Democratizing Artificial Intelligence to Benefit Everyone: Shaping a Better Future in the Smart Technology Era https://twitter.com/burny_tech/status/1749422918096822457 [The core message of this... - Zarathustra Amareis Goertzel](https://www.facebook.com/zarathustra.goertzel/posts/pfbid0Kznb1GoDtZF12XuZaxNZpK5sriHmtREx93wSJZw3m4MCikRhrHe3PykVEGerSwaKl) Against centralization against risk https://twitter.com/BasedBeffJezos/status/1736221260827226360 https://twitter.com/gsarti_/status/1749366992132292652 Nejlepší tldr https://twitter.com/karpathy/status/1745921205020799433 [[2311.07590] Technical Report: Large Language Models can Strategically Deceive their Users when Put Under Pressure](https://arxiv.org/abs/2311.07590) LLM strategically deceiving their users in a realistic situation without direct instructions or training for deception Trycyclic antidepressant meta-analysis - its weak https://twitter.com/EikoFried/status/1749400762369581202 https://twitter.com/LakeBrenden/status/1749473226466402638?t=vGi7zu0kom6xiQZ0j2nMvg&s=19 how people learn compositional visual concepts through both Bayesian program induction and meta-learning Quantum thermodynamic computing https://twitter.com/GillVerd/status/1748126660300579045?t=W7jqU8jVhmC_0KaM5DN1Zg&s=19 That's annual more than doubling. https://twitter.com/burny_tech/status/1748266879838199975?t=_rMWlQohyP4JLmciCSZLZg&s=19 [Mark Zuckerberg on Instagram: "Some updates on our AI efforts. Our long term vision is to build general intelligence, open source it responsibly, and make it widely available so everyone can benefit. We're bringing our two major AI research efforts (FAIR and GenAI) closer together to support this. We're currently training our next-gen model Llama 3, and we're building massive compute infrastructure to support our future roadmap, including 350k H100s by the end of this year -- and overall almost 600k H100s equivalents of compute if you include other GPUs. Also really excited about our progress building new AI-centric computing devices like Ray Ban Meta smart glasses. Lots more to come soon."](https://www.instagram.com/p/C2QARHJR1sZ/) Open source AGI acceleration landscape https://twitter.com/bindureddy/status/1748120052413653418?t=xY46CItMm-5tF8a6yObwpw&s=19 GPT4 level conversational LLMs https://twitter.com/_akhaliq/status/1748168711368802328?t=QJRK9phXBgqVLAA9NfZA6A&s=19 https://twitter.com/BoyanSlat/status/1746211702968906049 Prepper Kits for an AI Apocalypse https://twitter.com/IntuitMachine/status/1631680192358801410 Cofounder of Google DeepMind Mustafa Suleyman says that AI will be able to create and run its own business within the next five years as an entrepreneur and inventor [AI Could Run Businesses in Five Years, Google DeepMind Cofounder Says](https://www.businessinsider.com/google-deepmind-ai-could-run-businesses-in-five-years-2024-1?utm_source=reddit.com) And for some agency, more hardcoded goals, intentions, curiousity is also extremely critical for AGI which is also still pretty weak in engineering [CAN AI THINK ON ITS OWN? - YouTube](https://youtu.be/zMDSMqtjays?si=Gb2AGCrXLoaH3pzl) Flow engineering https://twitter.com/swyx/status/1748089313433420115?t=mCwTzerKvomWRJvkY_oBIg A mind isn't a single agent, but a superposition of many agents, most of them old snapshots of a past state, ready to be brought back to handle new relevant situations. Your personality and cognitive abilities fluctuate depending on which one you are currently enacting. https://twitter.com/fchollet/status/1748234154586894736 https://twitter.com/GoogleAI/status/1748058161922347352 Introducing ASPIRE, a framework that enhances the selective prediction capabilities of large language models, enabling them to output an answer paired with a confidence score. Learn how it outperforms state-of-the-art methods on a variety of QA datasets. → [Introducing ASPIRE for selective prediction in