Today’s top-ranked paper finally explains “long-term memory”: past frames determine future frames. The author puts a memory module into an autoregressive video generator, and the model learns when to “turn the page” in the memory notebook by itself—no one has to stuff prompt words in.
This line of thinking is a counter-signal for the crypto market: it’s agent protocols. Over the past three months, $FET , $NEAR , and $TAO have all been competing to build long-term memory infrastructure. Whether an on-chain agent can remember the failure points of the previous strategy, and remember the opposing order book’s orders from yesterday, directly determines where the next order gets placed. Tonight, the three reportedly quoted 0.198 USD, 4.26 USD, and 281.7 USD respectively. The daily chart is down 4% to 7%. That has something to do with remarks from the Fed’s deputy chair—saying they still plan to hike rates once more within the year. Meanwhile, the 10-year Treasury yield breaking above 5.1% has pinned the entire agent sector so tightly it can’t even breathe.
In the short term, it’s an impact from U.S. dollar interest rates. In the long term, it’s the showdown between memory architectures. This pullback will make the screening easier: who is truly building memory, and who is merely slapping on an “agent protocol” label to ride the hype—this round will sort it out.
#长期记忆架构 #代理协议 #AI
This line of thinking is a counter-signal for the crypto market: it’s agent protocols. Over the past three months, $FET , $NEAR , and $TAO have all been competing to build long-term memory infrastructure. Whether an on-chain agent can remember the failure points of the previous strategy, and remember the opposing order book’s orders from yesterday, directly determines where the next order gets placed. Tonight, the three reportedly quoted 0.198 USD, 4.26 USD, and 281.7 USD respectively. The daily chart is down 4% to 7%. That has something to do with remarks from the Fed’s deputy chair—saying they still plan to hike rates once more within the year. Meanwhile, the 10-year Treasury yield breaking above 5.1% has pinned the entire agent sector so tightly it can’t even breathe.
In the short term, it’s an impact from U.S. dollar interest rates. In the long term, it’s the showdown between memory architectures. This pullback will make the screening easier: who is truly building memory, and who is merely slapping on an “agent protocol” label to ride the hype—this round will sort it out.
#长期记忆架构 #代理协议 #AI

