yes i understand that. (and addressed it another reply a moment ago). my point is that the SYSTEM as whole, requires symbolic rules for training. that’s not the neurosymbolic partition i think will need in the end, but it is still leveraging symbolics in an essential ways.
AGI
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System Shutdown: AI Infrastructure Facing Complete Shutdown
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you are lost. they are not restarting. they are shutting the whole system down.
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The transformative impact of AGI on the future
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5/ Sam Altman’s bottom line: AGI is the most powerful lever in human history. The future depends on how we use it.
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The Challenge of Ensuring Equitable AGI Benefits
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3/ The biggest challenge? Ensuring AGI benefits everyone. If done right, AGI could give every human access to intelligence equivalent to the entire world today. If controlled poorly, it could concentrate power in dangerous ways.
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Sam Altman’s Three Observations on the Impact of AGI
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Sam Altman’s “Three Observations” on AGI AGI isn’t just another breakthrough—it’s the biggest shift in human history. Here are 3 key points from Sam's latest thoughts :
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AGI is Coming: Remain Calm and All Will Be Well
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AGI is coming. Remain calm and all will be well. pic.twitter.com/C4gSxFuZoY
— Bob Gourley – e/acc (@bobgourley) 9 février 2025AGI is coming. Remain calm and all will be well.
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MaAS: Universal Agentic Supernet for Dynamic Agent Teams
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8). MaAS MaAS (Multi-agent Architecture Search) learns a universal “agentic supernet” from which it can spawn an optimal agent team on the fly for each query.
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Top AI Papers of the Week: Reasoning and Agent Advances
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Here are the top AI Papers of the Week (Feb 3-9): – s1
– OmniHuman-1
– Less Is More for Reasoning
– Advancing Reasoning in LLMs
– Rethinking Mixture-of-Agents
– Chain-of-Associated-Thoughts Read on for more: -

o3-mini-high Usage Limits Reset Daily for Users
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I just sent another 50 messages as soon as the limit for 'o3-mini-high' was lifted, and once again, I received a message saying that it would reset tomorrow.
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Self-Proclaimed AI Heavyweights Lack Substance
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Self-qualifying oneself as heavyweight while shipping nothing of significance looks like hubris to me