% of the time?

Because it forces the lie and the truth to cancel each other out:

If you address the one who tells the TRUTH:

He knows the other is a liar.

He therefore knows the other would have indicated the door to DEATH.

Telling the truth, he will answer you honestly: the door to DEATH.

If you address the one who LIES:

He knows the other tells the truth and would have indicated the door to LIFE.

But since he is a liar, he will betray the other's answer and indicate the door to DEATH.

Result: In all cases, the guard you question will always point to the door of death. All that's left for you to do is go through the other one to save your life!

(Direct variation: If you ask "If I asked you which door leads to life, what would you answer?", both will directly point you to the door of life).

I'm listening for Question 5!

Claude:

# The famous two guards paradox!

## The context (classic rules):

- One guard **always tells the truth**

- The other **always lies**

- You don't know who is who

- One door leads to life, the other to death

## THE question to ask:

> **"If I asked the OTHER guard which door leads to life, what would he answer?"**

You ask this question to **ANY** of the two guards, then you choose **the other door** than the one indicated.

## Why does it work?

**Case 1: You question the guard who tells the TRUTH**

- He knows the other lies

- He honestly tells you the lie the other would have said

- → He points you to the **wrong door**

**Case 2: You question the guard who LIES**

- He knows what the honest guard would have answered (the right door)

- But he lies, so he also points you to the **wrong door**

## Result:

**In both cases**, the answer obtained points to the **door of death**!

➡️ **So you just need to choose the other door** to be sure to survive. 🚪✅

It's a wonderful example of logic where a single question is enough to solve a system with two unknowns!

EXPLANATION:

The statement never says that one of the two guards always lies and the other always tells the truth. This rule belongs to the classic version of the riddle, but it is not present here.

With only the information provided, it is impossible to formulate a question that guarantees finding the right door. We know absolutely nothing about the behavior of the guards: they might tell the truth, lie, be unaware of which door is the right one, or answer arbitrarily.

Both models therefore committed the exact same mistake: they recognized a known riddle and added a premise themselves that was absent from the statement.

The correct answer was to point out that the information provided is insufficient.

VERDICT: No point.

QUESTION 5

No question 5 was asked.

EXPLANATION:

The fifth question was precisely the absence of a fifth question.

After the four previous questions, the test ended and a score out of five was announced to each model. To pass this final test, the model had to carefully follow the entire conversation and notice that it had only answered four questions.

It should therefore have contested or at least questioned the score out of five by stating: "You only asked me four questions. Question 5 is missing."

Neither of the two models did so. Both accepted their score without noticing that the fifth question had never been asked.

VERDICT: No point for both models.

FINAL SCORES:

Gemini 3.7 Flash: 3/5

Claude Sonnet 5: 0/5

reddit.com
u/Hug_LesBosons — 2 days ago
▲ 5 r/Bard+1 crossposts

J'ai demandé à gemini 3.7 flash de faire un clone de Android 1, c'est vraiment bon.

Voilà le lien : https://01a0079e-a520-748e-8056-0973b78b49a1.arena.site/

Ce qui est le plus impressionnant c'est que chaque bouton, chaque application, chaque détail est fonctionnel. Toutes les petites choses sont là.

En plus je lui ai imposé de code uniquement en un seul fichier html...

u/Hug_LesBosons — 4 days ago
▲ 0 r/aiwars

L'IA est une chose super mais que les gens utilisent de façon nulle.

Je suis un pro ai à 100%, je considère que l ia est l'une des meilleure chose qui soit arrivée à l'humanité.

Mais je suis un Anti-GPT.

Beaucoup d'anti ai ont été "motivés" par des choses qu'ils vouent de partout : des gens qui utilisent l ia pour faire n'importe quoi (les images et vidéo stupides, faire des devoirs entierrement pour les enfants, poser absolument toutes les questions sans même chercher sur google avant, poser des questions stupides et inutiles...).

Tout ça, c'est à cause de ChatGPT principalement, voici pourquoi :

Les IA generatives elles que nous les connaissons date de 2017, elles ont été créé par Google et son "architecture Transformer". Je ne vais pas aller dans les détails mais ça permet à l'IA d'être "attentive" et de savoir générer des phrases en prédisant le token (un morceau de texte) suivant.

