It’s no easy task, but developing your tone of voice can build trust, reduce conflict, and set the stage for more learning in your classroom, research shows. Using your voice to manage a classroom is one of the most powerful tools at your disposal.

This is a 1 hour general-audience introduction to Large Language Models: the core technical component behind systems like ChatGPT, Claude, and Bard. What they are, where they are headed, comparisons and analogies to present-day operating systems, and some of the security-related challenges of this new computing paradigm. As of November 2023 (this field moves fast!).

Context: This video is based on the slides of a talk I gave recently at the AI Security Summit. The talk was not recorded but a lot of people came to me after and told me they liked it. Seeing as I had already put in one long weekend of work to make the slides, I decided to just tune them a bit, record this round 2 of the talk and upload it here on YouTube. Pardon the random background, that's my hotel room during the thanksgiving break.

• Slides as PDF: https://drive.google.com/file/d/1pxx_ZI7O-Nwl7ZLNk5hI3WzAsTLwvNU7/view?usp=share_link (42MB)
• Slides. as Keynote: https://drive.google.com/file/d/1FPUpFMiCkMRKPFjhi9MAhby68MHVqe8u/view?usp=share_link (140MB)

Few things I wish I said (I'll add items here as they come up): - The dreams and hallucinations do not get fixed with finetuning. Finetuning just "directs" the dreams into "helpful assistant dreams". Always be careful with what LLMs tell you, especially if they are telling you something from memory alone. That said, similar to a human, if the LLM used browsing or retrieval and the answer made its way into the "working memory" of its context window, you can trust the LLM a bit more to process that information into the final answer. But TLDR right now, do not trust what LLMs say or do. For example, in the tools section, I'd always recommend double-checking the math/code the LLM did. - How does the LLM use a tool like the browser? It emits special words, e.g. |BROWSER|. When the code "above" that is inferencing the LLM detects these words it captures the output that follows, sends it off to a tool, comes back with the result and continues the generation. How does the LLM know to emit these special words? Finetuning datasets teach it how and when to browse, by example. And/or the instructions for tool use can also be automatically placed in the context window (in the “system message”). - You might also enjoy my 2015 blog post "Unreasonable Effectiveness of Recurrent Neural Networks". The way we obtain base models today is pretty much identical on a high level, except the RNN is swapped for a Transformer. http://karpathy.github.io/2015/05/21/rnn-effectiveness/ - What is in the run.c file? A bit more full-featured 1000-line version hre: https://github.com/karpathy/llama2.c/blob/master/run.c

Chapters: Part 1: LLMs 00:00:00 Intro: Large Language Model (LLM) talk 00:00:20 LLM Inference 00:04:17 LLM Training 00:08:58 LLM dreams 00:11:22 How do they work? 00:14:14 Finetuning into an Assistant 00:17:52 Summary so far 00:21:05 Appendix: Comparisons, Labeling docs, RLHF, Synthetic data, Leaderboard Part 2: Future of LLMs 00:25:43 LLM Scaling Laws 00:27:43 Tool Use (Browser, Calculator, Interpreter, DALL-E) 00:33:32 Multimodality (Vision, Audio) 00:35:00 Thinking, System 1/2 00:38:02 Self-improvement, LLM AlphaGo 00:40:45 LLM Customization, GPTs store 00:42:15 LLM OS Part 3: LLM Security 00:45:43 LLM Security Intro 00:46:14 Jailbreaks 00:51:30 Prompt Injection 00:56:23 Data poisoning 00:58:37 LLM Security conclusions End 00:59:23 Outro

To hear more audio stories from publications like The New York Times, download Audm for iPhone or Android. You are sitting in a comfortable chair by the fire, on a cold winter’s night. Perhaps you have a mug of tea in hand, perhaps something stronger.

To hear more audio stories from publications like The New York Times, download Audm for iPhone or Android. You are sitting in a comfortable chair by the fire, on a cold winter’s night. Perhaps you have a mug of tea in hand, perhaps something stronger.

