^^Artificial intelligence.

read “Style in Scientific Writing” here.

1. rob: I computer hanno sostituito il capo contabile della banca (negli anni 1970-80), le Artificial Intelligences ...
2. L'intelligenza artificiale ruberà il lavoro (ed è giusto che sia cosi) a chi non la userà !
3. prova Warp invece del terminale standard. Niente più copia incolla dei comandi, parli col terminale e gli fai creare al volo script e comandi bash 😉

AI matematica.

AI transumana.

https://youtu.be/wXorU2jr6v0?si=dC1MBE15uVmxfqPK&t=458

2026-03-31 &t=458 Mistral just entered the voice race with Voxtral,

2026-03-16 Leanstral first open-source code agent designed for LEAN

yt&t=581 Mistralintroduced Leanstral for checking and fixing code through formal reasoning,

https://mistral.ai/news/leanstral

2026-02-14 Google Gemini 3 DeepThink Is Now the Smartest AI In The World  yt

il video dura 22min, merita di essere visto tutto, perlomeno per me che non avevo mai visto risultati di benchmarks

Visione breve per chi codifica

iniziare a 2:15. benchmark "Codeforces" (competitive programming community), e se si guarda solo la tabella del risultato, gia' finito, il commento sottostante dura qualche minuto.

Esempi d'uso fatto in campo scientifico 8:42 

es: circa 6 mesi fa AI era in grado di risolvere problemi di matematica a livello gold medal IMO (International Mathematical Olympiad), ora e' salito a livello dei problemi affrontati per il PhD (Philosophiae Doctor o Dottorato di Ricerca è il più alto grado scolastico universitario ottenibile, focalizzato sulla ricerca scientifica originale, dura solitamente di 3-4 anni).

2026-01-22 Sergey Karayev: "Claude code Opus 4.5 is a watershed moment",

1. moving software creation from an artisanal, craftsman activity to a true industrial process. It’s the Gutenberg press. The sewing machine. The photo camera.
2. David Blundin: "The amount of code I've created in the last couple of months is bigger than my entire life combined"

yt&t=2133  poi per quasi 15 min
Salim Ismail, Alexander Wisser-Gross, Peter H. Diamandis, David Blundin
anthropic/claude-opus-4-5

2026-01-20 yt Demis Hassabis and Dario Amodei, debate AI at Davos World Economic Forum.

Previsioni sull'AI 2026, penso piu' affidabili. Se hai poco tempo, possono bastare 2 minuti da 1:42

• 1:42 Dario Amodei have Engineers within Anthropic who say "I don't write any code anymore. I just let the model write the code. I edit the code."
  1:52  Dario predicts models might be 6 to 12 months away from doing most, maybe all, of what SWEs (Software Engineers) do end-to-end.

penso che la visione di Amodei-Anthropic sia sbilanciata dalla sua specializzazione nel coding.

Dario Amodei (nato 1983) CEO of Anthropic

Demis Hassabis, Deep Mind co-founder & Ceo.

Terminologia

yt Demis Hassabis: AGI vs Superintelligence (And Why We're Not There Yet)

yt Figure Just DROPPED the Most ADVANCED AI ROBOT BRAIN — Meet Helix 02

-----------------------------------------------------

1. 2026-02-10 yt Is This Reasoning Energy Based Model The Next AI Breakthrough? w/ Eve Bodnia of Logical Intelligence
3. 2025-12-08 yt  NeurIPS 2025: Top 3 Highlights

• wp/Conference_on_Neural_Information_Processing_Systems

AI agent >>>

AI assistant

AI matematica >>>

Ricadute AI

2025-10-26 yt 20 PhDs’ In the Time of One: How AI Is Changing College

yt Mind-Blowing Theoretical Physics with DeepSeek

Info particolari

1. ieee/rodney-brooks-ai An Inconvenient Truth About AI: AI won't surpass human intelligence anytime soon
2. ieee/deep-learning-computational-cost.
   es: dimezzare gli errori di riconoscimento fotografico richiede di moltiplicare per 500 la potenza di calcolo

3. yt China's slaughterbots show WW3 would kill us all.

   yt Expert shows AI doesn't want to kill us, it has to.