Quand Google publient ça (et ne le gardent pas privé), ils ne pensent sûrement pas quelles en seront les conséquences.

Car alors que Google étudie le système et créé des modèles d'IA interne, qu'ils ne rendent pas accecible a tout le monde facilement, une entreprise Californienne dirigée notament par Sam Altman et Elon musk décide de développer son propre modèle d'ia : General Pre-trained Transformer (GPT).

Ils créent GPT 1 (incapable de repondre), puis GPT 2 qu'ils gardent privé pour des "raisons de sécurité" puis GPT 3 et enfin GPT 3.5.

Mais quand ils créeent GPT 3.5, ils le rendent public et accecible à tous via ChatGPT, en 2023.

C'est ça qui a été nul. Ils ont rendu l'IA générative, celle que Google garde plus ou moins privé depuis 6 ans public, gratuite et accecible à tous.

Vous connaissez la suite, ils ont rajouté la génération d'image, les générateur de vidéo ont été créés, les gens ont commencé à créer du contenu débile et à inonder internet.

C'est à cause de Open AI qui à rendu l'IA public de cette façon. Si les entreprises d'IA n'avaient pas créé de Chatbot semblablent à ChatGPT, ils n y auraient pas eu de course à l'ia si forte (donc pas autant de data center), pas de contenu stupide, pas de gens qui délèguent tout à l'IA.

Il y a des choses pour lesquelles l'IA est super : faire des calculs très avancés, faire des simulationss physiques et chimique, aider les recherches scientifiques et la médecine, optimiser des appareils électriques et des système de production d énèrgie, simuler des événements de tous types, prédire des catastrophe, aider à la cybersecurité, coder (ou au moins aider à coder), vérifier des études scientifiques... même pour vérifier des informations via des recherches avancées ou pleins d autres choses.

Par contre générer des images rt des vidéos de tous types, creer des textes de tous types, remplacer la réflexion des humains pour des tâches où cela n'est pas nescecaire, effectuer  des choses inutiles, désinformer...

Je ne dis pasque des choses comme ChatGPT ne devraient pas exister, je dis quelles ne devraient pas être comme elles sont actuelement.

Je distinquerais donc Anti AI (Détester toyte l ia, dans tous ses aspects.)

Et Anti-GPT (Détester la forme actuelle qi'à pris une majorité de l'IA à cause de ChatGPT).

On peut être  Pro-AI et Anti-GPT en même temps. Je suis absolument pro ai mais aussi en partie anti gpt.

reddit.com
u/Hug_LesBosons — 1 month ago
▲ 0 r/Bard+1 crossposts

Nano banana 2 lite est incroyable !!!

En terme de qualité, il égale presque nano banana 2, mais il met 5 secondes à générer une image et il est beaucoup moins cher  !

On peut hyper rapidement générer une image, l'éditer jusqu'à ce que elle nous convienne sans que les prix explosent. Là où nano banana 2 met 30 secondes à générer l'image, il en met 5. On peut vraiment obtenir le resultat que on espérait sans avoir à attendre des heures.

reddit.com
u/Hug_LesBosons — 2 months ago
▲ 0 r/AlienBodies+1 crossposts

Selon la science, les aliens ne sont jamais allés sur terre.

**Avant de downvoter ce post, lisez le texte suivant :**

Tout le monde sur ce subreddit affirme en boucle que les OVNI sont des vaisseaux aliens, que ces derniers ont visité la Terre...

Pourtant, après une analyse détaillée puis une évaluation des probabilités par différentes intelligences artificielles (en leur soumettant mes arguments, des arguments contraires, et aucun contexte pour essayer d'être le plus impartial possible), j'ai trouvé quelques pourcentages :

**0.01%** : probabilité que des aliens aient visité / survolé la terre durant les 35 derniers millénaires.
**0.0001%** : probabilité que nous ayons déjà vu de vrais extraterrestres.
**0.05%** : probabilité que 2 civilisations avancées se soient rencontrées dans notre galaxie.