LLMs – Google Research Blog](https://goo.gle/3RWpChi) Yoneda lemma abstract definition https://twitter.com/mattecapu/status/1748322794163589610 Elon Musk: we have a silicon shortage today, we will have a voltage transformer shortage in a year and electricity shortages in 2 years https://twitter.com/tsarnick/status/1748119717712408909 New Google paper enabling LLMs to output an answer paired with a confidence score https://twitter.com/GoogleAI/status/1748058161922347352 To speed up LLMs' inference and enhance LLM's perceive of key information, compress the prompt and KV-Cache, which achieves up to 20x compression with minimal performance loss. [(Long)LLMLingua | Designing a Language for LLMs via Prompt Compression](https://llmlingua.com/) [Graph & Geometric ML in 2024: Where We Are and What’s Next (Part I — Theory & Architectures) | by Michael Galkin | Jan, 2024 | Towards Data Science](https://towardsdatascience.com/graph-geometric-ml-in-2024-where-we-are-and-whats-next-part-i-theory-architectures-3af5d38376e1) [Graph & Geometric ML in 2024: Where We Are and What’s Next (Part II — Applications) | by Michael Galkin | Jan, 2024 | Towards Data Science](https://towardsdatascience.com/graph-geometric-ml-in-2024-where-we-are-and-whats-next-part-ii-applications-1ed786f7bf63) https://twitter.com/architectonyx/status/1708516507263869426 Langchain multion https://twitter.com/LangChainAI/status/1748404710686785629?t=-mWA6xk1ORTX0FslRkfZrQ&s=19 Principle of least action [Stationary-action principle - Wikipedia](https://en.wikipedia.org/wiki/Stationary-action_principle) [ChatGPT](https://chat.openai.com/share/d77e006e-9a3d-4f77-99a7-25e02f2cf152) [ChatGPT](https://chat.openai.com/share/64ef80f1-2a9a-46d8-860a-cb61f11512d7) [Quanta Magazine](https://www.quantamagazine.org/how-our-reality-may-be-a-sum-of-all-possible-realities-20230206/) [Stationary-action principle - Wikipedia](https://en.wikipedia.org/wiki/Stationary-action_principle) https://www.lesswrong.com/posts/TK92QZ8L6cXvvhXbF/gaia-network-an-illustrated-primer I wonder often how close to the brain do we actually have to get to create machines that can be merged with our biological neural network or to create machines that can be considered as conscious. Do we need to match "hardware architecture" architecture deeply, or just "software architecture" lightly. ([Theories of consciousness | Nature Reviews Neuroscience](https://www.nature.com/articles/s41583-022-00587-4) , [Consciousness - Wikipedia](https://en.wikipedia.org/wiki/Consciousness#Models) , https://en.wikipedia.org/wiki/Models_of_consciousness) Qualia research institute ([On Connectome and Geometric Eigenmodes of Brain Activity: The Eigenbasis of the Mind?](https://qri.org/blog/eigenbasis-of-the-mind) , https://philarchive.org/rec/GMEDFT) and some neuromophic computing groups ([Joscha Bach, Yulia Sandamirskaya: "The Third Age of AI: Understanding Machines that Understand" - YouTube](https://www.youtube.com/watch?v=6xHVtgwNBcY)) are on this spectrum very close to the "we need to replicate hardware deeply". IIT, GWT ([Quanta Magazine](https://www.quantamagazine.org/what-a-contest-of-consciousness-theories-really-proved-20230824/) , https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9916582/ ), Active Inference (https://direct.mit.edu/books/oa-monograph/5299/Active-InferenceThe-Free-Energy-Principle-in-Mind) and Joscha Bach ([Joscha Bach - Consciousness as a coherence-inducing operator - YouTube](https://www.youtube.com/watch?v=qoHCQ1ozswA)) is more on the functional level. (https://www.frontiersin.org/articles/10.3389/frai.2020.00030/full), free energy principle tries to merge these levels? ([Karl Friston on Unifying The Cognitive Sciences - YouTube](https://www.youtube.com/watch?v=Q9hOPiSHbwo) https://www.sciencedirect.com/science/article/pii/S037015732300203X [Inner screen model of consciousness: applying free energy principle