Exploring the possibilities of Artificial Intelligence

Joined October 2022
Visions of AI retweeted
Just a major blow to the housing market. Not only are yields rising across the board on government bonds, but the extra spread on mortgage backed securities is surging.
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Visions of AI retweeted
Replying to @KevRGordon
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Does the US government WANT a recession? In 2025, $9.2 TRILLION of US debt will either mature or need to be refinanced. The quickest way to LOWER rates ahead of this colossal refinancing would be a recession. Could the US benefit from a market crash? (a thread)
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16 years ago today the Great Financial Crisis ended. If you were there, then you remember how bad that felt.
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🚨BREAKING 26 MEMBER STATES OF EUROPE ENDORSE THE EU PRESIDENT'S $800B- 1 TRILLION USD DEFENSE SPENDING PLAN This is equivalent to US defense spending. A new global superpower is being born.
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Visions of AI retweeted
🚨 China JUST dropped another AI model that beats OpenAI, DeepSeek, and Meta. o1-level reasoning, 200K characters context window, 50 files, real-time search in 1000+ webpages. Here's everything you cannot afford to miss: (Bookmark for later 🔖 )
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Perplexity Finance: bringing you deeper insights into financial news, daily top movers, market sentiment, earnings, and more.
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BOOM! Researchers recreated DeepSeek's core technology for just $30! 🧵🪡 A research team at the University of California, Berkeley, has reportedly recreated the core technology behind China’s advanced DeepSeek AI for just $30. This remarkably low-cost replication highlights a growing trend in AI development—while major tech companies produce impressive models, “garage” open source approaches significantly reduce the cost of building them. Under the leadership of Ph.D. candidate Jiayi Pan, the team successfully replicated DeepSeek R1-Zero’s reinforcement learning (RL) capabilities using a compact language model with just 3 billion parameters. Despite its smaller scale, the model demonstrated self-verification and search capabilities, allowing it to refine its own responses iteratively—key features of DeepSeek’s advanced AI. To evaluate their low-cost DeepSeek alternative, the researchers tested it on Countdown, a numerical puzzle inspired by the British game show, where players use arithmetic to reach a target number. Initially, the AI generated random guesses, but as it underwent reinforcement learning, it began to develop self-correction strategies and iterative problem-solving techniques, improving its accuracy over time. This experiment suggests that cutting-edge reinforcement learning models may be achievable at a fraction of the cost traditionally assumed, challenging the notion that large-scale AI requires expensive infrastructure. Let’s explore in detail: — TinyZero: A Minimalist Reinforcement Learning Framework for $30 Reinforcement learning (RL) has traditionally been an expensive field of research, requiring high-performance GPUs and extensive computational resources. This hardware barrier has made RL inaccessible to independent researchers, students, and those without institutional funding. TinyZero addresses this issue by offering a lightweight, AlphaZero-inspired RL framework that can run on hardware costing as little as $30. By drastically reducing the cost of RL experimentation, TinyZero democratizes access to self-play and deep reinforcement learning techniques, making advanced AI research more widely available. The ability to train and experiment with RL on a $30 device—such as a Raspberry Pi or a low-cost single-board computer—has several key implications: •Broader Access to AI Research – Independent researchers, students, and AI enthusiasts can now participate in RL development. •Scalability for Low-Cost AI Projects – Embedded systems, robotics, and edge AI applications benefit from RL that does not require massive compute resources. What is TinyZero? TinyZero is an open-source reinforcement learning engine that follows the self-play learning paradigm made famous by AlphaZero. It is designed for efficiency, minimizing unnecessary dependencies and maximizing performance on low-power hardware. Key Features ✅ AlphaZero-Inspired Self-Play – Uses deep reinforcement learning and Monte Carlo Tree Search (MCTS) techniques ✅ Minimal Hardware Requirements – Runs on inexpensive single-board computers and low-end CPUs ✅ Optimized for Efficiency – Designed to be lightweight, making it practical for constrained environments ✅ Easy to Set Up – Simple codebase with clear documentation ✅ Open-Source and Extensible – Free to use, modify, and improve TinyZero enables RL experimentation at a fraction of the usual cost, opening up new possibilities in: •AI Research & Prototyping – Develop and test RL algorithms without access to expensive GPUs. •Game AI Development – Train AI agents for board games and simple strategy-based simulations. •Embedded Systems & Robotics – Implement RL on low-power devices for real-world applications. /1
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Visions of AI retweeted
My mind is officially blown. I got the $200/month pro ChatGPT plan & had the operator start a business for me while I watched. It messaged folks on FB marketplace, logged the replies in a spreadsheet & they responded!! I recorded my screen the entire time. Must watch!