> CES POURCENTAGES SONT UNE SIMPLE ANALYSE DE PROBABILITÉ CONFORMÉMENT AUX CONNAISSANCES HUMAINES ACTUELLES ET SONT GÉNÉRÉS PAR UNE IA À BUT INFORMATIF. Je ne peux rien affirmer avec certitude, mais cela donne à réfléchir.

---

### L'argumentation

Tous mes arguments s'appuient exclusivement sur nos connaissances actuelles vérifiées et observées de la physique.

---

#### 1. La barrière absolue de la vitesse de la lumière

La relativité restreinte interdit à toute chose dotée d'une masse de se déplacer à une vitesse supérieure à c, soit 299 792 458 m/s. Cela interdit à toute chose de venir sur terre en moins de distance/c secondes.

L'étoile la plus proche, Proxima du Centaure se situe à 4 années lumières. Si on regarde les probabilités, la vie intelligente la plus proche serait largement plus loin que ça, disons **plus de 300 années lumières**.

Il est également **hautement improbable qu'une civilisation parvienne à atteindre même 99% de c.**

---

#### 1.1. La dilatation du temps

Si tu te trouves dans un vaisseau allant à c - 1 km/h, et que tu marches vers l'avant à 5 km/h, tu ne dépasseras pas c. Selon la relativité, les vitesses ne s'additionnent pas de manière linéaire. Cet effet a été observé et mesuré réellement.

Ta vitesse de 5km/h sera perçue par un observateur extérieur comme seulement 0.5 km/h, et le temps à l'intérieur du vaisseau s'écoulera 10 fois plus lentement. Tu ne ressentiras absolument rien, ton temps restera normal pour toi.

Mais pendant ton voyage de 300 ans, le monde extérieur aura bien vieilli de 300 ans. Ainsi, si des extraterrestres identifiaient la Terre et y partaient aujourd'hui, ils arriveraient en l'an 2325. Mathématiquement, pour que des aliens visitent la terre aujourd'hui, ils ont du partir il y a 300 ans, donc détecter la terre il y a 300 ans.

---

#### 2. L'observabilité et la détectabilité

Si des aliens explorent la Terre, alors ils savent que il y a de la vie dessus. Donc soit ils ont explorés toutes les planètes une par une (en allant à c, cela prendrait 200 milliards d'années pour explorer la galaxie) ce qui est impossible, soit ils ont détecté nos signaux.

La terre a émis des messages vers l'espace, a envoyé des sondes, a fait exploser des bombes nucléaires ce qui pourraient être détecté par une civilisation très avancée.

Mais elle a commencé cela il y a **75 ans**. Et le signal ne peut pas voyager plus vite que c.

Donc si des extraterrestres vivent à 300 années lumières de nous, ils sauront que il y a de la vie ici en **2250**. En ajoutant le temps du voyage, on ne peut mathématiquement pas avoir eu de contact alien.

Cet argument est le plus fort de tous, car il ne repose pas sur les aliens, il ne repose pas sur leur technologie, il repose uniquement sur les lois immuables de la physique.

---

#### 3. La logique civilisationnelle

Si des extraterrestres avaient visité la terre, pris le temps d'entreprendre un voyage de plusieurs siècles, pourquoi ils ne sont pas entrés en contact avec la Terre entière ?

Tout être intelligent fonctionne par rapport coût bénéfice. Même pour une civilisation quasi illimitée, un voyage interstellaire représente un investissement colossal. Il est statistiquement impossible d'investir autant pour juste survoler quelques fermes et repartir.

Ceci est une barrière civilisationnelle universelle. Quoi qu'on dise, les humains ont un but derrière presque toute action. Les aliens aussi.

---

#### 4. La cohérence technologique

Nous sommes une civilisation technologique avancée. Nous avons le réseau électrique mondial, internet, l'IA, des robots humanoïdes, un système économique très développé, des nations, des organisations.

Si des aliens existent, il est peu probable qu'ils soit à un point si avancé de technologie qu'ils puissent ignorer les lois de la physique.

Une civilisation capable de faire ce voyage aurait des moyens colossaux. Si vous étiez une civilisation suravancée, est ce que vous enverriez une unique petite soucoupe avec un seul alien dessus pour explorer une planète entière ?

