98% of people can't solve this!

We started this project thinking LMs can’t be prompted to do classification tasks with over 10,000 classes — especially when documents are long! But the incredible @KarelDoostrlnck found this elegant DSPy program that, once optimized on ~50 examples, sets the state of the art.

David's Take 🗣️ Is this a different type of Bull Market? If it is, we're missing crypto's homegrown catalyst 👇 --------------- Apparently, it’s a bull market At least, that’s what everyone is saying And this shouldn’t be discounted! If a critical mass of people is bullish, that sentiment becomes contagious, and the time to bid is now! But there’s something different about this bullish sentiment from previous cycles, and it’s worth identifying and parsing out People are bullish because of the Spot ETFs that are imminent The Bitcoin Spot ETF approval could happen anytime, and the Spot ETH ETF isn’t far behind This is a moment this industry has been waiting for over a decade -- the Winkelvi first filed their Bitcoin ETF in 2013! The size of the pipe that a Spot ETF builds between BTC and ETH should not be underestimated A TON of money can flow through these pipes It’s a massively bullish catalyst, and there’s no other way to interpret that If these Spot ETF approvals triggered a bull market, it would be the first time crypto experienced an externally caused bull market What do I mean by this? - The 2013 bull market was known as the Fork-and-Fair-Launch era, where people realized that Bitcoin was a primitive that could be copied. 10,000 PoW chains blossomed, and a few of them are still alive to this day - The 2017 bull market was the ICO mania, where people realized that you could just issue a token on Ethereum, and you wouldn’t need to have your asset be encumbered by an entire blockchain. Plus, smart contracts! - The 2021 bull market was the NFT mania and the Alt-L1 mania, in which we figured out that our tokens didn’t have to necessarily be just financial assets, but culture, art, and community were able to realize value in DeFi. Also, we needed more blockspace, and the desire to produce an “Ethereum-killer” attracted a ton of VC funding and energy - The 2024 bull market currently seems poised to be the spot ETF approval bull market? Because external capital is capable of buying BTC and ETH? Do you notice something different here? This bull market is not on our terms This is an exogenous bull market It’s being caused by external forces beyond the crypto industry There is no internal catalyst for excitement, interest, and blockspace demand In all previous crypto bull markets, we’ve found some new primitives that unlocked new use cases, new applications, and new demand We excited consumers and retail with new powers and drew people in with an expanded vision of what crypto could be In this bull market, TradFi can purchase our two main blue-chip assets in their brokerages These are different bull market catalysts Right now, bullish sentiment has gone viral in the industry, and down-market cap assets have experienced some insane price actions, notably THORChain and Solana, two assets that also had huge pumps last bull market Industry veterans who stuck around all bear market are putting their chips on the table, placing their bets on what a retail speculative frenzy might look like, and are using the memory of 2021 to inform their investment decisions But what if this bull market isn’t like 2021? Traders and speculators are using historical activity and price action to inform what might attract users in 2024 Still, all the signals we have right now point to a different kind of bull market than one we previously had A Tale of Two Markets With the incoming Spot BTC and ETH ETFs, there will be a big fat line drawn between the crypto-assets that have Spot ETF exposure and those that do not The reason why the Spot ETFs are bullish is due to the massive amounts of exposure that create the trillions of dollars of wealth held in traditional brokerages and the rest of TradFi Only BTC and ETH have this exposure! People placing their chips below this line are speculating on a bull market that matches the historical bull markets that crypto has experienced. But, without an endogenous catalyst of internal excitement, new interest, and new capital, why would the bull market proceed past this big line between BTC, ETH, and the rest of the market? We need an Endogenous Catalyst Bankless Nation, like you, I want a bull market But if we’re going to have the “bull market” that we all imagine, we need a reason for new entrants to come into crypto directly via private keys and start playing in the arena below BTC and ETH Right now, we don’t have any new reason for people to enter crypto in a crypto-native way We haven’t unlocked any new primitive Retail doesn’t care that Polygon or Solana has cheap blockspace and improved execution environments We haven’t built any new apps! Now, increasing asset prices is marketing in itself, and the Casino re-opening and people making money for the first time in 2 years is an incentive to re-enter the arena But I fear that that is short-lived if there’s not some new app or primitive that people can play with, as there was in 2013, 2017, and 2021 To have the bull market we all want, we need an endogenous catalyst

“I refuse to pay $1 a year for this app I use every day!” *sips $17 latte* - every B2C user

So many suckers want to get rich quickly that the most effective way to get rich quickly is to sell them the promise of getting rich quickly.

MISINFERENCE FROM THE 10,000 hour rule: I tried my version, w/the 10K equation project, more than 13y ago. My impression: the rule works largely because, if someone does not have some natural preparedness for the task, he/she would be discouraged & would not persevere.