flashontrack

keyword 'ia' | 'ai' | 'robota' in Notes

(quasi-stochastic poetry)

https://huggingface.co/spaces/stabilityai/stable-diffusion

Keywords: life, ai, ia, artificial intelligence, bot, robota, chatbot, GPT-3, GPT-4, chatGPT, chatBARD, chatERNIE, chatFIREFLY, chatCLAUDE

sabato 24 settembre 2022

# art: generating images from text

This image was generated by the new open source AI art generator Stable Diffusion.

My inserted text:

"Are you ready for all this?"

<< I’m Melissa Heikkilä, MIT Technology Review’s senior reporter for AI. I’m so happy you’re here. Every week I will demystify the latest AI breakthroughs and cut through the hype. This week, I want to talk to you about some of the unforeseen consequences that might come from one of the hottest areas of AI: text-to-image generation.

Text-to-image AI models are a lot of fun. Enter any random text prompt, and they will generate an image in that vein. Sometimes the results are really silly. But increasingly, they're impressive, and can pass for high-quality art drawn by a human being. >>️

Melissa Heikkila. The Algorithm. MIT Tech Rev. Sep 19, 2022.

https://mailchi.mp/technologyreview.com/welcome-to-the-algorithm-j1fl2n3h99

Also

keyword 'ai' | 'bot' in FonT

keyword 'ia' | 'ai' | 'robota' in Notes (quasi- stochastic poetry)

https://www.quantamagazine.org/melanie-mitchell-trains-ai-to-think-with-analogies-20210714/

Keywords: art, ai, artificial intelligence, bot, robota

martedì 10 agosto 2021

# ai.bot: a mechanism of analogy could be the master key to achieving an abstract artificial intelligence

<< It’s understanding the essence of a situation by mapping it to another situation that is already understood, (..) If you tell me a story and I say, ‘Oh, the same thing happened to me,’ literally the same thing did not happen to me that happened to you, but I can make a mapping that makes it seem very analogous. It’s something that we humans do all the time without even realizing we’re doing it. We’re swimming in this sea of analogies constantly. >> Melanie Mitchell.

️

John Pavlus. The Computer Scientist Training AI to Think With Analogies. QuantaMag. Jul 14, 2021.

https://twitter.com/QuantaMagazine/status/1416798420669509635

Also

here a fuzzy example: "qui non e' impossibile immaginare ..." (here it is not impossible to imagine ... )

in: Notes. Dec 31, 2015 (quasi-stochastic poetry)

https://flashontrack.blogspot.com/2015/12/rmx-s-gst-anomalous-formation-of.html

keyword 'gst' (general system theory) in FonT

https://flashontrack.blogspot.com/search?q=gst

keyword 'organoids' in FonT

https://flashontrack.blogspot.com/search?q=organoids

keyword 'ai' | 'bot' in FonT

keyword 'ia' | 'ai' | 'robota' in Notes (quasi-stochastic poetry)

https://www.sciencedaily.com/releases/2021/03/210325150039.htm

martedì 30 marzo 2021

# ai: how a bot could start playing experimentally (as if it were a video game)

<< Inspired by the mastery of artificial intelligence (AI) over games like Go and Super Mario, scientists (..) trained an AI agent -- an autonomous computational program that observes and acts -- how to conduct research experiments at superhuman levels by using the same approach. >>

<< Since time at our facility is a precious resource, it is our responsibility to be good stewards of that; this means we need to find ways to use this resource more efficiently so that we can enable more science, (..) One bottleneck is us, the humans who are measuring the samples. We come up with an initial strategy, but adjust it on the fly during the measurement to ensure everything is running smoothly. But we can't watch the measurement all the time because we also need to eat, sleep and do more than just run the experiment." >> Daniel Olds.️

<< This is why we taught an AI agent to conduct scientific experiments as if they were video games. This allows a robot to run the experiment, while we -- humans -- are not there. It enables round-the-clock, fully remote, hands-off experimentation with roughly twice the efficiency that humans can achieve, >> Phillip Maffettone.️

️

After AIs mastered Go and Super Mario, scientists have taught them how to 'play' experiments. DOE/ Brookhaven National Laboratory. March 25, 2021.

Phillip M Maffettone, Joshua K Lynch, et al. Gaming the beamlines— employing reinforcement learning to maximize scientific outcomes at large-scale user facilities. Machine Learning: Science and Technology, 2 (2): 025025 doi: 10.1088/ 2632-2153/abc9fc. Mar 25, 2021.

http://dx.doi.org/10.1088/2632-2153/abc9fc

Also

Anomalous formation of molecules after vapor deposition. FonT. Dec 31, 2015.

https://flashontrack.blogspot.com/2015/12/rmx-s-gst-anomalous-formation-of.html

keyword 'ai' | 'bot' in FonT

keyword 'ia' | 'ai' | 'robota' in Notes (quasi- stochastic poetry)

https://arxiv.org/abs/2408.00336

sabato 10 agosto 2024

# ai-bot: Cybloids − Creation and Control of Cybernetic Colloids.

FIG. 11. Particle clusters formed for different parameters of the feedback potential.

