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With gemini 2.5 pro pricing and results, Google has fixed the biggest unknown/weakest link in their lineup
and we can now confirm that @GoogleDeepMind completely owns the pareto frontier down to 1220 elo
(at least until o4-mini and gpt5?)

swyx@swyx
updated price-elo pareto frontier with deepseek v3/r1 and gemini 2 flash thinking 2 results notes: - o1-mini and o3-mini are going to have to DRASTICALLY cut prices (like, at least 25x) to keep up. it is not a surprise that o3-mini is going to be in free chatgpt much sooner than o1-mini curve. - claude 4 needs at least 75 elo step up to be relevant - distillation research (like we cover in the @madiator podcast today) meaningfully bends the pareto frontier over time. it is awe-inspiring to plot out and observe. - 2023's We Have No Moat memo might be experiencing a redux - this time at Meta, and maybe at the other big labs more in today's subscriber poast
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😎 10,000,000 USERS IN 3 DAYS 😎
Don't miss this next NOT coin project.
Claim your points now: t.me/dogshouse_bot/…
Join the DOGS movement and send it to 100M. #DOGS #DOGScommunity



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$DOG is listing very soon on $TON
No one should have less than 20k $DOG
Drop your link in comment for others to use and Rt asap 🫡
Link to dog airdrop: t.me/dogshouse_bot/…

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🔥 Treasure Hunt Time! Stake on Holdstation, Earn Bonus Mainnet #GoatTech Points!
Goats Assemble! The wait is over, @GoatxTech 's Mainnet is live!
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Here's the scoop:
👉 Download Holdstation Wallet (IOS|Android)
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The more you stake between May 15th and June 6th, the more Mainnet Points you'll earn!
Download #Holdstation now and claim your rewards before time runs out!

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✨ Unlock 10 Treasure chests through your social connections!
→ Open #Holdstation Wallet app
→ Tap 'Explore' at bottom corner
→ Link your X account
🎁 Smash those chests for extra rewards – there's still some left!
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🔥 5️⃣,0️⃣0️⃣0️⃣,0️⃣0️⃣0️⃣,0️⃣0️⃣0️⃣ DOLLARS in Total Trading Volume on #Holdstation DeFutures
Check your ranking and don't miss out on leveling up your trading skills in the Cat Kingdom Trading Contest
⛵️holdstation.exchange/trading-compet…

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📢 #zkStarter Announcement
We're thrilled to unveil our upcoming launchpad: @AutoAirAI, a revolutionary force in #airdrop hunting, powered by #AI 🔥
This launchpad will roll out in two phases, designed to reward #Holdstation supportive users and contribute to community value!
Discover more: blog.holdstation.com/zkstarter-laun…

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🚄 New Fat Cat's Coming to #Holdstation's Train
Holdstation is thrilled to announce our partnership with @zkzorro! We've integrated $ZORRO, a community-driven native memecoin of #zkSync Era into our Paymaster feature.
⛽️ Alongside $HOLD, $USDC, and $USDT, you can utilize $ZORRO as a gas fee token on @zkSync
With this integration, we're offering an exclusive 20% discount on gas fees when you opt for $ZORRO as your gas fee token

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✨ Start 2024 with a BANG!
Join our New Year Swap Competition with a whopping $500 worth of $GEC prize pool!
📅 Event Period: Jan 5th - Jan 11th, 2 PM UTC
✅ To qualify:
Achieve a $200 Swap volume with $GEC on #Holdstation and hold 100,000,000 $GEC.
🎁 Prize Pool:
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3rd Place: $100
4th & 5th Place: $25 each
📲 Download the Holdstation app now and let the competition begin!
🔗 holdstation.com
#GECKOINUAVAX

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🔥 #Holdstation is now partnering with @GeckoInuAvax for an exclusive event!
To mark this partnership and drive engagement for Holdstation and Gecko Inu:
🌟 We will airdrop $10,000 worth of $GEC to 2,000 stakers & active users
Are you a part of this? 👇
#GEC #GECKOINUAVAX

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Principled Instructions for LLMs
Nice set of guiding principles to improve and enhance the quality and reliability of LLM responses.
Shows the effectiveness of the principled instructions and prompt designs across model sizes and scenarios.
Tested on Llama 1/2 (7B, 13B, and 70B) and GPT-3.5/4. (see examples in the figure)
It's well known that prompt optimization can lead to significant performance gains. If you are building or researching with LLMs, this is a great read.
arxiv.org/abs/2312.16171…

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While large language models appear to have a rich understanding of the world, how do we know they’re not simply regurgitating from training data? Check out the latest AI Explorable on a phenomenon called grokking to learn more about how models learn. → goo.gle/45ohnQh
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