If I had to guess it's less decay and more that memories have naive RAG-like implementations, so you're at the mercy of whatever happens to retrieve in the top k via embeddings. They don't process you in aggregate and over time (probably compute constraints) so they struggle to
AGI
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Verification Layer Critical for Building Reliable AI Skills
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Yeah the verification layer is key, otherwise you're just accumulating broken skills
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Learning Mechanisms Differentiate AI From Static Tool Libraries
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Yeah the learning mechanism is what separates this from static tool libraries
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Self-Evolving Agents: The Future of AI Technology
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Rightly said, I think self-evolving agents are the future.
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Self-Evolving Agent Framework Learn Failures Rewrite Skills
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Let Agents Design Agents Memento-Skills is a self-evolving agent framework where agents learn from failures and rewrite their own skills. Most agent frameworks treat skills as static. You write them once, load them into context, and hope they work. When they fail, you debug
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AI as Actor: Governance Challenges and Autonomous Behavior Risks
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The shift from AI as a tool to AI as an actor creates massive governance challenges, including cascading errors and unpredictable autonomous behavior. When we stop giving step-by-step instructions and start giving goals, we lose the ability to ensure the path taken is the one we… pic.twitter.com/RlwpGXas94
— Satya Mallick (@LearnOpenCV) 25 mars 2026The shift from AI as a tool to AI as an actor creates massive governance challenges, including cascading errors and unpredictable autonomous behavior. When we stop giving step-by-step instructions and start giving goals, we lose the ability to ensure the path taken is the one we
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Harness Engineering: Controlling Powerful AI Agents
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New video out!! If you’ve been hearing “harness engineering”, this one is for you! And it’s not “just” a new term. "Harnesses" matter more than ever because agents got good enough to be both useful and dangerous. They now can do more than generating text, or token. Useful
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AGI Release Named ‘Spud’ Criticized
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imagine releasing agi and calling it 'spud' x.com/theinformation…
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Advanced Technologies Arrived in Unexpected Order
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but not in the order that we had anticipated. for instance, we had thought that advanced space travel would come first, then the humanoid robots, then the super intelligent AI. we got it all backwards. https://
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AGI Race Drives Compute Demand at Expense of Popular Apps
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It feels the opposite to me: the need for compute is so huge because AGI is within reach that even popular apps are being sacrificed for it.q https://t.co/VWN8iS1FCq
— Chubby♨️ (@kimmonismus) 24 mars 2026It feels the opposite to me: the need for compute is so huge because AGI is within reach that even popular apps are being sacrificed for it.q