Go ahead and roast me. This is a great business idea. Every single day there are 50-60 free pianos listed within 40 miles of me on FB Marketplace. Here's exactly how we scale that to a $2,500/day business:
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Visions of AI retweeted
Deepseek is now #1 on the AppStore, surpassing ChatGPT—no NVIDIA supercomputers or $100M needed. The real treasure of AI isn’t the UI or the model—they’ve become commodities. The true value lies in data and metadata, the oxygen fueling AI’s potential. The future’s fortune? It’s in our data. Deepgold. 😇
AI's true gold isn't in the UI or model—they're both commodities. What breathes life into AI is the data & metadata that describes the data to the model—just like oxygen for us. The future's fortune lies in our data. Yes, Data is the new gold! 💖
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Visions of AI retweeted
OpenAI was founded 10 years ago, has 4,500 employees, and has raised $6.6 billion in capital. DeepSeek was founded less than 2 years ago, has 200 employees, and was developed for less than $10 million. How are these two companies now competitors?
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Visions of AI retweeted
It's only been 1 day of CES 2025, and the announcements have already been incredible. The 10 most impressive reveals of CES 2025 so far: 1. A 360° AI-powered body scanning health mirror that can scan your heart, weight, and metabolic health
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Visions of AI retweeted
Why Neuralink is the most important company this decade! @neuralink is delivering life-changing value to humanity and is at an inflection point as goes from being a technology in the lab to people’s homes this year. As an investor, we look for transformative innovations — where technology redefines our understanding of what’s possible. Neuralink is not just that life-changing innovation but will deliver uncapped upside potential from here. Here’s Why 👇 #1 Where Are We Today? Over the past century, the Brain Machine Interface (BMI) space has evolved from early breakthroughs such as the introduction of electroencephalography (EEG) in 1924 to groundbreaking animal trials like monkeys playing Pong in 2021. This year Neuralink’s N1 implant was successfully implanted in multiple humans residing in their homes. This is a breakthrough for people with quadriplegia, restoring autonomy by converting neural signals from the motor cortex into digital commands. This allows users to engage with the digital world (move cursors and type through thought alone), communicate via text, email, speech and engage with creative outlets like art and music - ultimately delivering life changing human value. Noland Arbaugh, the first participant in Neuralink’s clinical trial, now plays video games, live streams, and navigates his laptop—all through the power of his mind. Similarly, Alex, another participant, is designing complex 3D objects using CAD software, unlocking creative potential once thought inaccessible. These stories are not isolated; they are the first chapters in a revolution to restore independence to millions globally. Reviews from Noland Arbaugh @ModdedQuad, Neuralink’s first participant: - “(Neuralink) has helped me reconnect with the world, my friends, and my family. It's given me the ability to do things on my own again without needing my family at all hours of the day and night.” - “The biggest thing with comfort is that I can lie in my bed and use (Neuralink). Any other assistive technology had to have someone else help or have me sit up. Sitting causes stress mentally and on my body which would give me pressure sores or spasms. It lets me live on my own time, not needing to have someone adjust me, etc. throughout the day.” - “I think it should give a lot of people a lot of hope for what this thing can do for them” #2 How does it work? The N1 is the size of a coin, containing a microprocessor, Bluetooth transmitter, rechargeable battery, and ultra-thin wires with 1,024 electrodes distributed across 64 threads. These highly-flexible, ultra-thin threads are key to minimize damage during implantation. The threads of our implant are so fine that they can't be inserted by the human hand. A surgical robot has been designed to reliably and efficiently insert these threads exactly where they need to be. Once inserted, the electrodes detect neural signals and translate