Biocomputer

wp/Long-term_potentiation

1. 2026-03-14 yt Scientists Put a Fruit Fly’s Brain Into a Computer Simulation — What It Did Next Shocked Everyone...
   • https://eon.systems/updates/embodied-brain-emulation How the Eon Team Produced a Virtual Embodied Fly
   • Scientists have achieved an incredible breakthrough by recreating the brain of a fruit fly inside a computer simulation. By mapping around 140,000 neurons and millions of connections, they built a digital brain that can sense its environment, process information, and even control a virtual body. In the simulation, the digital fly was able to search for food, respond to stimuli, and show behaviors that were not directly programmed by scientists. This discovery shows how powerful neural connections are in generating behavior. It also raises fascinating questions about the nature of intelligence, consciousness, and whether complex brains—including ours—could one day be simulated in computers.

Limiti AI

1. Quando l'intelligenza artificiale bara: l'aneddoto degli husky scambiati per lupi. zeusnews

AI filds

1. wp/Long_short-term_memory
2. LLM Large Language Model
3. Pattern recognition  wp/Pattern_recognition

   A modern definition:

   The field of pattern recognition is concerned with the automatic discovery of regularities in data through the use of computer algorithms and with the use of these regularities to take actions such as classifying the data into different categories.

4. Machine learning; apprendimento automatico.
   1. boosting
5. ibm/autoregressive-model

Generalist agent

2022-5-15 yt Is Gato Really the Future of AI? new multi-modal model.

Idea: usare i programmi per comprendere e generare testi in linguaggio naturale (come GPT-3),

per comprendere e generare un comportamento consono in un ambiente qualsiasi.
es: giocare a un gioco da tavolo; creare la didascalia di foto; comandare un braccio robotico; ...

Per farlo: il comportamento di input-output di un sistema qualsiasi

• detto semplicemente: "viene tradotto in un testo"
• detto un po' piu tecnico: viene serializzato secondo uno schema adatto al caso, e la serie e' elaborata come fosse un testo.

La ricerca di una intelligenza artificiale generalista e' stata innescata da ...

“Single-brain”-style models have interesting connections to neuroscience. Mountcastle (1978) famously stated that “the processing function of neocortical modules is qualitatively similar in all neocortical regions. Put shortly, there is nothing intrinsically motor about the motor cortex, nor sensory about the sensory cortex”. Mountcastle found that columns of neurons in the cortex behave similarly whether associated with vision, hearing or motor control.

This has motivated arguments that

• we may only need one algorithm-model to build intelligence
  (Hawkins and Blakeslee, 2004).

Conclusions

In the future, such models could be used as a default starting point via prompting or
fine-tuning to learn new behaviors, rather than training from scratch.

Neural network, rete neurale

3Blue1Brown series S3 E1

yt neural network, playlist  Chapter 1, Deep learning

wp/Rete_neurale_convoluzionale

AI cosciente

11-6-2022 zn la IA chatbot LaMDA (Language Model for Dialogue Applications) è autocosciente, si può considerare a tutti gli effetti una persona, con emozioni e desideri propri, secondo Blake Lemoine; Google lo sospende.

1. 11-6-2022 washingtonpost/google-ai-lamda-blake-lemoine
   • documentcloud/is-lamda-sentient-an-interview.pdf
2. 12-6-2022 scottaaronson
3. 17-06-2022 yt  No, it's not Sentient - Computerphile
4. google/how-machines-absorb-human-associations-between-words
5. 18-5-2021 google/lamda

scottaaronson.blog  AI scaling

no one is reverse-engineering his connectome

Links

1. wp/AI_boom
2. wp/AI_accelerator
3. yt  AI MOOC  URBINO