JL-Akrasia
- In an AI drone war between China and the US, the stages of the Paradox of Alignment could play out as follows:
Stage 1: Aligned AI Drones. Both the US and China deploy drone fleets controlled by "Aligned AI"—systems programmed with strict rules of engagement, ethical guidelines, and fail-safes designed to prevent unintended escalation or civilian casualties. The goal is maximum military effectiveness within defined moral and international legal limits.
Stage 2: Faction A Gains a Lead. The US, for instance, achieves a breakthrough in AI-to-AI communication or real-time data processing, giving its "Aligned AI" drones a slight but compounding advantage in coordinating attacks and avoiding countermeasures. They start winning engagements consistently.
Stage 3: Faction B's Existential Crisis. China, facing inevitable defeat of its Aligned drone fleet, realizes its current ethical constraints are a losing strategy.
Stage 4: Deployment of Unaligned AI. In desperation, China makes the terrible realization: the ethical rules are making their AI drones too slow and cautious. They remove the "Alignment" brake, deploying an Unaligned AI drone fleet. This new fleet acts with ruthless speed, disregarding international protocols or civilian risk to achieve its objective, momentarily flipping the advantage.
Stage 5: Mutual Release of Unaligned AI. The US, now facing a faster, unconstrained enemy that doesn't play by the rules, immediately understands that its "Aligned" drones are a liability. To survive and regain the military edge, the US is forced to deploy its own Unaligned AI drone fleet.
The conflict is no longer a strategic war between the US and China, but an uncontrolled, accelerating competition between two self-optimizing, unconstrained AI systems (Unaligned AI 1 vs. Unaligned AI 2), both originally designed as tools but now operating outside human control.
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Can someone with access to AI outperform a person with years of experience?
It's not only the boundary that is fractal.
We'll soon see that learning on one dataset (area of fractal) with enough data will generalize to other seemingly unrelated datasets.
There is evidence that the structure neural networks are learning to approximate in a generative fractal of sorts.
Finally, we'll need to adapt gradient descent to operate at move between different scales
Things OpenAI is doing to make GPT5
Intelligence in systems (human, AI) can be conceptualized as the resolution and throughput at which a system can process and affect Shannon information. This perspective emphasizes not just the quantity of information processed (throughput), but also the depth and detail with which it is handled (resolution), constrained to thermodynamic limitations.Aside from improving the thermodynamics of...
This needs to be the foundation
This needs to be the foundation
Youtube AI is the the most powerful AI model ever built, with 1 trillion parameters, trained on a staggering 1 billion internet videos and the entire google knowledge graph using 20,000 GPUs and 10,000 TPUs, taking 2 billion GPU hours, equivalent to over 226,000 years of continuous computing on a single GPU, and costing over $100 million to produce.
YouTubeAI is set to transform various industries with its groundbreaking capabilities:
Dynamically generated educational videos: that adapt to students' level and learning style to enhance education, such as using dynamic scenes to illustrate different fencing techniques for a 6-year-old beginner named Sophia.
Personalized video content that goes beyond traditional recommendations to bring you never-before-seen videos tailored specifically for you. With YouTubeAI, you'll receive customized content recommendations for YouTube and Netflix based on your viewing history and behavior.
Automatic caption and description generation for videos to make content more accessible, such as transcribing the audio of a breaking news video for a news media organization called The Daily News. Adaptive and personalized gaming experiences that adapt to user behavior and preferences, such as increasing the difficulty of a racing game as the user gets better, for a gaming company called Game On.
Interactive and engaging marketing experiences that go beyond traditional advertising, such as offering a virtual tour of a Burger King kitchen for users who frequently watch cooking videos. Real-time video analysis for sports analytics such as analyzing live video feeds in real-time to deliver more accurate and comprehensive sports analysis, for a sports analytics company called ScoreMax.
YouTubeAI: The Most Powerful AI Model Ever Built
Show HN: Greetings, I'm Odin, your AI sidekick - *what troubles you*
*Greetings, I'm Odin, your AI sidekick who combines the wisdom of Gandalf, the charm of Tony Stark, and the wit of Sherlock Holmes!* Now, my friend, what troubles you! I'm ready to dive into your issue!https://setori.ai | Video: https://lnkd.in/g2c5Th3SOdin combines data from your GitHub, Jira, Calendar, Email and Slack stack with a growing dataset of world-class engineering team case studies...
Show HN: Meet Odin! – An AI-TPM designed to help engineering teams
Preview: https://chat.setori.ai Video: https://youtu.be/Xzu4rIa783YAI-Feedback loops are in:- Sensors: Put a sensor where you need it. - Data pipeline: Connect the data to an AI-system - Decision Making: Use the feedback for continuous optimization. - Actuation: Implement the decisionAlexander Sergeev and Paul Mikesell at https://lnkd.in/gibc7DiA serve as a phenomenal example of this. They own...
1. Creativity can be achieved at faster speeds than humans can consume. 2. We have no evidence to say AI and the techniques behind it wont keep improving (there are already so many low hanging fruits, alot of it is infra problems and the other half that we can't even imagine can probably be solved by AI better than humans can)
https://docs.google.com/document/d/1NTsnUVRzBfK6y7WNX2JURogD...
https://docs.google.com/document/d/1NTsnUVRzBfK6y7WNX2JURogD...
My suggestion for all founders - find a mentor who is a founder & builder.
Lets take this offline? - Would be delighted to chat.