to study of conscious experience - YouTube](https://www.youtube.com/watch?v=yZWjjDT5rGU) [Physics as Information Processing ~ Chris Fields ~ AII 2023](https://coda.io/@active-inference-institute/fields-physics-2023) [#67 Prof. KARL FRISTON 2.0 [Unplugged] - YouTube](https://www.youtube.com/watch?v=xKQ-F2-o8uM) ) But I'm open to anything on this spectrum really. [Urease-Powered Nanobots: A Potential Game-Changer in Bladder Cancer Treatment](https://bnnbreaking.com/breaking-news/health/urease-powered-nanobots-a-potential-game-changer-in-bladder-cancer-treatment/) [Meta-Learning: An Overview and Applications | Basal Analytics](https://basalanalytics.com/blog/meta-learning-an-overview-and-applications/) [Democratic inputs to AI grant program: lessons learned and implementation plans](https://openai.com/blog/democratic-inputs-to-ai-grant-program-update) Faster LLM inference https://twitter.com/lmsysorg/status/1747675649412854230?t=frt-jpXrgNPHLeNH8JO5SQ&s=19 Will we jump from current unsustainable maladaptive local minimum of our civilizational cybernetic architecture to more optimal local minimum, or to an even more maladaptive local minimum such as dystopia and extinction? To what degree is our evolutionary cilizational experiement chaotic uncoordinated clueless monkeys pressing random buttons not really knowing what we're doing hoping it will collectively work without the ability to actually make future go as we want? https://twitter.com/burny_tech/status/1747953441584935250 Gödel universe: a solution to general theory of relativity that has many unusual properties—in particular, the existence of closed time-like curves that would allow time travel. [Gödel's Solution to Einstein's Field Equations (1949)](https://www.privatdozent.co/p/godels-solution-to-einsteins-field) https://twitter.com/XinYaanZyoy/status/1748063349575704759 MultiON_AI web agent: We just solved the long-horizon planning & execution issue with Agents https://twitter.com/DivGarg9/status/1747683043446579416 This but as generic multimodal agent in your operating system combined with Open Interpreter. Open Interpreter lets LLMs run code on your computer to complete tasks. [The Open Interpreter Project](https://openinterpreter.com/) information theory summary https://twitter.com/francoisfleuret/status/1747974813472186760 https://twitter.com/goodside/status/1730410630673244654 coding LLm SotA https://twitter.com/svpino/status/1747971746047627682?t=4M2SsIDpEiBl1ETX_fI4jQ&s=19 https://twitter.com/marktenenholtz/status/1748050083046736203 [CAN AI THINK ON ITS OWN? - YouTube](https://youtu.be/zMDSMqtjays?si=xUDD0LRWorFR_Er_) [CAN AI THINK ON ITS OWN? - YouTube](https://youtu.be/zMDSMqtjays?si=s42kAXtf9wMlfWsP) [2020 Machine Learning Roadmap (95% valid for 2023) - YouTube](https://youtu.be/pHiMN_gy9mk?si=4FNUjRneMDAyN_Ax) 4. Can a combination of smaller models collaboratively achieve comparable or enhanced performance relative to a singular large model? Blending Is All You Need: Cheaper, Better Alternative to Trillion-Parameters LLM [[2401.02994] Blending Is All You Need: Cheaper, Better Alternative to Trillion-Parameters LLM](https://arxiv.org/abs/2401.02994) 4. The case against the lab leak theory: Every reason why lab leak theories fail and a natural origin of covid is more likely. [The case against the lab leak theory | by Peter Miller | Microbial Instincts | Medium](https://medium.com/microbial-instincts/the-case-against-the-lab-leak-theory-f640ae1c3704) (see also: [Peter Miller - YouTube](https://www.youtube.com/@tgof137/videos)) We have already done quantum experiments with gravity [[1510.03078] Gravity experiments with ultracold neutrons and the qBounce experiment](https://arxiv.org/abs/1510.03078) [[2302.03025] A Toy Model of Universality: Reverse Engineering How Networks Learn Group Operations](https://arxiv.org/abs/2302.03025) [[2205.10513] Computable Artificial