------Curiosity Stream Sign Up Link----- https://curiositystream.com/fdsignifier

After a few months of “success” on the platform, I sat to contemplate my journey from unknown content creator scraping for views to hot new video essayist and legit “left tuber”. This contemplation led to numerous questions and ponderings, and as I dived into those questions I started to get frustrated the answers that I arrived at. I got tired of people asking me “where have you been this whole time” when I knew I had been just quietly treading water, wondering why my videos weren’t being seen, and wondering why I barely saw any creators in the mold of what I wanted to do.

To explore these emotions, I talked to a variety of creators and experts on the nature of YouTube as a media platform the algorithmic systems that govern it, and the greater culture around it. I delved into my own concerns and observations about the landscape of YouTube, especially “left tube”.

This video is my thesis on what challenges I and other black creators face.

00:00 Intro 02:12 How Did I Get Here? 08:22 The Untold History of Breadtube/Lefttube 33:17 No Favors From the Algorithm 1:09:10 Problems in the Community

Creators Featured Voice Memos for the Void - https://www.youtube.com/c/voicememosforthevoid Jordan Harrod- https://www.youtube.com/c/JordanHarrod/videos The Storyteller- https://www.youtube.com/c/TheStorytellerAJ CJ the X- https://www.youtube.com/c/CJTheX Noah Samsen- https://www.youtube.com/c/NoahSamsen khadija Mbowe- https://www.youtube.com/c/KhadijaMbowe T1J- https://www.youtube.com/c/the1janitor Legal Eagle- https://www.youtube.com/c/LegalEagle Hank Green- https://www.youtube.com/c/SciShow

Channels Mentioned Yara Zayd- https://www.youtube.com/c/Yharazayd Kolpeshtheyardstick- https://www.youtube.com/channel/UC2Vj51Kp7qPC102MsA98Fww Victory- https://www.youtube.com/channel/UC8JTStI16odEK-N3JJcMmpw

DJ Trackmatic- https://www.instagram.com/trackmatic_idris/?hl=en https://youtube.com/channel/UCqeWnr-XOv2x8jr2fW72mnA

Resources-

Pewdie Pipeline by Noncompete https://www.youtube.com/watch?v=pnmRYRRDbuw&t=1029s

The Alt Right Playbook series by Innuendo Studios https://www.youtube.com/watch?v=4xGawJIseNY&list=PLJA_jUddXvY7v0VkYRbANnTnzkA_HMFtQ

Not So Awesome (channel awesome fall out documentary) https://www.youtube.com/watch?v=FvedKSaHCBQ

Implicit Bias Primer- https://www.simplypsychology.org/implicit-bias.html

Implicit Bias Association Harvard Study- https://implicit.harvard.edu/implicit/takeatest.html

Philosophy stands out among the humanities: it’s one of the few subject areas where women are vastly outnumbered by men. Although male and female students take philosophy undergraduate courses in almost equal numbers, the number of women who pursue a career in philosophy is much lower.

What happens when design and engineering research results in activism, human rights work, politics, or matters of equity and justice? Engineers and designers are often thought of as “problem-solvers” in mostly technical, practical, and formal senses. But this class explores the equally compelling history of engineering and design projects that raise difficult questions, aid marginalized communities, address urgent social issues, or create new social conditions.We’ll talk to designers, artists, and engineers who work on issues of sustainability, power, health, education, and more. And we’ll run our own experiments in creative design work for the public good. The class includes significant reading, field trip(s) and guest lectures, short experiments, and a culminating project.We want you to witness and be inspired by the exciting, expansive fields of what are variously called social design, engineering for the public good, socially engaged art practices, and many other names. However, we also want you to be well versed in the many, many pitfalls of so-called “activist” work with technology—when it’s under-informed, poorly researched, focused on form and not on substance, it risks not only being ineffective, but can lead to actual harm. We take this risk seriously, so this course will have you mostly listening, learning, listening and learning some more, and, finally proposing—not carrying out fully-fledged projects in one semester. Trust us on this: We can have fun and be at play with ideas while also operating with due diligence as socially-minded engineers and designers. Humility and questions are your trusty companions here, your true north. We want to help you to lay a foundation; you will have many, many future opportunities to build the house.

