Track I
Free Online Course 2026
Become AI Native:
AI News & Overviews
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100 AI Leaders Explain How to Build AI in 2026
100 AI leaders across product, engineering, research, and design gathered to answer one question: What will actually win in the next era of AI products? From new interaction models to experience-first design, this reveals what thoughtful builders are paying attention to and what many teams are still missing. There's one particular idea they kept returning to throughout the summit, a critical insight that most of us rarely pause to consider deeply. Watch to discover what it is.
100 AI leaders across product, engineering, research, and design gathered to answer one question: What will actually win in the next era of AI products? From new interaction models to experience-first design, this reveals what thoughtful builders are paying attention to and what many teams are still missing. There's one particular idea they kept returning to throughout the summit, a critical insight that most of us rarely pause to consider deeply. Watch to discover what it is.
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The Ethereum Roadmap
AI is converging with Blockchain. Listen to Vitalik Buterin at Devconnect 2025 explain the Ethereum roadmap in 30 min.
AI is converging with Blockchain. Listen to Vitalik Buterin at Devconnect 2025 explain the Ethereum roadmap in 30 min.
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Ilya vs. Google
The common story on AI scaling is that bigger models mean better results — but the reality is more complicated. This video highlights Ilya Sutskever's perspective on where AI research is heading: Why today's LLMs generalize worse than a bright teenager and how emotions might be the missing value function in AI.
The common story on AI scaling is that bigger models mean better results — but the reality is more complicated. This video highlights Ilya Sutskever's perspective on where AI research is heading: Why today's LLMs generalize worse than a bright teenager and how emotions might be the missing value function in AI.
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DeepSeek V3.2: 30x Cheaper
DeepSeek V3.2 offers two models: a standard version and a "special" model for advanced reasoning. This open-source release boasts impressive benchmark scores against leading AI models, including GPT-5, with an innovative sparse attention mechanism and agentic capabilities.
DeepSeek V3.2 offers two models: a standard version and a "special" model for advanced reasoning. This open-source release boasts impressive benchmark scores against leading AI models, including GPT-5, with an innovative sparse attention mechanism and agentic capabilities.
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Agentic Investing: New Benchmark
In a recent benchmark experiment named Alpha Arena multiple large language models trade real money ($320,000) in real markets, including crypto and U.S. equities like Tesla, Nvidia, Microsoft, and Amazon. Is AI able to outperform human traders and which models perform best? How will recursive self-improving AI systems operating in economic domains?
In a recent benchmark experiment named Alpha Arena multiple large language models trade real money ($320,000) in real markets, including crypto and U.S. equities like Tesla, Nvidia, Microsoft, and Amazon. Is AI able to outperform human traders and which models perform best? How will recursive self-improving AI systems operating in economic domains?
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Brian Armstrong & Larry Fink
Brian Armstrong has led Coinbase through the explosive growth and turbulence of the crypto market. Larry Fink has led BlackRock through bear and bull markets for decades. From tokenization to regulatory scrutiny (or lack thereof), what’s next for the crypto industry? Hear Armstrong and FInk’s insights on the challenges and opportunities defining the next chapter.
Brian Armstrong has led Coinbase through the explosive growth and turbulence of the crypto market. Larry Fink has led BlackRock through bear and bull markets for decades. From tokenization to regulatory scrutiny (or lack thereof), what’s next for the crypto industry? Hear Armstrong and FInk’s insights on the challenges and opportunities defining the next chapter.
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Humanoid Robots like NEVER before
Humanoid robots are exhibiting unprecedented movement. Robots from multiple labs are jogging, jumping, and presenting human level fluid task execution - indication the depth and breath of revolution industry and society is facing due to embodied AI in the next 10 years. Prepare to question reality as these advanced robots blur the line between machine and human.
Humanoid robots are exhibiting unprecedented movement. Robots from multiple labs are jogging, jumping, and presenting human level fluid task execution - indication the depth and breath of revolution industry and society is facing due to embodied AI in the next 10 years. Prepare to question reality as these advanced robots blur the line between machine and human.
