https://x.com/xleaps/status/1935143671529116155
2025-06-17
If error accumulates exponentially, then the curve here would be a straight line downward to the lower right. But we see a sigmoid shape. An alternative explanation is the context length factor. Longer horizon means longer context for example.
LLM 生产不一定是一个开放式系统 , 结果一路扩散下去积累错误 ; 它更多的是带约束的优化系统 , 而这个系统可以自带反馈和纠错 ;
在 agent 长时间跨度任务上的表现曲线和时间之间并不是随时间增加指数级下降的曲线 , 而是有明显的相变 ; 这至少说明有一些我们暂时还不清楚的错误机制 , 当然也有可能就是上下文长度限制 ;
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The Helium Lattice Parallax Sentry Nodes initiative is part of the broader Solana DePIN (Decentralized Physical Infrastructure Networks) ecosystem, aimed at decentralizing mobile and internet networks.
Dopamine Drug etc.
“embodied intelligence” : the physical body/agent and its interactions with the environment This idea is often discussed in fields such as robotics, artificial intelligence, and cognitive science.
随着行业的日趋成熟 , 代码层面的 技术 Bug 问题 会日趋减少 (?)
https://github.com/Acmesec/theAIMythbook
而 边界不清 职责模糊 的 业务逻辑 Bug 才是最大的挑战
审计公司只能确保代码无 Bug , 但如何才能做到 “逻辑有边界” 需要项目团队对 业务本质 有更深度理解和边界把控能力 ( 之前很多安全审计后依然遭黑客攻击的 “甩锅事件” 根本原因都在于此 )
光纤 无人机 https://archive.li/7C5Zk pros, cons
2025-06-03 “蛛网行动” 远程 指挥 https://archive.li/QkTeA
https://en.wikipedia.org/wiki/Lagrange_polynomial
Uses of Lagrange polynomials include the Newton–Cotes method of numerical integration, Shamir's secret sharing scheme in cryptography, and Reed–Solomon error correction in coding theory.
https://en.oi-wiki.org/math/poly/lagrange/