Actor/impressionist Jim Meskimen (Parks & Recreation, Whose Line?, The Marvelous Mrs. Maisel) recites "Pity the Poor Impressionist" poem in 20 celebrity voices, with the help of SHAM00K.

BTS: https://www.youtube.com/watch?v=Wm3squcz7Aw

Please Share, Like and Subscribe. Deep Fake visuals by SHAM00K YouTube: https://bit.ly/2olXCcK Twitter: https://bit.ly/2ohyP9L Contact: lubsey93@gmail.com

Contact Jim Meskimen: www.jimmeskimen.com

John Malkovich https://youtu.be/5rPKeUXjEvE?t=5 Colin Firth https://youtu.be/5rPKeUXjEvE?t=13 Robert Deniro https://youtu.be/5rPKeUXjEvE?t=18 Tommy Lee Jones https://youtu.be/5rPKeUXjEvE?t=25 Nick Offerman https://youtu.be/5rPKeUXjEvE?t=31 George Clooney https://youtu.be/5rPKeUXjEvE?t=36 Christopher Walken https://youtu.be/5rPKeUXjEvE?t=41 Anthony Hopkins https://youtu.be/5rPKeUXjEvE?t=49 Dr. Phil https://youtu.be/5rPKeUXjEvE?t=56 Nicholas Cage https://youtu.be/5rPKeUXjEvE?t=1:01 Arnold Schwarzenegger https://youtu.be/5rPKeUXjEvE?t=1:08 Morgan Freeman https://youtu.be/5rPKeUXjEvE?t=1:15 Bryan Cranston https://youtu.be/5rPKeUXjEvE?t=1:19 Christoph Waltz https://youtu.be/5rPKeUXjEvE?t=1:26 Joe Pesci https://youtu.be/5rPKeUXjEvE?t=1:34 Jack Nicholson https://youtu.be/5rPKeUXjEvE?t=1:39 George W. Bush https://youtu.be/5rPKeUXjEvE?t=1:46 Ian McKellen https://youtu.be/5rPKeUXjEvE?t=1:53 Ron Howard https://youtu.be/5rPKeUXjEvE?t=2:00 Robin Williams https://youtu.be/5rPKeUXjEvE?t=2:05

Pity The Poor Impressionist By Jim Meskimen ©2016

Is anything more sad and lame contemptible, beneath disdain, In short, provoking of disgust than being an impressionist?

A third rate, even fourth rate skill, the definition of "cheap thrill". Like watching farm equipment rust is watching an impressionist.

A relic from a distant day that long since should died away, dishonorably mentioned is the pitiful impressionist.

Weird, and somewhat ostentacious tired debris from old Las Vegas, whose former fans have all dismissed allegiance to impressionists.

How many opportunities passed up and wasted because he's Hell-bound to follow what he must? Pity the poor impressionist.

Doomed to live an abject failure dogged by his own echolalia. Better to crumble into dust than live as an impressionist.

His borrowed voices can't deflect a life of well-deserved neglect. His name's on simply no one's lips; forgotten, vain impressionist.

That sound–did anybody moan? That creature at the microphone is last on everybody's list; forgettable impressionist.

When Peter at that shiny gate condemns those souls who imitate he will but shake a heavenly fist and curse condemned impressionists.

But 'til that time we'll tolerate the good for nothing reprobate, and hide the truth: that we're just pissed that WE can't be impressionists!

'Trust Me' - I'm an Algorithm

Trust is fundamental to all our relationships - not just with our family and friends. We trust banks with our money, we trust doctors with our really personal information. But what happens to trust in a world driven by algorithms? As more and more decisions are made for us by these complex pieces of code, the question that comes up is inevitable: can we trust algorithms?