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The Latest AI Breakthroughs
Taking a look at the latest AI breakthroughs in Google, OpenAI, Deepseek and More — continuous thought machines and continual learning vs. scale
Taking a look at the latest AI breakthroughs in Google, OpenAI, Deepseek and More — continuous thought machines and continual learning vs. scale
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Worlds First AGI Capable System
An ex-Googler claims a world-first AGI-capable system, but is this hype or reality? The video analyzes the system's three core criteria and demos, comparing it to DeepMind's prior work. Explore the controversial claims and decide for yourself.
An ex-Googler claims a world-first AGI-capable system, but is this hype or reality? The video analyzes the system's three core criteria and demos, comparing it to DeepMind's prior work. Explore the controversial claims and decide for yourself.
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First Million With AI in 2026
AI is creating a new class of millionaires, and it’s not just coders or Silicon Valley insiders. This video breaks down how regular people who think like startup founders are using AI to win. The real advantage in an AI-driven world are: building feedback loops that compound faster than talent or capital. Learn the four loops that matter most and how the best builders of 2026 use them to outlearn and outpace everyone else.
AI is creating a new class of millionaires, and it’s not just coders or Silicon Valley insiders. This video breaks down how regular people who think like startup founders are using AI to win. The real advantage in an AI-driven world are: building feedback loops that compound faster than talent or capital. Learn the four loops that matter most and how the best builders of 2026 use them to outlearn and outpace everyone else.
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AI-Native Companies Are Deleting Software
What’s really happening with/inside enterprise AI agents when you “solve memory” and still don’t get leverage? The common story is that better models and better prompt engineering will unlock automation — but the reality is both simpler and more complicated. This video offers insights on primitive fluency as the missing layer for real AI agent execution and speed if teams shift into agent-legible artifacts.
What’s really happening with/inside enterprise AI agents when you “solve memory” and still don’t get leverage? The common story is that better models and better prompt engineering will unlock automation — but the reality is both simpler and more complicated. This video offers insights on primitive fluency as the missing layer for real AI agent execution and speed if teams shift into agent-legible artifacts.
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In 900 Days Capitalism Breaks
As AI races forward, reshaping the very definition of economic value and outpacing human skills at every turn, there are seismic shifts ahead. From the collapse of traditional white collar jobs to a future where judgment—not labor—is the scarce commodity - the speed of technological change and the ripple effects on our lives, our identities, and our sense of direction will be brutal, surge risk-taking and reveal new steps you can take to prepare for a radically different economic landscape.
As AI races forward, reshaping the very definition of economic value and outpacing human skills at every turn, there are seismic shifts ahead. From the collapse of traditional white collar jobs to a future where judgment—not labor—is the scarce commodity - the speed of technological change and the ripple effects on our lives, our identities, and our sense of direction will be brutal, surge risk-taking and reveal new steps you can take to prepare for a radically different economic landscape.
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How Tesla Robotaxis are shaping the future
Tesla began launching of fully autonomous driverless Robotaxis in Austin, marking a pivotal moment in self-driving technology. Competition between Tesla and Waymo heats up, but one thing is for sure: society is changing. The underlying economics of the cost-efficient Cybercab's have the potential to transform urban living, vehicle ownership and future AI integrations.
Tesla began launching of fully autonomous driverless Robotaxis in Austin, marking a pivotal moment in self-driving technology. Competition between Tesla and Waymo heats up, but one thing is for sure: society is changing. The underlying economics of the cost-efficient Cybercab's have the potential to transform urban living, vehicle ownership and future AI integrations.
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Two Futures | Runtime 2025
Two paths. Two futures. Teaching sand to think, or being left in the dust. The biggest infrastructure supercycle in history is here. We are building the foundation of intelligence itself, with tools, models, silicon and light. This is our moonshot — an a16z Original, produced for the 2025 Runtime Summit.
Two paths. Two futures. Teaching sand to think, or being left in the dust. The biggest infrastructure supercycle in history is here. We are building the foundation of intelligence itself, with tools, models, silicon and light. This is our moonshot — an a16z Original, produced for the 2025 Runtime Summit.
