Edward Chen @ECRecurrentAI

Long press on any image on 𝕏 to have Grok turn it into a video!

This simple algorithm that I came up with to help me make fewer dumb mistakes in the future is incredibly powerful

Tesla Owners Silicon Valley @teslaownersSV

2 years ago

Wonder if @DOGE will adopt this like @SpaceX has

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🚨 BREAKING: Trump announces Elon Musk and Vivek Ramaswamy will head the Department of Government Efficiency. It will "slash excess regulations" and "cut wasteful expenditures."

2028 Olympics 😂😂

Investment Advice from Elon Musk:

😬

@Austen Product development has actually sped up dramatically with fewer people

There are no coincidences

Honored to launch @Starlink in Indonesia!

Introducing GPT-4o, our new model which can reason across text, audio, and video in real time. It's extremely versatile, fun to play with, and is a step towards a much more natural form of human-computer interaction (and even human-computer-computer interaction):

You can now generate production-ready prompts in the Anthropic Console. Describe what you want to achieve, and Claude will use prompt engineering techniques like chain-of-thought reasoning to create more effective, precise and reliable prompts.

It will bring you good fortune

The Claude iOS app has arrived. The power of frontier intelligence is now in your back pocket. Download now on the App Store: apps.apple.com/us/app/claude/…

𝕏 at 10pm on a Saturday night

Being good (in either sense) will bring you what seems like good luck, but isn't as random as it seems. People will talk about you behind your back, just as they do if you're bad, but instead of secretly harming you, they'll secretly help you.

Precisely

CELEBRATING 10 YEARS OF “THE HARD THING ABOUT HARD THINGS” BY @bhorowitz! “Hard Things” remains a go-to guide for entrepreneurs navigating startup life, with timeless wisdom that can only be learned on the battlefield of business. Some of our favorite quotes from the book: 1. “It’s the moments where you feel most like hiding or dying that you can make the biggest difference as a CEO.” 2. “Life is struggle.” I believe that within that quote lies the most important lesson in entrepreneurship: Embrace the struggle.” 3. “Note to self: It’s a good idea to ask, “What am I not doing?” 4. “If you are going to eat sh*t, don’t nibble.” 5. "The hard thing is not dreaming big. The hard thing is waking up in the middle of the night in a cold sweat when the dream turns into a nightmare." 6. “People always ask me, ‘What’s the secret to being a successful CEO?’ Sadly, there is no secret, but if there is one skill that stands out, it’s the ability to focus and make the best move when there are no good moves.” 7. “Spend zero time on what you could have done, and devote all of your time on what you might do.” 8. “Some employees make products, some make sales; the CEO makes decisions. Therefore, a CEO can most accurately be measured by the speed and quality of those decisions.”

Today, we're announcing Claude 3, our next generation of AI models. The three state-of-the-art models—Claude 3 Opus, Claude 3 Sonnet, and Claude 3 Haiku—set new industry benchmarks across reasoning, math, coding, multilingual understanding, and vision.

# On the "hallucination problem" I always struggle a bit with I'm asked about the "hallucination problem" in LLMs. Because, in some sense, hallucination is all LLMs do. They are dream machines. We direct their dreams with prompts. The prompts start the dream, and based on the LLM's hazy recollection of its training documents, most of the time the result goes someplace useful. It's only when the dreams go into deemed factually incorrect territory that we label it a "hallucination". It looks like a bug, but it's just the LLM doing what it always does. At the other end of the extreme consider a search engine. It takes the prompt and just returns one of the most similar "training documents" it has in its database, verbatim. You could say that this search engine has a "creativity problem" - it will never respond with something new. An LLM is 100% dreaming and has the hallucination problem. A search engine is 0% dreaming and has the creativity problem. All that said, I realize that what people *actually* mean is they don't want an LLM Assistant (a product like ChatGPT etc.) to hallucinate. An LLM Assistant is a lot more complex system than just the LLM itself, even if one is at the heart of it. There are many ways to mitigate hallcuinations in these systems - using Retrieval Augmented Generation (RAG) to more strongly anchor the dreams in real data through in-context learning is maybe the most common one. Disagreements between multiple samples, reflection, verification chains. Decoding uncertainty from activations. Tool use. All an active and very interesting areas of research. TLDR I know I'm being super pedantic but the LLM has no "hallucination problem". Hallucination is not a bug, it is LLM's greatest feature. The LLM Assistant has a hallucination problem, and we should fix it. Okay I feel much better now :)