them into digital commands, transmitted via Bluetooth to external devices. Thinking about moving a cursor triggers corresponding neurons in the motor cortex, enabling precise cursor movement on a screen. #3 Why Now? This year Neuralink’s patients achieved bandwidth that’s ~50% of a normal human via the N1 implant. It’s poised to meet human level bandwidth next year and the team aims to exceed it by the end of the decade. A quick breakdown on why bandwidth matters. Today’s intelligence operates on three levels: 1⃣ Limbic Intelligence (“thinking fast” – primal needs like safety and survival) 2⃣ Higher-Order Reasoning (“thinking slow” – complex thought and planning) 3⃣ Digital Intelligence (enabled by phones, internet, software) Our reliance on digital intelligence is undeniable. Forgetting your phone feels like losing a limb. Yet, the bottleneck lies in the bandwidth—the rate at which information flows between biology and technology. Bandwidth is quantified in Bits Per Second (BPS), as popularized by the late Professor Krishna Shenoy: 1⃣ Average human output (no devices): 1 BPS 2⃣ Typing/speaking: ~20 BPS 3⃣ Peak human performance: ~40 BPS With BMIs (Brain-Machine Interfaces): - 2017: Achieved ~2-4 BPS - 2021: Reached 6.56 BPS - 2024: Neuralink’s N1 reached 9.5 BPS - 2025: Neuralink targets 40 BPS - By 2030: Neuralink targets 100 BPS The advances next year will likely come from two main levers: 1) More electrodes (going from 1024 to 3000) and increased utilization of electrodes (currently N1 utilizes ~10% of the 1024 electrodes and is expected to go as high as 40% next year). Achieving near-human bandwidth will help dramatically improve the quality of life for people with special abilities. #4 What's Next? 1⃣ Scaling N1: Neuralink aims for 27 procedures in 2025 and 79 in 2026, expanding the number of users. 2⃣ Vision Restoration: FDA-approved BMI for vision restoration (“Blindsight”) interacts with the visual cortex to restore basic light and shape perception. 3⃣ Speech Restoration: Expanding to auditory cortex applications to restore speech capabilities. Beyond Restoration: Replace smartphones: BMIs could surpass traditional devices, becoming high-bandwidth interfaces for AI-human interaction. Augmentation: Enhancing human cognition, memory, and productivity for 100M+ users. From restoring autonomy for quadriplegics to enhancing human potential, Neuralink will revolutionize how we interact with machines, each other, and the world. It’s not just catching up to technology by defining the next frontier for humanity. CC: @altcap @elonmusk @djseo_ @chapman_bliss
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Tony Hincliffe is a racist and the Trump campaign chose him despite his racist history. #PuertoRico #tonyhinchcliffe #trump #MadisonSquareGarden
Last week in Austin, I got to bring up Tony Hinchcliffe. This is what he said. Happy Asian (AAPI) Heritage Month!
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Visions of AI retweeted
Hoffman's previous forecasts have been eerily accurate: ➤ He anticipated that social networks would transform the world (LinkedIn was sold for $26B). ➤ He recognized the rise of the sharing economy early on (He was an early investor in Airbnb). ➤ He predicted the AI revolution long before ChatGPT emerged. Given his track record, we should take his latest prediction seriously:
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Number of years Ron DeSantis was a Democrat. 0 Number of years Donald Trump was a Democrat. 50 And I bring receipts, MAGA.
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Visions of AI retweeted
Mobile ALOHA's hardware is very capable. We brought it home yesterday and tried more tasks! It can: - do laundry👔👖 - self-charge⚡️ - use a vacuum - water plants🌳 - load and unload a dishwasher - use a coffee machine☕️ - obtain drinks from the fridge and open a beer🍺 - open doors🚪 - play with pets🐱 - throw away trash - turn on/off a lamp💡 Project website: mobile-aloha.github.io/ Co-lead @tonyzzhao, advised by @chelseabfinn (amazing photographing from @qingqing_zhao_ )
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Visions of AI retweeted
Google DeepMind just released a robotic system capable of cooking, cleaning, and more. Plus, huge developments in AI from Samsung, Jensen Huang, Midjourney, JPMorgan DocLLM, and 7 new AI tools. Here's EVERYTHING you need to know:
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