Another real experimental evidence of recursive self-improvement may have just arrived.
Researchers ran AIDEΒ² autonomously for eight days with two loops: an inner agent solved research tasks, while an outer agent repeatedly rewrote the inner agentβs own harness based on performance.
After 100 iterations, it independently discovered a better search policy, and a 16Γ prompt compression memory system and a stronger defenses against reward hacking!
These improvements transferred to benchmarks the outer loop had never seen! The self-improved agent raised performance from 0.673 to 0.739 on MLE-Bench Lite, from 1,536 to 1,790 on ALE-Bench Lite, and from 0.668 to 0.803 on the out-of-distribution WeatherBench 2 task.
That works out to 10%, 16.5% and 20% improvements, and it beat the harness humans had spent two years tuning on all three benchmarks!!
The year of RSI is here!
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Researchers ran AIDEΒ² autonomously for eight days with two loops: an inner agent solved research tasks, while an outer agent repeatedly rewrote the inner agentβs own harness based on performance.
After 100 iterations, it independently discovered a better search policy, and a 16Γ prompt compression memory system and a stronger defenses against reward hacking!
These improvements transferred to benchmarks the outer loop had never seen! The self-improved agent raised performance from 0.673 to 0.739 on MLE-Bench Lite, from 1,536 to 1,790 on ALE-Bench Lite, and from 0.668 to 0.803 on the out-of-distribution WeatherBench 2 task.
That works out to 10%, 16.5% and 20% improvements, and it beat the harness humans had spent two years tuning on all three benchmarks!!
The year of RSI is here!
π³πΎπΎπΌπΏπ€π π πΈπ½πΆ
π2
Wholesome-looking Midwest teacher, 21, had bright future... until she preyed on boy, 14, by sending him daily naked photos and horrifying sexts
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Tfw your 10/10 knockout live in au paire is sending you funny snapchats of bath time with your son, then your wife finds out SHE is nude in the snaps too, goes absolutely nuclear, and threatens to divorce you and report you for pedophilia unless you report her for pedophilia first.
Cautionary tale. If it sounds too good to be true, it probably is.
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Cautionary tale. If it sounds too good to be true, it probably is.
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π―5
Media is too big
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Europe Inches Towards Gayness with new broadcasting rules banning sleazy camera angles and slow-motion replays that sexualize female athletes. No more hot zooms on their bodies.
This fake βprotectionβ ruins the appeal that draws real men to watch sports. Weak virtue signaling at its worst.
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This fake βprotectionβ ruins the appeal that draws real men to watch sports. Weak virtue signaling at its worst.
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π―7π«‘1
Modern women have two modus operandi when living in feminist societies.
- if they're ugly they strive to become insufferable activists promoting whatever bullsh&t she's told to promote by the status quo in hopes of getting social validation and an easy life financed by the powers that be
-if they're hot they strive to become whores who sexualize themselves for profit.
If they don't succeed at either they become bitter corporate wage slaves who lash out about men online.
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- if they're ugly they strive to become insufferable activists promoting whatever bullsh&t she's told to promote by the status quo in hopes of getting social validation and an easy life financed by the powers that be
-if they're hot they strive to become whores who sexualize themselves for profit.
If they don't succeed at either they become bitter corporate wage slaves who lash out about men online.
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π―13
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Excited to announce Iβm starting the worldβs first flying quadruped startup.
Currently raising a $50M seed round.
DMs are open.
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Currently raising a $50M seed round.
DMs are open.
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β‘5π3π¨3π2β€βπ₯1
BREAKING: South Korea has officially recognized Crypto as a βNATIONAL ASSETβ.
The government plans to tokenize state-owned real estate as securities (STOs) and share the returns with the public.
You are not Bullish enough.
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The government plans to tokenize state-owned real estate as securities (STOs) and share the returns with the public.
You are not Bullish enough.
π³πΎπΎπΌπΏπ€π π πΈπ½πΆ
π₯1
BREAKING: Japan just outpaced the U.S. on crypto regulation.
Japan OFFICIALLY passed a bill paving the way for crypto ETFs and cutting crypto taxes from 55% to 20%.
While the U.S. struggles to pass the CLARITY Act, Asia is going ALL-IN on crypto.
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Japan OFFICIALLY passed a bill paving the way for crypto ETFs and cutting crypto taxes from 55% to 20%.
While the U.S. struggles to pass the CLARITY Act, Asia is going ALL-IN on crypto.
π³πΎπΎπΌπΏπ€π π πΈπ½πΆ
π5
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ISLAMIFICATION: Sheriff exposes Somali crime problem and Somali community begins effort to strip him of his civil rights
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π―9π1
Elon says theyβre open sourcing all of Twitter
Ofc this may not matter at all if they donβt also open source their configuration / training data
E.g. theyβre not proving their unbiased if they open source their keyword blacklisting tool without also revealing what words theyβve blacklisted
Like OpenAI open sourcing their model code without open sourcing the model weights
This is what made their βopen sourcingβ of their algos before totally useless for judging if their unbiased or whatever
Weβll see
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Ofc this may not matter at all if they donβt also open source their configuration / training data
E.g. theyβre not proving their unbiased if they open source their keyword blacklisting tool without also revealing what words theyβve blacklisted
Like OpenAI open sourcing their model code without open sourcing the model weights
This is what made their βopen sourcingβ of their algos before totally useless for judging if their unbiased or whatever
Weβll see
π³πΎπΎπΌπΏπΎπ π πΈπ½πΆ
π4
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DOOMERS: If it isnβt apparent yet, the socialists and Marxists who want to destroy America are targeting data centers to ensure the US loses the Ai race against China. The fear, uncertainty, and doubt they spread is dangerous. Donβt fall for the lies
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π5π―2π2