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This paper from Stanford and Harvard explains why most “agentic AI” systems feel impressive in demos and then completely fall apart in real use.
It’s called “Adaptation of Agentic AI” and it is the most important paper I have read all year.
Right now, everyone is obsessed with building autonomous agents. We give them tools, memory, and a goal, and expect them to do our jobs.
But when deployed in the real world, they hallucinate tool calls. They fail at long-term planning. They break.
Here’s why:
We are trying to cram all the learning into the AI's brain.
When developers try to fix a broken age
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If you’re over 18 years old,
You can’t afford to miss this.
The next 6–12 months are the most important of your life.
Why?
Because the market is setting up the greatest wealth transfer in history.
Most people think the pain is over.
THEY ARE WRONG.
Stocks are still at the most overvalued level in history, and the stress is intensifying.
Bitcoin has not officially bottomed yet.
We are likely staring down one final, brutal flush.
If you are dollar-cost averaging here,
That’s not a mistake.
Bitcoin is currently one of the most undervalued assets in the world.
Accumulating slowly is a smart play t
BTC-1.62%
DYOR1.31%
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Added CORN to my portfolio
Everyone’s talking about oil. Nobody’s talking about food.
Higher fuel costs hit farming and fertilizer prices are moving (we already hold NTR). Grain exports are getting disrupted. Corn goes into feed, fuel and food production.
Remember what happened in 2022 during the Russia/Ukraine conflict?
The options flow on CORN has been extremely aggressive. Big money buying calls at the 25 strike expiring August 2026.
A third of US corn production goes into ethanol.
Ethanol is blended into every gallon of gas you pump. Regular gas is already 10% ethanol.
When oil gets expen
CORN0.22%
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Quantum computer 👀
Nhanks19vip
Quantum risk isn’t something to panic about at this moment, but it is something to take seriously in the coming years.
From conversations I’ve had with some scientists in the field, the underlying theory isn’t new. In principle, quantum could challenge today’s cryptography, but turning that into a real, large-scale threat is still likely many years away.
It doesn’t suddenly break Bitcoin. It accelerates something the industry already knows how to do: upgrading its security assumptions.
There are already active discussions and proposals around post-quantum cryptography, e.g. BIP360, new address standards, and migration paths.
However, to me, quantum-proof Bitcoin is more like a coordination challenge.
The real considerations are legacy wallets, migration timelines, and execution complexity.
But framing this as an imminent failure misses the bigger picture.
This industry has evolved through every major challenge so far. Quantum risk will be no different.
Satoshi addressed it as early as 2010:
“If it happens gradually, we can still transition to something stronger.”
#GateSquareAprilPostingChallenge
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Ai
Nhanks19vip
🚀 AI in Crypto: The Future of Trading or Just Hype? Artificial Intelligence (AI) has penetrated the crypto world, bringing significant changes to the way we trade and analyze the market. Here are some examples of AI applications in crypto: 1. *Price Prediction*: AI can analyze historical data and predict crypto price movements.
2. *Automated Trading*: AI can make trading decisions automatically based on predetermined algorithms.
3. *Sentiment Analysis*: AI can analyze market sentiment and make trading decisions based on that data. However, it's important to remember that AI is not a guarantee of success.
The risk of loss still exists, and it's important to understand how AI works before using it in crypto trading 😊.
What are your thoughts on AI in crypto? 🚀
#GateAIGateClawOfficiallyLaunches
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Join the horse racing predictions, complete tasks to earn horse racing tickets, enjoy daily million Gift Coins giveaways, and share a 100,000 USDT prize pool—all at the Gate 2026 Spring Festival Celebration. https://www.gate.com/competition/year-of-horse-2026?ref_type=165&utm_cmp=7EQB9Jba&ref=VQDFXV0OVA
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Join the horse racing predictions, complete tasks to earn horse racing tickets, enjoy daily million Gift Coins giveaways, and share a 100,000 USDT prize pool—all at the Gate 2026 Spring Festival Celebration. https://www.gate.com/competition/year-of-horse-2026?ref_type=165&utm_cmp=7EQB9Jba&ref=VQDFXV0OVA
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let's join 🐎
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Join the horse racing predictions, complete tasks to earn horse racing tickets, enjoy daily million Gift Coins giveaways, and share a 100,000 USDT prize pool—all at the Gate 2026 Spring Festival Celebration. https://www.gate.com/competition/year-of-horse-2026?ref_type=165&utm_cmp=7EQB9Jba&ref=VQDFXV0OVA
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