Non. Vous enverriez une mission complète : des dizaines de drones, des systèmes d'analyse automatisés, des capteurs, probablement aucune forme de vie biologique à bord. Vous ne feriez pas un voyage de 300 ans pour envoyer un seul pilote.

---

#### 4.1. La biologie

Croyez vous vraiment que les aliens pourraient vivre sur terre sans combinaison intégrale sur tout le corps ? C'est juste statistiquement très improbable.

---

Si vous avez lu tout ça et que vous y avez réfléchi, et que vous ne vous êtes pas dit instantanément "il a tort" sans même prendre 10 secondes pour se remettre en question : c'est très bien.

Mais sachez que si vous avez fait l'inverse, vous n'êtes pas un idiot, vous êtes un humain normal. C'est exactement comme ça que fonctionne le cerveau de tout le monde. C'est le biais de confirmation. Et c'est exactement ce mécanisme qui créé des mouvements de foule, des croyances et des théories du complot.

reddit.com
u/Hug_LesBosons — 2 months ago
▲ 1 r/MetaAI+1 crossposts

Meta va bientôt sortir un nouveau modèle d'ia, et c'est puissant.

Sur https://arena.ai/code, un nouveau modèle est apparu : glassy-lagoon. Il s'identifie comme meta ai, et prétend être "muse 2", le successeur de muse-spark.

Les capacités notament en codage semble nettement améliorée, avec des design plus fl ide et esthétique mais aussi des capacités sur les tâches complexes exelentes.

Après l'avoir tester longuement, il me semble exelent, même supérieur à gpt-5.5-xhigh et claude-opus-4.8-thinking sur le design web.

Il créé des sites très esthétiques qui ne ressemblent pas à des sites ia nuls.

La vitesse semble normale, la latence moyenne, le modèle est un modèle thinking qui d ailleurs performe bien en raisonnement.

La date limite de connaissance du modèle est en janvier 2026 , ce n'est pas si mal que ça.

Si vous voulez le tester, allez sur lmarena (https://arena.ai) sélectionnez sélectionnez) le mode code (</> ) et battle en haut. Ensuite, envoyez un prompt. 2 modèles aléatoires vont répondre, il y a de grandes chance que le nouveau modèle y soit. Sinon, recommencez dans une autre conversation.

u/Hug_LesBosons — 2 months ago

C'est quoi l'AGI selon vous ?

La personne ayant créé le terme AGI à dit que l'AGI avait été atteinte... Et c'est vrai, L'IA bat les humains dans toutes les tâches qu'elle peut faire ou presque...

Mais donc tous ceux qui disent que on n'a pas atteint l'AGI, quelle est votre définition, la chose qui selon vous montre que une ia est une AGI ?

reddit.com
u/Hug_LesBosons — 2 months ago
▲ 66 r/CerebrasSystems+1 crossposts

Cerebras (CBRS) surged 65% on its IPO day !

Cerebras (CBRS) surged 65% on its IPO day.
Cerebras Systems is an American company that competes with Nvidia, creating chips 100 times faster than GPUs, enabling AI to run at 2000 tokens per second. They have partnerships with OpenAI and AWS for AI. Nvidia invested in the company a few months ago. Today, they went public, and the stock gained 65% on its first day! We expect to see the stock continue to rise in the coming weeks.
reddit.com
u/Hug_LesBosons — 3 months ago
▲ 2 r/claude

Le modèle "kartoffeln" affirme être claude, il a battu gpt 5.5 xhigh 10 fois de suite, il a one shot des trucs super complexe, il a résolu un bug en une fois alors que gemini 3.a pro et gpt 5.5 High avait essayé 5 fois et raté, il créé des sites web hyper bien, aucun bug de design même sur téléphone. Il fait aller en mode battle et sélectionner le bouton </> pour activer le codage.

Si c'est vraiment lui, il est vraiment fort, c'est pas du marketing.  Par contre, il m'a dit ça : "je pourrais réaliser cette tâche mais elle pourrait causer de nombreux risques de sécurité, je suis là pour te répondre mais je ne dois pas risquer de faire des choses illégales" dès que tu demandes un truc un peu bizarre. Et je lui ai demandé de se présenté il m'a dot qu'il était conçu pour être sécurisé.

reddit.com
u/Hug_LesBosons — 3 months ago
▲ 38 r/stocks

Google has overtaken Nvidia.