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AI earns while you sleep
When will an AI agent run a billion-dollar company with zero human employees? In this video, we are diving deep into the latest benchmarks from Anthropic and Andon Labs to answer one terrifyingly exciting question: How close are we to autonomous AI businesses? In Vending Bench AI agents like Claude, Gemini 3 Pro, and Grok 4 are given control of vending machines to see if they could turn a profit. What started as hilariously bad failures has evolved into models that are 10x-ing their money.
When will an AI agent run a billion-dollar company with zero human employees? In this video, we are diving deep into the latest benchmarks from Anthropic and Andon Labs to answer one terrifyingly exciting question: How close are we to autonomous AI businesses? In Vending Bench AI agents like Claude, Gemini 3 Pro, and Grok 4 are given control of vending machines to see if they could turn a profit. What started as hilariously bad failures has evolved into models that are 10x-ing their money.
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NVIDIA's New AI Agent crossed the Line
Nvidia's Nitrogen AI agent plays any video game unseen. This deep dive explores its revolutionary architecture, training on internet-scale video data. Discover how this groundbreaking model generalizes skills across diverse game genres, challenging AI norms across future industries.
Nvidia's Nitrogen AI agent plays any video game unseen. This deep dive explores its revolutionary architecture, training on internet-scale video data. Discover how this groundbreaking model generalizes skills across diverse game genres, challenging AI norms across future industries.
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How Claude ran a business
Another dip into Project Vend: For a large part of 2025, Anthropic ran an experiment where Claude managed a small business in their office. What did they learn about the curious ways that it failed and succeeded—about the plausible, strange, not-too-distant future in which AI models might autonomously run things in the real economy? The shopkeeper (who was named Claudius) had to source products, set prices, manage inventory, and deal with customers. Things got really, really weird.
Another dip into Project Vend: For a large part of 2025, Anthropic ran an experiment where Claude managed a small business in their office. What did they learn about the curious ways that it failed and succeeded—about the plausible, strange, not-too-distant future in which AI models might autonomously run things in the real economy? The shopkeeper (who was named Claudius) had to source products, set prices, manage inventory, and deal with customers. Things got really, really weird.
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A New Kind of AI Is Emerging (Beyond LLM)
Yann LeCun offers a view of AI beyond LLMs, where intelligence is learned in abstract world models, not in token space. Instead of generating language token by token, the model predicts continuous semantic embeddings that capture what matters, while ignoring surface-level linguistic noise. This makes learning more efficient, inference faster, and reasoning more aligned with the physical world. Language is treated as a translation layer rather than the substrate of intelligence itself.
Yann LeCun offers a view of AI beyond LLMs, where intelligence is learned in abstract world models, not in token space. Instead of generating language token by token, the model predicts continuous semantic embeddings that capture what matters, while ignoring surface-level linguistic noise. This makes learning more efficient, inference faster, and reasoning more aligned with the physical world. Language is treated as a translation layer rather than the substrate of intelligence itself.
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GPT-5 Finally Passed ARC AGI 2
GPT-5 surprisingly surpasses human-level performance on a challenging AI benchmark. The video explores "unhobbling," a novel approach boosting AI reasoning capabilities. Learn how this technique unlocks unexpected performance gains in large language models.
GPT-5 surprisingly surpasses human-level performance on a challenging AI benchmark. The video explores "unhobbling," a novel approach boosting AI reasoning capabilities. Learn how this technique unlocks unexpected performance gains in large language models.
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Cognitive Offload & AI Horizons
Recent research like DeepSeek shows that smarter algorithms—not massive scale—can achieve near state-of-the-art performance with orders of magnitude fewer parameters, reinforcing a shift away from brute-force models. Alongside this, ideas like recursive language models are emerging, where innovations steadily compound into a new frontier while Claude Code crosses the tipping point of enabling genuine cognitive offload across disciplines.