AA << present an idea to create particles with freely selectable properties. The properties might depend, for example, on the presence of other particles (hence mimicking specific pair or many-body interactions), previous configurations (hence introducing some memory or feedback), or a directional bias (hence changing the dynamics). Without directly interfering with the sample, each particle is fully controlled and can receive external commands through a predefined algorithm that can take into account any input parameters. This is realized with computer-controlled colloids, which (AA) term cybloids - short for cybernetic colloids. >>

<< For a single particle, this programming can cause subdiffusive behavior or lend activity. For many colloids, the programmed interaction potential allows to select a crystal structure at wish. Beyond these examples, (AA) discuss further opportunities which cybloids offer. >>️

Debasish Saha, Sonja Tarama, et al. Cybloids − Creation and Control of Cybernetic Colloids. arXiv: 2408.00336v1 [cond-mat.soft].

Also: ai (artificial intell), bot, colloids, in https://www.inkgmr.net/kwrds.html

Keywords: AI, Artificial Intell, BOT, AI-BOT, colloids, cybernetic colloids, cybloids

venerdì 1 febbraio 2019

# ai.bot: organizations can help keep workers productive and happy with AI "superminds", by Thomas.

<< Malone (Thomas Malone is a professor of management at MIT’s Sloan School of Management, founder and director of the MIT Center for Collective Intelligence) predicts that AI, robotics, and automation will destroy many jobs-including those of high-skilled knowledge workers-while at the same time creating new ones. By investing in the right kinds of AI, he says, organizations can help keep workers productive and happy-and make sure our “superminds” are actually smarter than our regular minds. >>

How AI is changing knowledge work: MIT’s Thomas Malone. With help from the right AI algorithms, organizations can evolve into "superminds" that are smarter than their individual members. Jan 24, 2019.

https://www.technologyreview.com/s/612815/how-ai-is-changing-knowledge-work-mits-thomas-malone/

https://twitter.com/techreview/status/1089340036498239489

Also

1740 - Codice di macchina IA (moveri machina coepit). Dec 19, 2004.

http://inkpi.blogspot.com/2004/12/1740-codice-di-macchina-ia-moveri.html

https://flashontrack.blogspot.com/search?q=ai.bot

sabato 27 febbraio 2021

# life: even when you play classic (e.g. Montezuma's Revenge), bots win.

<< A team of researchers (..) has developed a set of learning algorithms that proved to be better at playing classic video games than human players or other AI systems. >>

They << explain how their algorithms differ from others and why they believe they have applications in robotics, language processing and even designing new drugs. >>

<< Reinforcement learning algorithms learn how to do things by synthesizing information provided in a large dataset- they recognize patterns and use them to make guesses about new data. (..) But, (..) such algorithms tend to run into trouble when they encounter data that does not fit with other data in the dataset. (AA) have overcome this problem by adding an algorithm that remembers all the paths a previous algorithm has taken as it has tried to solve a problem. When it finds a data point that does not appear to be correct, it goes back to its memory map and tries another route. In terms of playing video games, it retains screen grabs as it plays and when it finds itself losing, goes back to another point in the game and tries another approach. The algorithm also groups together images that look similar to figure out what point in time it should return to if things go awry. >>

<< They then used their system to play 55 Atari games that, over time, have become benchmarks for testing AI systems. The new system beat other AI systems 85.5 percent of the time. It did particularly well at Montezuma's Revenge, scoring higher than any other AI system and beating the record for a human. >>

Bob Yirka. Reinforcement learning algorithms score higher than humans, other AI systems at classic video games. Feb 25, 2021.

https://techxplore.com/news/2021-02-algorithms-score-higher-humans-ai.html

Ecoffet A, Huizinga J, et al. First return, then explore. Nature 590, 580–586. doi: 10.1038/ s41586-020-03157-9. Feb 25, 2021.

https://www.nature.com/articles/s41586-020-03157-9

Also

keyword 'AI' | 'bot' in FonT

keyword 'ia' | 'ai' | 'robota' in Notes (quasi- stochastic poetry)

https://singularityhub.com/2018/07/07/bot-vs-bot-will-the-internet-soon-be-a-place-without-humans/

giovedì 12 luglio 2018

# ai-bot: actually, things could start to get out of control

<< It’s clear that companies have identified the value of bots and integrated them into their sales, customer service, and human resource processes. But now individuals are also starting to use them to navigate through the bot-heavy world of the internet, which leads to bot-bot interactions where humans are not involved anymore. >>