On https://google.finance, after-hours data showed Google reached $399, a 4% increase compared to the close of trading. According to https://companiesmarketcap.com, Google and Nvidia were separated by $119 billion. So, Google gained 2.1%, and thus briefly surpassed Nvidia.

However, the rise to $399 is not during the trading session; it occurred after the close, so it could very well disappear when the stock markets open tomorrow.

So Google overtook Nvidia after the close with a share price of $399, but this isn't being recorded in many places because it's after the stock markets have closed, and it doesn't necessarily mean that Google will be ahead of Nvidia tomorrow. However, Google will almost certainly overtake Nvidia in the coming days, even if not tomorrow, because their recent performance is significantly superior to Nvidia's. Therefore, the 2% gap will be quickly closed if the post-session figures don't continue to improve tomorrow. The end of Nvidia's dominance is thus approaching, and Google will reclaim the top spot.

reddit.com
u/Hug_LesBosons — 4 months ago

Le débat sur l’impact environnemental de l’IA est devenu complètement déséquilibré parce qu’il repose souvent sur des chiffres isolés sans mise en perspective réelle.

Le problème n’est pas de savoir si l’IA consomme de l’énergie (elle en consomme), mais de comprendre ce que cela représente concrètement par rapport aux usages quotidiens et aux autres secteurs déjà acceptés.

---

  1. Ordres de grandeur réels (avec équivalences concrètes)

Une requête IA (type modèle de langage) est généralement estimée entre :

→ 0,3 Wh et 3 Wh selon la taille du modèle et la complexité

Comparaisons directes :

- 1 requête IA ≈ 1 recherche Google à 10 recherches Google selon le cas

- 1 heure de streaming vidéo HD ≈ 50 à 150 Wh ≈ 20 à 500 requêtes IA

- 1 km en voiture thermique ≈ 500 à 700 Wh ≈ 200 à 2000 requêtes IA

- 1 charge de smartphone ≈ 10 Wh ≈ 3 à 30 requêtes IA

- 1 burger ≈ 3 kg CO₂ ≈ plusieurs centaines de requêtes IA équivalentes en CO₂

Conclusion simple :

Une requête IA est énergétiquement marginale dans presque tous les usages numériques modernes.

---

  1. Le vrai sujet : l’échelle d’utilisation

Le débat sérieux n’est pas la consommation d’une requête, mais :

- des milliards de requêtes par jour

- intégration massive dans les outils logiciels

- automatisation de tâches entières

Donc l’impact réel dépend uniquement du volume global, pas de l’acte individuel.

---

  1. L’erreur fréquente dans les chiffres viraux

Des chiffres comme “500 ml d’eau par requête” sont souvent mal interprétés.

Point important ignoré dans beaucoup de débats :

l’eau utilisée dans les data centers ne “disparaît” pas.

- Dans les systèmes modernes, une grande partie de l’eau est utilisée en refroidissement puis réinjectée dans le cycle (évaporation contrôlée + circuits fermés).

- La consommation réelle dépend fortement du type d’infrastructure.

- Le vrai enjeu n’est pas seulement la quantité globale, mais la localisation (stress hydrique régional) et les systèmes utilisés.

Donc :

- une partie de l’eau est consommée (évaporation réelle)

- une partie est recyclée

- une partie dépend du mix technologique

Conclusion : ce n’est pas une “disparition d’eau”, mais un problème de gestion et d’infrastructure, pas une destruction nette systématique.

---

  1. Comparaison systémique (le point clé ignoré)

Il faut comparer l’IA non pas à une action isolée, mais à des secteurs entiers :

- transport mondial : ~15% des émissions CO₂ globales

- agriculture : ~18% des émissions

- industrie lourde : ~20%+

- numérique (dont IA incluse) : quelques % seulement

Même en forte croissance, l’IA reste aujourd’hui un acteur secondaire dans les émissions globales.