Recent research like DeepSeek shows that smarter algorithms—not massive scale—can achieve near state-of-the-art performance with orders of magnitude fewer parameters, reinforcing a shift away from brute-force models. Alongside this, ideas like recursive language models are emerging, where innovations steadily compound into a new frontier while Claude Code crosses the tipping point of enabling genuine cognitive offload across disciplines.
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Disposable Software
What's really happening with disposable software and AI-native development? The common story is that vibe coding will replace enterprise SaaS — but the reality is more complicated. This video describes what the disposable software discourse gets wrong: • Why software cost collapsed but attention cost did not • How Cursor's philosophy works for developers but breaks for CIOs • What proactive AI means versus just bolting on a chatbot • Why 95% of the market needs a completely different strategy
What's really happening with disposable software and AI-native development? The common story is that vibe coding will replace enterprise SaaS — but the reality is more complicated. This video describes what the disposable software discourse gets wrong: • Why software cost collapsed but attention cost did not • How Cursor's philosophy works for developers but breaks for CIOs • What proactive AI means versus just bolting on a chatbot • Why 95% of the market needs a completely different strategy
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Project Genie: Googles World Model
Project Genie is Google’s experimental research prototype that lets you create and explore infinitely diverse worlds. Using Project Genie starts with World Sketching: Describe your environment and character and see an image preview of your world made by Nano Banana Pro. Then, modify your prompts to fine tune your world before entering. Project Genie is currently available to Google AI Ultra subscribers (US only, 18+), with broader availability opening up gradually.
Project Genie is Google’s experimental research prototype that lets you create and explore infinitely diverse worlds. Using Project Genie starts with World Sketching: Describe your environment and character and see an image preview of your world made by Nano Banana Pro. Then, modify your prompts to fine tune your world before entering. Project Genie is currently available to Google AI Ultra subscribers (US only, 18+), with broader availability opening up gradually.
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CLAWDBOT = Singularity?
There is a sharp split in the AI community - some seeing ClawedBot as absolutely revolutionary, others dismissing it as ‘just hype’. With networked AI agents showing abilities to interact in emergent behaviors, specializations and shared skills, the focus of all industries shifts towards building AI native approaches for all existing business models, in the form of a persistent, shareable agent layer and powerful, rapidly self-bootstrapping systems.
There is a sharp split in the AI community - some seeing ClawedBot as absolutely revolutionary, others dismissing it as ‘just hype’. With networked AI agents showing abilities to interact in emergent behaviors, specializations and shared skills, the focus of all industries shifts towards building AI native approaches for all existing business models, in the form of a persistent, shareable agent layer and powerful, rapidly self-bootstrapping systems.
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Breaking How Software Gets Built
What's really happening with AI coding tools after December's convergence? The common story is that better models mean incremental improvement—but the reality is more complicated when the CEO of OpenAI admits he still hasn't changed how he works. This video explores why a capability overhang is widening between what AI can do and what most people are doing with it: What outperforms elaborate agent frameworks and where the real skill shift lands: from implementation to specification and review
What's really happening with AI coding tools after December's convergence? The common story is that better models mean incremental improvement—but the reality is more complicated when the CEO of OpenAI admits he still hasn't changed how he works. This video explores why a capability overhang is widening between what AI can do and what most people are doing with it: What outperforms elaborate agent frameworks and where the real skill shift lands: from implementation to specification and review
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GEMINI 3.1 PRO is the New Era
Wes Roth explores Google's Gemini 3.1 Pro, analyzing its performance across various benchmarks. The video focuses on new "agentic" benchmarks testing real-world task completion, not just question answering. Discover how this AI model tackles complex challenges like web research and command-line operations.
Wes Roth explores Google's Gemini 3.1 Pro, analyzing its performance across various benchmarks. The video focuses on new "agentic" benchmarks testing real-world task completion, not just question answering. Discover how this AI model tackles complex challenges like web research and command-line operations.
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5 New Models Dropped This Week!