<< If bots are now more efficient than people, they can get things done in a way humans can’t - and we all know this. But when there’s also a bot on the other side, things start to get out of control. >>

Andreas Berger. Bot vs. Bot: Will the Internet Soon Be a Place Without Humans? Jul 07, 2018.

domenica 2 dicembre 2018

# ai-bot AI (co)creators of storytelling ... they don't cry during sad stories, but they could tell when you will

<< “Wow,” you think. “Maybe machines will replace human storytellers, just like self-driving cars could take over the roads.” >>

<< Was it possible, [AA] team asked, that machines could identify common emotional arcs in video stories-the typical swings of fortune that have characters struggling through difficult times, triumphing over hardship, falling from grace, or declaring victory over evil? If so, could storytellers use this information to predict how audiences might respond? These questions have resonance for anyone involved in video storytelling, from amateurs posting on YouTube to studio executives. >>

AI in storytelling: Machines as cocreators. MIT. Dec. 11, 2017. (via McKinsey & Company: Media & Entertainment).

https://www.media.mit.edu/articles/ai-in-storytelling-machines-as-cocreators/

Also

# s-ai: artists and machine intelligence interactions: the Ross' conjecture . Jun 13, 2016.

https://flashontrack.blogspot.com/2016/06/s-ai-artists-and-machine-intelligence.html

# s-ai: A.I. Benjamin: "you'll sell your blood to live" ... Jun 11, 2016.

https://flashontrack.blogspot.com/2016/06/s-ai-benjamin-sell-your-blood-to-live.html

# ai: artificial intelligence AlphaGo becomes its own teacher. Oct 23, 2017.

https://flashontrack.blogspot.com/2017/10/ai-artificial-intelligence-alphago.html

venerdì 24 ottobre 2025

# aibot: Tensor Logic, a hypothesis for the next step in artificial intelligence.

<< ️Progress in AI is hindered by the lack of a programming language with all the requisite features. Libraries like PyTorch and TensorFlow provide automatic differentiation and efficient GPU implementation, but are additions to Python, which was never intended for AI. Their lack of support for automated reasoning and knowledge acquisition has led to a long and costly series of hacky attempts to tack them on. >>

<< ️On the other hand, AI languages like LISP and Prolog lack scalability and support for learning. This (AA) paper proposes tensor logic, a language that solves these problems by unifying neural and symbolic AI at a fundamental level. The sole construct in tensor logic is the tensor equation, based on the observation that logical rules and Einstein summation are essentially the same operation, and all else can be reduced to them. (AA) show how to elegantly implement key forms of neural, symbolic and statistical AI in tensor logic, including transformers, formal reasoning, kernel machines and graphical models. >>

<< ️Most importantly, tensor logic makes new directions possible, such as sound reasoning in embedding space. This combines the scalability and learnability of neural networks with the reliability and transparency of symbolic reasoning, and is potentially a basis for the wider adoption of AI. >>

Pedro Domingos. Tensor Logic: The Language of AI. arXiv: 2510.12269v3 [cs.AI]. Oct 16, 2025.

https://arxiv.org/abs/2510.12269

Also: Millie Marconi. 20ott25 https://x.com/Yesterday_work_/status/1980265546068402492 repost tgn0s937k https://x.com/tgn0s937k30472

Also: ai (artificial intell) (bot), analogy, in https://www.inkgmr.net/kwrds.html

Keywords: ai, aibot, artificial intelligence, tensor logic, unifying neural- symbolic- statistical- AI.

sabato 2 settembre 2017

# ai-bot: 352 predictions of when machines will make humans obsolete

researchers at the Oxford University's Future of Humanity Institute << have carried out the largest-ever survey of machine learning experts on the subject >>

they << contacted 1,634 researchers who published papers at the 2015 NIPS and ICML conferences—the two leading machine learning conferences—and asked them to complete a survey on the topic, with 352 researchers responding >>

<< The aggregate forecast was that there is a 50 percent chance that 'unaided machines can accomplish every task better and more cheaply than human workers' within 45 years >>

Edd Gent. When Will AI Be Better Than Humans at Everything? 352 AI Experts Answer. Jul 25, 2017

https://singularityhub.com/2017/07/25/when-will-ai-be-better-than-humans-at-everything-352-ai-experts-answer/

<< Researchers believe there is a 50% chance of AI outperforming humans in all tasks in 45 years and of automating all human jobs in 120 years, with Asian respondents expecting these dates much sooner than North Americans >>

Katja Grace, John Salvatier, et al. When Will AI Exceed Human Performance? Evidence from AI Experts. arXiv:1705.08807 May 30, 2017

https://arxiv.org/abs/1705.08807

FonT

per mia opinione (di non esperto AI) se/quando il calcolo quantistico sara' fisicamente capillare e a basso costo come lo e' attualmente l'architettura x86, nel giro di 10-15 anni (anche prima) qualsiasi attivita' umana in qualsiasi distretto geografico del pianeta sara' riproducibile, a velocita', accuratezza, professionalita', fantasia sorprendentemente superiori e a costi quasi nulli, tendenti a zero.