General Intelligence](https://arxiv.org/abs/2205.10513) [[2302.00843] Enactivism & Objectively Optimal Super-Intelligence](https://arxiv.org/abs/2302.00843) [[2304.12686] On the Computation of Meaning, Language Models and Incomprehensible Horrors](https://arxiv.org/abs/2304.12686) [[2302.03189] Emergent Causality & the Foundation of Consciousness](https://arxiv.org/abs/2302.03189) [Can large language models identify and correct their mistakes? – Google Research Blog](https://blog.research.google/2024/01/can-large-language-models-identify-and.html) [How OpenAI is approaching 2024 worldwide elections](https://openai.com/blog/how-openai-is-approaching-2024-worldwide-elections) [Quanta Magazine](https://www.quantamagazine.org/the-cause-of-depression-is-probably-not-what-you-think-20230126/) [A Test of Cosmic Inflation and Quantum Gravity | by Avi Loeb | Medium](https://avi-loeb.medium.com/a-test-of-cosmic-inflation-and-quantum-gravity-4a8b9e149181) testing astrology - its statistical noise [We Empirically Tested Astrology, And... - Spencer Greenberg](https://www.facebook.com/spencer.greenberg/posts/pfbid0a2BPDdJjqBzVHwLeUW6D1mSLcAxNHFnagFsGPcM7bTDbQxabFt1D4UvDQXrZdzeTl) [Can astrology predict life outcomes? We tested it.](https://www.clearerthinking.org/post/we-tested-the-predictive-power-of-astrology-here-are-the-results) [[2311.13165] Multimodal Large Language Models: A Survey](https://arxiv.org/abs/2311.13165) [AMIE: A research AI system for diagnostic medical reasoning and conversations – Google Research Blog](https://blog.research.google/2024/01/amie-research-ai-system-for-diagnostic_12.html) [Extracting interpretable signatures of whole-brain dynamics through systematic comparison | bioRxiv](https://www.biorxiv.org/content/10.1101/2024.01.10.573372v1) Extracting interpretable signatures of whole-brain dynamics through systematic comparison. The data-driven approach here enables the systematic identification and interpretation of disorder-specific dynamical signatures, with applicability beyond neuroimaging to diverse scientific problems involving complex time-varying systems. [Supertools | Best AI Tools Guide]([Supertools | Best AI Tools Guide](https://supertools.therundown.ai/)) [AMIE: A research AI system for diagnostic medical reasoning and conversations – Google Research Blog]([AMIE: A research AI system for diagnostic medical reasoning and conversations – Google Research Blog](https://blog.research.google/2024/01/amie-research-ai-system-for-diagnostic_12.html)) [[2401.05033] Bootstrapping LLM-based Task-Oriented Dialogue Agents via Self-Talk]([[2401.05033] Bootstrapping LLM-based Task-Oriented Dialogue Agents via Self-Talk](https://arxiv.org/abs/2401.05033)) [Extracting interpretable signatures of whole-brain dynamics through systematic comparison | bioRxiv](https://www.biorxiv.org/content/10.1101/2024.01.10.573372v1) Extracting interpretable signatures of whole-brain dynamics through systematic comparison. The data-driven approach here enables the systematic identification and interpretation of disorder-specific dynamical signatures, with applicability beyond neuroimaging to diverse scientific problems involving complex time-varying systems. [[2401.02843] Thousands of AI Authors on the Future of AI](https://arxiv.org/abs/2401.02843) [OpenAI Flip-Flops and '10% Chance of Outperforming Humans in Every Task by 2027' - 3K AI Researchers - YouTube](https://youtu.be/cI108ly0hXs?si=Y1nI6XQPDtx8BRdv&t=786) Thousands of AI Authors on the Future of AI [Language models can explain neurons in language models]([Language models can explain neurons in language models]([Language models can explain neurons in language models]([Language models can explain neurons in language models](https://openai.com/research/language-models-can-explain-neurons-in-language-models)))) open interpreter desktop assistant [ChatGPT "Code Interpreter" But 