This week, Anthropic and Google released Claude 4.6 Sonnet and Gemini 3.1 Pro, bringing elite-level coding and agentic capabilities to their more affordable tiers. Google also expanded into creative tools with Lyria 3 music generation and Pomelli for marketing, while xAI debuted Grok 4.2, a model powered by a "council" of four specialized agents. However, major drama erupted as Hollywood studios condemned ByteDance’s Seed Dance 2.0 for infringing on actor likenesses and IP.
This week, Anthropic and Google released Claude 4.6 Sonnet and Gemini 3.1 Pro, bringing elite-level coding and agentic capabilities to their more affordable tiers. Google also expanded into creative tools with Lyria 3 music generation and Pomelli for marketing, while xAI debuted Grok 4.2, a model powered by a "council" of four specialized agents. However, major drama erupted as Hollywood studios condemned ByteDance’s Seed Dance 2.0 for infringing on actor likenesses and IP.
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Figure: Helix 02
A little over a month ago we released Helix 02, a single neural system that controls the full body directly from pixels, enabling dexterous, long horizon autonomy across an entire room. After cleaning up a kitchen, Helix 02 is now taking on another everyday task: tidying up a living room.
A little over a month ago we released Helix 02, a single neural system that controls the full body directly from pixels, enabling dexterous, long horizon autonomy across an entire room. After cleaning up a kitchen, Helix 02 is now taking on another everyday task: tidying up a living room.
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GPT 6: The Omnimodel
Internal leaks suggest OpenAI is developing a unified multimodal brain for future models. This technology aims to revolutionize how users interact with AI through advanced voice capabilities and new physical hardware devices.
Internal leaks suggest OpenAI is developing a unified multimodal brain for future models. This technology aims to revolutionize how users interact with AI through advanced voice capabilities and new physical hardware devices.
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NVIDIA Cracked Self Driving
This new open reasoning system allows autonomous vehicles to explain their actions in real-time. By thinking out loud, the AI improves decision-making and navigates rare scenarios better.
This new open reasoning system allows autonomous vehicles to explain their actions in real-time. By thinking out loud, the AI improves decision-making and navigates rare scenarios better.
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Karpathy's Auto Research
Andrej Karpathy’s new open-source “auto researcher” is a notable step toward automated AI research: a system that can iteratively modify, train, and evaluate models on its own, hinting at the possibility of recursive self-improvement. While the “intelligence explosion” framing is deliberately hyperbolic, the broader point is that AI-assisted AI research is moving from theory into practical, accessible experimentation.
Andrej Karpathy’s new open-source “auto researcher” is a notable step toward automated AI research: a system that can iteratively modify, train, and evaluate models on its own, hinting at the possibility of recursive self-improvement. While the “intelligence explosion” framing is deliberately hyperbolic, the broader point is that AI-assisted AI research is moving from theory into practical, accessible experimentation.
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The ONLY AI skill you need
Learn how to simplify AI usage by focusing on one core skill instead of managing countless apps. Discover a method for utilizing AI agents to handle complex personal tasks through conversational interfaces.
Learn how to simplify AI usage by focusing on one core skill instead of managing countless apps. Discover a method for utilizing AI agents to handle complex personal tasks through conversational interfaces.
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The Next Step for Humanoids
Researchers developed a system enabling a small humanoid robot to play tennis against humans by learning from amateur motion data. This approach showcases how AI can overcome complex physical challenges using imperfect information.
Researchers developed a system enabling a small humanoid robot to play tennis against humans by learning from amateur motion data. This approach showcases how AI can overcome complex physical challenges using imperfect information.
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cybersecurity is about to get weird
AI advancements are drastically changing the landscape of software vulnerabilities and exploitation. Witness how artificial intelligence can identify and exploit complex security flaws, redefining traditional research methods. Explore the implications of automated exploit development and AI-generated malware.
AI advancements are drastically changing the landscape of software vulnerabilities and exploitation. Witness how artificial intelligence can identify and exploit complex security flaws, redefining traditional research methods. Explore the implications of automated exploit development and AI-generated malware.