Agli umani, per evitare gli usuali vortici autodistruttivi, servira' "l'adatta stringa" ...

http://flashontrack.blogspot.it/search?q=%22adatta+stringa%22

sabato 1 maggio 2021

# life: I'm sorry, but this image has no predictive value

this image has no predictive value; the Bot (relatively omniscient) will indicate the direction; the Human (mumble grumble) will not be able to do other than walk it ... you bet, it's just a matter of time, relatively short time ... Are You Ready?

the image from https://twitter.com/LDO_CTIO (screenshot taken on Feb 25th, 2021 09:55 CET)

keyword 'ai' | 'bot' in FonT

keyword 'ia' | 'ai' | 'robota' in Notes (quasi- stochastic poetry)

https://www.nature.com/articles/d41586-025-00068-5

sabato 25 gennaio 2025

# life: the Age of hallucinatory artificial intelligence (AI); the beginning.

<< It’s well known that all kinds of generative AI, including the large language models (LLMs) behind AI chatbots, make things up. This is both a strength and a weakness. It’s the reason for their celebrated inventive capacity, but it also means they sometimes blur truth and fiction, inserting incorrect details into apparently factual sentences. >>

<< They sound like politicians, they tend to make up stuff and be totally confident no matter what. >> Santosh Vempala. ️

<< Chatbots err for many reasons, but computer scientists tend to refer to all such blips as hallucinations. It’s a term not universally accepted, with some suggesting ‘confabulations’ or, more simply, ‘bullshit’. The phenomenon has captured so much attention that the website Dictionary.com picked ‘hallucinate’ as its word of the year for 2023. >>️

<< Because AI hallucinations are fundamental to how LLMs work, researchers say that eliminating them completely is impossible. >>️

Nicola Jones. AI hallucinations can’t be stopped — but these techniques can limit their damage. Nature. 637, 778-780. Jan 21, 2025.

Also: ai (artificial intell) (bot), nfulaw, in https://www.inkgmr.net/kwrds.html

Keywords: life, ai, artificial intell, LLMs, bot, nfulaw

lunedì 29 ottobre 2018

# ai.bot: their names are Rosie and Norman; they could see you soon ...

about Rosie https://newyork.cbslocal.com/2018/10/16/knightscope-robot-security-patrol/amp

about Norman http://norman-ai.mit.edu/

also

https://flashontrack.blogspot.com/search?q=nfulaw

https://flashontrack.blogspot.com/search?q=ai-bot

PS: non e' casuale se ho scelto la forma "they could see you" anziche' "they could meet you"; "meet" significa "incontro", "to come into contact or conjunction with" percio' comporta anche "scambio"; invece "see" significa qui "osservare", "to perceive by the eye", "to come to know"; Lo "scambio" qui e' assente a priori. Vale a dire "apertura" di una finestra di osservazione per la raccolta, l'analisi, la modellizzazione delle informazioni, e poi le previsioni, il controllo; e poi anche "blablabla", anzicheforse. 2018-1030 15:45.

sabato 5 novembre 2022

# jazz: a 'Trombiverse' approach, 'hear Beethoven like you've never heard it before'

<< Trombone Champ is the world's first trombone-based rhythm music game. Unlike most music games, you can freely play any note at any time. You're not just following along with the music, you're actually playing the music! >>️

Holy Wow. Trombone Champ. Sep 15, 2022.

https://store.steampowered.com/app/1059990/Trombone_Champ

https://twitter.com/pcgamer/status/1572372646012260353

Christopher Livingston. The world's first trombone rhythm game is instantly a GOTY contender. Sep21, 2022.

https://www.pcgamer.com/the-worlds-first-trombone-rhythm-game-is-instantly-a-goty-contender

cit. @RhiannonJudithW. The Download. MIT. Sep 22, 2022.

https://mailchi.mp/technologyreview.com/1ys7rzr55b

FonT

a working hypothesis: anyone could summarize, filtering life-data through an artificial intelligence, the salient episodes of one's own existence through an approach of this type ...

Also

'jazz' in FonT

https://flashontrack.blogspot.com/search?q=jazz

'jazz' | 'jazzy' | 'funky' | in FonT (twitter)

https://twitter.com/flashontrack

'jazz' in Notes

(quasi-stochastic poetry)

https://inkpi.blogspot.com/search?q=jazz

'ai' | 'bot' in FonT

'ia' | 'ai' | 'robota' in Notes

(quasi-stochastic poetry)