Join Ali Rae in this first episode of ‘All Hail The Algorithm’ - a 5 part series exploring the impact of these invisible codes on our everyday lives.

In this episode, Ali speaks with Asher Wolf about Australia’s robo-debt scandal, Virginia Eubanks about how inequality is being automated and Sharad Goel about COMPAS - an algorithm being used in courts across the US to assist with sentencing.

Subscribe to our channel http://bit.ly/AJSubscribe Follow us on Twitter https://twitter.com/AJEnglish Find us on Facebook https://www.facebook.com/aljazeera Check our website: http://www.aljazeera.com/

AlJazeeraEnglish #Algorithms #AllHailtheAlgorithm

Let’s start by setting the record straight: mainstream comedies and dramas are great. In an increasingly complicated and frustrating world, cinema as a form of escapism is a valid move, and transporting an audience to a different world and making them laugh or cry is a noble endeavor in 2018.

[Xkeeper] We found the music frequency table [Xkeeper] Let's see what happens when we reverse its order [Raspberry] ... oh dear.

Download the NSF file here: http://ninetales.rustedlogic.net/2BMS.nsf

I contributed a short text to the second issue of NXS: Synthetic Selves. The issue centres on how the self is understood, whether we have a complete agency in constructing ourselves and what kind of images of ourselves we are broadcasting. Buy a copy Online environments are playgrounds for our identities and places for becoming the other. At face value, online platforms seem to promise us the opportunity to become anyone we want. Yet what happens online has consequences in the physical world. And what happens online is supported by the physical systems in which we grow up and live. Technology not only mediates the narratives of our daily lives, it shapes them. With contributions from

Armen Avanessian Hannah Barton Karolien Buurman Gilles De Brock Ivan Cheng Kim de Groot Benjamin Grosser Andrea Karch Kristýna Kulíková Geoffrey Lillemon Geert Lovink Aaron McLaughlin Dr. Alberto Micali Shintaro Miyazaki Nina Power Daniel Rourke Sophia Seawell Marloes de Valk Keith J. Varadi

Release Events NXS will be touring in 3 cities to present the second publication with an exclusive neon cover and screen The One Minutes series curated for the occasion.

Paris: Offprint November 9 – 12 Amsterdam: Athenaeum Nieuwscentrum November 16 Berlin: Trust Ltd November 23

You can Also find NXS at the Exhibition #13 Cybernetic Choreographies at Spectrum Berlin on November 24–26

A NEW commodity spawns a lucrative, fast-growing industry, prompting antitrust regulators to step in to restrain those who control its flow. A century ago, the resource in question was oil. Now similar concerns are being raised by the giants that deal in data, the oil of the digital era.

Shinya Tsukamoto's early super-8 prototype for "Tetsuo: The Iron Man". A man gradually transforms into a robotic, metal-encrusted monster.