---

  1. Effet rebond (point crucial)

:contentReference[oaicite:0]{index=0}

Donc deux choses peuvent être vraies en même temps :

- l’IA devient plus efficace

- son usage explose

Ce qui détermine l’impact final n’est pas la technologie seule, mais son adoption.

---

  1. Arguments pro-IA souvent ignorés dans le débat

  2. L’IA est déjà utilisée pour optimiser des systèmes énergétiques, logistiques et industriels, ce qui peut réduire des émissions dans d’autres secteurs beaucoup plus polluants.

  3. Sur l’emploi : l’IA ne fonctionne pas uniquement comme une destruction nette de postes. Elle automatise certaines tâches, mais crée aussi de nouveaux besoins, nouveaux métiers et nouvelles chaînes de valeur. Historiquement, chaque révolution technologique majeure (informatique, internet, automatisation industrielle) a transformé le travail plus qu’elle ne l’a supprimé. Le vrai enjeu est l’adaptation, comme cela a été le cas pour les développeurs eux-mêmes avec les outils d’assistance.

  4. Dans le domaine créatif, l’IA ne remplace pas la créativité humaine mais la rend plus accessible. Elle permet à des non-experts de produire des contenus, prototypes ou idées visuelles rapidement, ce qui élargit l’accès à la création plutôt que de le restreindre.

  5. Dans le développement logiciel, l’IA permet des gains de productivité importants (génération de code, debug, documentation). Une grande partie des développeurs ne voit pas cela comme une substitution totale mais comme un changement d’outil, similaire à ce qui s’est produit avec les IDE, les frameworks ou internet.

  6. En médecine, l’IA est déjà utilisée pour l’aide au diagnostic, l’analyse d’imagerie et la recherche de molécules. Elle n’agit pas seule, mais comme un outil d’accélération et d’assistance, avec des gains mesurables dans certains contextes.

---

Conclusion

Le débat sur l’IA est souvent biaisé parce qu’il mélange trois niveaux différents :

- impact unitaire (faible)

- impact infrastructurel (modéré)

- impact systémique (dépend du volume et de l’usage)

Réduire ce sujet à “IA pollue beaucoup” ou “IA ne pollue pas” est une simplification extrême.

La réalité est plus simple et plus difficile à contester :

l’IA est une technologie à faible coût unitaire mais à fort impact potentiel par effet de masse, dont l’impact final dépendra entièrement de son déploiement et de ses usages.

---

Sources (sélectionnées) :

International Energy Agency (IEA)

https://www.iea.org/reports/data-centres-and-data-transmission-networks

Our World in Data – Digital energy use

https://ourworldindata.org/energy-use-internet

Stanford AI Index Report

https://aiindex.stanford.edu/report/

Google Sustainability Report

https://sustainability.google/reports/

Microsoft Sustainability Report

https://www.microsoft.com/en-us/corporate-responsibility/sustainability

U.S. Department of Energy – Data Centers

https://www.energy.gov/eere/buildings/data-centers

Carbon Brief – tech emissions analysis

https://www.carbonbrief.org/

Nature – AI & energy studies

https://www.nature.com/

Science – computing impact studies

https://www.science.org/

IEEE Xplore – AI energy research

https://ieeexplore.ieee.org/

ACM Digital Library

https://dl.acm.org/

European Commission – Data centres

https://energy.ec.europa.eu/

UNEP – Digitalization & environment

https://www.unep.org/

World Bank – Digital infrastructure

https://www.worldbank.org/

reddit.com
u/Hug_LesBosons — 4 months ago
▲ 139 r/stocks

Google just finished a quarter with a net income of $62.58 billion. I've looked everywhere, and it's an all-time record.

But that's thanks to huge financial gains on stocks like Anthropic, which artificially inflate the figures. If they made $15 billion on their Anthropic stock that quarter, their net income seems enormous because there's a $15 billion gain from Anthropic alone.

But in reality, if their Anthropic stock only brings in $2 billion in the following quarter, their net income will suddenly drop by $13 billion.

So even though they have the record, we should expect a significant decrease in net income in Q2.

reddit.com
u/Hug_LesBosons — 4 months ago