100% Open-Source (Open Interpreter Tutorial) - YouTube](https://www.youtube.com/watch?v=xPd8FFzIeOw) [AMIE: A research AI system for diagnostic medical reasoning and conversations – Google Research Blog]([AMIE: A research AI system for diagnostic medical reasoning and conversations – Google Research Blog](https://blog.research.google/2024/01/amie-research-ai-system-for-diagnostic_12.html)) AMIE: A research AI system for diagnostic medical reasoning and conversations topos theory, that formalizes the notion of different mathematical universes, such as law of excluded middle being an axiom or not (every proposition is either true or false) or infinitesimals being an actual number object in synthetic differential geometry, all using subobject classifiers [Category Theory For Beginners: Topos Theory And Subobjects - YouTube](https://www.youtube.com/watch?v=o-yBDYgUqZQ) CrewAI LLM multiagent framework, Open source Autogen alternative, more flexible [CrewAI Tutorial - Next Generation AI Agent Teams (Fully Local) - YouTube]([CrewAI Tutorial - Next Generation AI Agent Teams (Fully Local) - YouTube](https://www.youtube.com/watch?v=tnejrr-0a94)) It's actually pretty easy to write multiagent ecosystems of interacing LLM agents solving a task together right now. I think it's not that hard to go meta and make multiagent ecosystem of interacing LLM agents writing multiagent ecosystems of interacing LLM agents. Writing a small documentation on how to write these simple programs and give it to the higher order ecosystem as instructions in an external memory tool to search in, or in context window. Or instruct it to search the existing documentation of these tools or how to use them on the internet. https://github.com/BurnyCoder/ai-agi-researchers/blob/main/multi_agent.py biggest neuromorphic project [New computer will mimic human brain -- and I'm kinda scared - YouTube](https://www.youtube.com/watch?v=8-WZiLOxoC8) LLMs in games [AI NPCS Are About To Get CRAZY (New research paper) Videogame AI Agents - YouTube](https://www.youtube.com/watch?v=ozoPja1TkFg&t=443s) [LARP: LANGUAGE-AGENT ROLE PLAY FOR OPEN-WORLD GAMES]([LARP: LANGUAGE-AGENT ROLE PLAY FOR OPEN-WORLD GAMES](https://miao-ai-lab.github.io/LARP/)) Hmm, když se takhle podaří rozložit jak se různý konkrétní features a circuits skládají v nejpoužívanějších open source modelech na senzitivních místech pro companies, státy, lidi,..., tak je z toho technicky (často transferable i na closed source modely) automated gradientsearchbased jailbreak attacks free real estate in theory forcing arbitrary behavior https://www.lesswrong.com/posts/93nKtsDL6YY5fRbQv/case-studies-in-reverse-engineering-sparse-autoencoder [[2307.15043] Universal and Transferable Adversarial Attacks on Aligned Language Models]([[2307.15043] Universal and Transferable Adversarial Attacks on Aligned Language Models](https://arxiv.org/abs/2307.15043)) [Von Neumann entropy - Wikipedia]([Von Neumann entropy - Wikipedia]([Von Neumann entropy - Wikipedia](https://en.wikipedia.org/wiki/Von_Neumann_entropy))) [[2401.05033] Bootstrapping LLM-based Task-Oriented Dialogue Agents via Self-Talk]([[2401.05033] Bootstrapping LLM-based Task-Oriented Dialogue Agents via Self-Talk](https://arxiv.org/abs/2401.05033)) “CrewAI allows you to create incredible AI agent teams, similar to AutoGen. It is simple and intuitive, allowing you to accomplish tasks like research, writing, stock analysis, and trip planning. Plus, it can run entirely locally with open-source models. Here is a step-by-step guide to use it.” [CrewAI Tutorial - Next Generation AI Agent Teams (Fully Local) - YouTube]([CrewAI Tutorial - Next Generation AI Agent Teams (Fully Local) - YouTube](https://www.youtube.com/watch?v=tnejrr-0a94)) [Quantum field theory - Wikipedia]([Quantum field theory - Wikipedia]([Quantum - Wikipedia](https://en.wikipedia.org/wiki/Quantum)_field_theory)#Principles)