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panewslab. com > en > articles > 019dc29f-5186-72fd-bb08-4d8fef5c6894

a16z: AI's "amnesia"can continuous learning cure it?

7+ hour, 34+ min ago  (1283+ words) Original authors: Malika Aubakirova, Matt Bornstein, a16z crypto Original translation: Deep Tide Tech Flow Before defending parametric learning (i. e. , learning to update model weights), it's necessary to acknowledge the fact that contextual learning does indeed work. And there's a strong argument that…...

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panewslab. com > en > articles > 019cd5e1-848f-7048-8983-02a25be6b5f5

Outsmarting the Minimax II: How to equip it with an "intelligent memory center" and truly begin its evolution

1+ mon, 1+ week ago  (639+ words) After the first article in this battle of wits, "Turn the Mini Max into a 'Free Claude'," was published, many brothers and sisters asked me, "What happened next? Did the lobster really get smarter?" To be honest, I almost gave…...

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panewslab. com > en > articles > 019c9f3d-05e7-7403-8005-3bbbb1fbbab3

Founders Fund, Pantera, and Franklin Templeton join Sentient's "Arena" to stress test enterprise-grade AI agents.

1+ mon, 3+ week ago  (378+ words) Arena simulates the real chaos of enterprise workflows: incomplete information, lengthy contexts, ambiguous instructions, and conflicting sources. Arena doesn't just judge whether the agent provides the "correct answer," but records the complete reasoning trace so that engineering teams can pinpoint…...

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panewslab. com > en > articles > 019c9473-0a16-75cc-a061-6288f7ddb643

Understanding this Agent Fi overview report is key to capturing the Alpha of the AI-native economy.

1+ mon, 3+ week ago  (976+ words) Compiled by: Deep Tide Tech Flow The full text is as follows: This report surveys a comprehensive overview of autonomous products that support retail users' participation in decentralized finance (De Fi). As before, we have established strict selection criteria: projects…...

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panewslab. com > en > articles > 019c5246-40ff-70df-b5a6-09580137d08c

Gradient releases Echo-2 RL framework, improving AI research efficiency by more than 10 times.

2+ mon, 1+ week ago  (292+ words) PANews Gradient releases Echo-2 RL framework, improving AI research efficiency by more than 10 times. - The Echo-2 framework reduces reinforcement learning post-training costs for large models by 10 times, improving research efficiency by 10. 6x. - In benchmark tests on the DAPO-17k dataset, training time…...

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panewslab. com > en > articles > 98aeb6ce-154f-4d42-a029-ccdeb1385845

10 Billion Robots, Generative Monopolies, and the Computing Highway: The Liberman Brothers' Endgame Vision for AI

3+ mon, 1+ week ago  (679+ words) The Liberman brothers, founders of Gonka. ai, warn of an impending "era of 10 billion robots," where AI-powered physical doppelgangers will shatter current economic and social structures. They argue centralized AI giants are creating "generative monopolies" that will control future digital…...