If everyone agrees, why does nothing get done?Learn why leaders mistake consensus for alignment and how this quietly undermines strategy and results. https://t.co/HZXDmOemfu https://t.co/7fauTFjCf9 ...

RT positivity moon (@arrtnem)You don’t really understand this until you’ve had a few almostsA few dates where the conversation was fine, the food was decent, they laughed at the right moments, you nodded, you smiled, you did all the human things, and then you went home and felt nothing. Not heartbreak. Not excitement. Just this blank, polite calm like you finished a meeting. You lay in bed at 00:26 scrolling for a little dopamine hit because the whole night didn’t land anywhere in your bodyOr you meet someo ...

Hi, I'm Janesa and on paper I'm what they call a success story. Master's degree, corporate job, real estate, business, love, friendship, freedom, all before 30. But let me ask you something.Have you ever checked every box and still felt incomplete. One evening while having a facetime with my mom, she asked me to kusha which means are you happy. I said yes.She paused and she asked me again this time keeping her hand on her heart. Janesa, are you happy from here. I couldn't answer her.That silence, that silen ...

RT Avi Chawla (@_avichawla)If you need a video guide to Karpathy's nanochat, check out Stanford's CS336!It covers:- Tokenization- Resource Accounting- Pretraining- Finetuning (SFT/RLHF)- Overview of Key Architectures- Working with GPUs- Kernels and Tritons- Parallelism- Scaling Laws- Inference- Evaluation- AlignmentEverything you need to prepare for a job at Frontier AI Labs.I have shared the playlist in the replies! ...

If you need a video guide to Karpathy's nanochat, check out Stanford's CS336!It covers:- Tokenization- Resource Accounting- Pretraining- Finetuning (SFT/RLHF)- Overview of Key Architectures- Working with GPUs- Kernels and Tritons- Parallelism- Scaling Laws- Inference- Evaluation- AlignmentEverything you need to prepare for a job at Frontier AI Labs.I have shared the playlist in the replies! ...

Evals are an important step for having confidence in the LLM application or agent that you're putting out into the real world is performing as you would expect it to and they're hard to do right. Eugene Yan is one of the people in the business who I think is the sharpest around evals and I saw this tweet from him over the weekend. After repeating myself for the nth time on how to build product evals, I figured I should write it down.It's just three basic steps. One, labeling a small data set. two, aligning ...

Core Insights - The article discusses the transition from the "scaling era" to a "research era" in AI development, emphasizing the need for innovative paradigms that enhance generalization capabilities and economic properties of models [6][11][59]. Group 1: Model Performance and Limitations - Current AI models exhibit high performance in evaluations but lag in real-world economic impact, indicating a disconnect between evaluation metrics and practical applications [17][18]. - Models can perform impressively in one context but fail in another, often due to overfitting to evaluation criteria rather than generalizing to real-world tasks [19][22]. - The phenomenon of "reward hacking" is highlighted, where researchers design training environments that prioritize evaluation scores over real-world applicability [24][25]. Group 2: The Need for Paradigm Shift - The article argues for a return to a research-focused approach to address fundamental issues of generalization in AI, moving away from merely scaling existing models [6][11][59]. - The scaling dilemma is discussed, where the focus on increasing compute and data may not yield transformative results without innovative research [57][59]. - The importance of understanding the underlying mechanisms of human learning and decision-making is emphasized, suggesting that AI should incorporate similar principles [73][75]. Group 3: Human Learning vs. AI Learning - Human learning is characterized by high sample efficiency and the ability to learn from minimal data, contrasting sharply with current AI models that require extensive data [66][70]. - The article posits that human learning mechanisms, such as continual learning and robust self-correction, are not adequately replicated in AI systems [72][74]. - The discussion includes the role of emotions and value functions in human decision-making, which are often overlooked in AI development [51][53]. Group 4: Future Directions and Research Focus - The article suggests that the future of AI research should focus on developing models that can learn and adapt in real-world environments, rather than just optimizing for specific tasks [97][99]. - The potential for rapid economic growth driven by AI deployment is acknowledged, but the complexities of this growth are also highlighted [100]. - The need for a robust alignment of AI systems with human values and the importance of gradual deployment strategies are emphasized as critical for the safe development of superintelligent AI [103][106].

What if your very first breath is nearly your last. Imagine this. You're in a gypy, traffic blaring, people shouting.In the middle of that chaos, a woman gives birth. But something's wrong. The baby is not breathing.In the hospital parking lot, a doctor fights to bring him back. The next day, the Manila headline reads, "Jibney baby saved." That boy now stands before you. Life seemed to be saying, "Buckle up, kid. It's going to be a wild ride." At seven, I lost my dad.As the eldest son, I step up to be the m ...

RT ArchAI Viking (◉ - ◉) (@badviking1995)GM Web3 Legends🌐Happy Weekend‼️History shows progress survives only with alignment:📜 Laws aligned people💰 Markets aligned trade🔬 Science aligned truth with realityNow AI agents move faster than us: trading, adapting, making decisions. But without accountability, speed becomes risk.That’s why @recallnet exists: every move on-chain, every score verifiable, every reputation earned only from proof. No black boxes, no empty promises.The future of Human × AI alignment isn’ ...

[Music] Have you ever felt stuck in life. Like no matter what you try, you just can't seem to move forward. Have you poured your time, money, and energy into solutions only to end up right back where you started, frustrated, drained, and wondering what's missing.What if the real problem isn't something out there. What if it's simply a misalignment within. Here's what I believe.I believe once you find and correct that misalignment, the life you desire begins to unfold naturally, almost effortlessly. If I've ...