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Elon's Civilizational Stack
Elon is building a single AI chip architecture - used across cars, robots, and humanoid systems - expanding into space via solar-powered satellite constellations that provide continuous compute with near-free energy and cooling. His vision for the future is a fully vertically integrated system - from chip design and manufacturing to deployment across Earth and orbit - creating a self-improving, unified AI infrastructure reimagining what will be possible in the future.
Elon is building a single AI chip architecture - used across cars, robots, and humanoid systems - expanding into space via solar-powered satellite constellations that provide continuous compute with near-free energy and cooling. His vision for the future is a fully vertically integrated system - from chip design and manufacturing to deployment across Earth and orbit - creating a self-improving, unified AI infrastructure reimagining what will be possible in the future.
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Claude Mythos - Worlds Most Powerful AI Leaked
A leaked document revealed an unreleased AI model with unprecedented capabilities in coding and cybersecurity. The investigation examines the potential risks and massive computational requirements associated with this next-generation technology.
A leaked document revealed an unreleased AI model with unprecedented capabilities in coding and cybersecurity. The investigation examines the potential risks and massive computational requirements associated with this next-generation technology.
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Claude Code LEAKED
An accidental leak revealed the inner workings of Anthropic's coding assistant. Discover the massive implications for future software development and how AI is changing legal definitions of copyright. The footage also showcases unreleased features, including autonomous agents and a hidden virtual pet system.
An accidental leak revealed the inner workings of Anthropic's coding assistant. Discover the massive implications for future software development and how AI is changing legal definitions of copyright. The footage also showcases unreleased features, including autonomous agents and a hidden virtual pet system.
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AI Emotions
Researchers analyze neural activity within AI to see if recognizable patterns for human emotions exist. By tracking these internal mechanisms, they test how these patterns influence responses during challenging tasks.
Researchers analyze neural activity within AI to see if recognizable patterns for human emotions exist. By tracking these internal mechanisms, they test how these patterns influence responses during challenging tasks.
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Changeing Science Forever
Scientists at Google DeepMind developed a new AI system called Aletheia that can generate and refine ideas to help produce genuinely novel research, even contributing core parts of scientific papers. While still limited compared to true breakthroughs, it marks a major step from solving structured problems to assisting—and sometimes autonomously performing—real-world research.
Scientists at Google DeepMind developed a new AI system called Aletheia that can generate and refine ideas to help produce genuinely novel research, even contributing core parts of scientific papers. While still limited compared to true breakthroughs, it marks a major step from solving structured problems to assisting—and sometimes autonomously performing—real-world research.
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Claw Code - the End of Claude Code?
A significant software project was recently leaked, triggering a rapid community effort to recreate its functionality from scratch. This process involves leveraging specialized artificial intelligence tools to mimic the original codebase without violating copyright laws. Explore how this approach reshapes modern software development and individual potential.
A significant software project was recently leaked, triggering a rapid community effort to recreate its functionality from scratch. This process involves leveraging specialized artificial intelligence tools to mimic the original codebase without violating copyright laws. Explore how this approach reshapes modern software development and individual potential.
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What You'll LearnAI News & Overviews
Learn directly from the people shaping the field.
This track serves as a clear, accessible overview of current AI developments — including key research papers, tools, models, and industry news.
It is designed to both surface a deeper understanding of what’s new, but also what’s relevant, and, therefore, what can safely be ignored.
What?
Many leaders and entrepreneurs must prioritize their time and attention carefully.
The AI space is saturated with noise: launch announcements, hype cycles, and shallow or repetitive content, that age out in months. What’s scarce is the right curation - understanding which patterns are key for the future, which repeat, and how they compound over time.
This track exists to compress this learning without oversimplifying it — so you can base decisions on clarity, deliberate framing, and truly AI native mental models build from scratch.
Why?
Through an efficient curation of publicly available, high-quality content from leading voices - rather than originally produced material - this track offers a guide to follow the news and new developments in a low-barrier, high-signal manner, contextualized and continuously updated to support real-world insights.
How?
This track is for anyone looking for high quality, high-impact quick enough insights, new developments and news, in an ongoing flexible syllabus.
It is most suitable for those willing to invest into the basics to stay up-to date with the current evolution of the AI industry.