Year: 1986

Director: Shinya Tsukamoto

Cast: Tomorowo Taguchi, Kei Fujiwara, Nobu Kanaoka, Shinya Tsukamoto

Année: 2016 Durée: 90' Langue: English / Fr & Nl Sub Réalisateur: Fabrizio Terranova Synopsis: EN - Donna Haraway is a prominent scholar in the field of science and technology, a feminist, and a science-fiction enthusiast who works at building a bridge between science and fiction. She became known in the 1980s through her work on gender, identity, and technology, which broke with the prevailing trends and opened the door to a frank and cheerful trans species feminism. Haraway is a gifted storyteller who paints a rebellious and hopeful universe teeming with critters and trans species, in an era of disasters. Brussels filmmaker Fabrizio Terranova visited Donna Haraway at her home in California, living with her – almost literally, for a few weeks, and there produced a quirky film portrait. Terranova allowed Haraway to speak in her own environment, using attractive staging that emphasised the playful, cerebral sensitivity of the scientist. The result is a rare, candid, intellectual portrait of a highly original thinker. FR - Donna Haraway, éminente philosophe, primatologue et féministe, a bousculé les sciences sociales et la philosophie contemporaine en tissant des liens sinueux entre la théorie et la fiction. Elle s’est fait connaître à partir des années 1980 par un travail sur l’identité qui, rompant avec les tendances dominantes, œuvre à subvertir l’hégémonie de la vision masculine sur la nature et la science. L’auteure du Manifeste Cyborg est aussi une incroyable conteuse qui dépeint dans ses livres des univers fabuleux peuplés d’espèces transfuturistes. Le réalisateur bruxellois Fabrizio Terranova a rencontré Donna Haraway chez elle en Californie. À partir de discussions complices sur ses recherches et sa pensée foisonnante, il a construit un portrait cinématographique singulier qui immerge le spectateur dans un monde où la frontière entre la science-fiction et la réalité se trouble. Le film tente de déceler une pensée en mouvement, mêlant récits, images d’archives et fabulation dans la forêt californienne. Crédits: Production by Atelier Graphoui, CBA, Spectre, Fabbula and Rien à Voir. • written & directed by Fabrizio Terranova • starring: Donna Haraway, Rusten Hogness, Cayenne Pepper • cinematography : Tristan Galand • film editing : Bruno Tracq • original music : Laurent Baudoux & The Fan Club Orchestra • sound : Nicolas Lebecque, Frédéric Fichefet, Cyril Mossé • visual effects : Alain Clément, Patrick Theunen • digital crochet coral reef animation : Clara Sobrino • process witch : Isabelle Stengers • producer : Ellen Meiresonne • co-producer : Olivier Marboeuf, Javier Packer-Comyn, Bruno Tracq • associate producer : Fabien Siouffi • Aides au développement : CBA et Fédération Wallonie-Bruxelles Contact : graphoui.orgCast: Atelier Graphoui and Centre de l'Audiovisuel à BxlTags: atelier, graphoui and 2016

Key Network Statistics *The assumptions underlying this estimate can be found here. Did you know? Ever since its inception Bitcoin’s trust-minimizing consensus has been enabled by its proof-of-work algorithm.

[for In Media Res: mediacommons.futureofthebook.org/imr/] Kyougn Kmi and Daniel Rourke [collectively known as GLTI.CH Karaoke ] facilitate happenings where participants are invited to sing karaoke duets with one another. Breaking from tradition, participants are paired with partners halfway across the world, singing together over the Internet. “Using free versions of Skype, YouTube and collaborative web software livestream.com, we orchestrated duets between people who had never met each other, who didn’t speak the same language, bypassing thousands of geographic miles with glitchy, highly compressed data and a little bit of patience.” [ GLTI.CH Karaoke, from their website ] At these ha[ng]ppenings Kmi and Rourke go to great lengths to avoid glitches + delays + drops [having been present at a few I can attest to this] while trusting in the network’s unreliable signal to not render their name [GLTI.CH] innapropriate. src footage [in order of appearance]: @birmingham: youtube.com/watch?v=KXPy0WtjfBg @manchester: youtube.com/watch?v=8-ARWTyWPXo @amsterdam: youtube.com/watch?v=W-2t1jB7YKw @chicago: vimeo.com/33420876 @camden: youtube.com/watch?v=pLDEHEJWqmECast: Nick BrizTags: glitch, glti.ch, karaoke, art, performance, happening, chicago, amsterdam, birmingham, manchster, camden, daniel rourke, kyougn, kmi, noise, error, music, communication, transmission and network

KEEP IT DIRTY, vol. a., “Filth” (2016) I am filthy [Je suis sale]—writes Lautréamont—I am riddled with lice. Hogs, when they look at me, vomit. My skin is encrusted with the scabs and scales of leprosy, and covered with yellowish pus.