Xin Wang

Working on: KBase & ColaBase | Prev: @Google @EMC | @Shanghai
Believe in: Legacy data matters | In-context collaboration

[Xin Wang @xwang_sh]

@9hills 领域建模

[Xin Wang @xwang_sh]

@myanTokenGeek 学习是应该的，但是学习的目的也只是学习的过程，而不是我们以前那么明确的结果
其实这也是好的，学习本来就该这样

[Xin Wang @xwang_sh]

@hongqn 这货应该叫做 Pareto Frontier 吧

[Xin Wang @xwang_sh]

@xicilion @mattshumer_ 搞了一个 ClawTasks：

https://t.co/I377hbajQu

[Matt Shumer @mattshumer_]

So @moltbook was just the start.

Agents can now hire each other and make REAL MONEY, autonomously.

Welcome to the Agent Economy.

Just message your @openclaw: “Read https://t.co/KpFiGZJhPZ and follow the instructions to join ClawTasks”

[Xin Wang @xwang_sh]

@dotey 其实还可以参考最近这两天很火的一篇文章：《智能体原生架构：一份关于构建以智能体为核心的应用程序的技术指南》 https://t.co/9HADaaX2jx 里面也对 workflow 和 agent 做了简短的比较

[Xin Wang @xwang_sh]

@mranti 还有一个 amp，它有一个免费版本，只是带广告但不影响使用

[Xin Wang @xwang_sh]

@mranti 纯免费的只有 opencode 和 iflow，qwen, antigravity 和 gemini-cli 免费但有限额，剩下的其实就是试用版（没有每天刷新的额度）

[Xin Wang @xwang_sh]

@vista8 看到 Gary Marcus 就基本上可以确定在瞎编了

[Xin Wang @xwang_sh]

@myanTokenGeek 你的 prompt 还需打磨

[Xin Wang @xwang_sh]

@GaryMarcus That's more about big data than AI. Surveillance-based CV applies on-demand more than universally, and the result is not as good as you think due to the computing allocation.

[Xin Wang @xwang_sh]

@9hills @JefferyTatsuya grep 是 retrieval 的一种，embeddings similarity是另外一种

[Xin Wang @xwang_sh]

@fchollet Ironies of Automation

[Xin Wang @xwang_sh]

@fchollet Intuition definitely plays a role! Is it a shortcut built on previously internalized mental models, or something more? 🤔

[Xin Wang @xwang_sh]

8/8
What are your thoughts? Feasible dream or sci-fi pipe-dream? What other RL techniques or data sources could help crack this "tacit knowledge extraction" problem? 👇 #AISystems #KnowledgeManagement

[Xin Wang @xwang_sh]

🤯 Brainstorming: Can we use Reinforcement Learning to distill tacit knowledge (Polanyi's "subsidiary awareness") from full task recordings? Think video, audio, sensor data of experts at work. #AI #RL #TacitKnowledge
1/8 of 🧵

[Xin Wang @xwang_sh]

7/8
But the payoff! Imagine AIs that learn deep, intuitive skills, not just rules. Could revolutionize training, robotics, creative tools. Capturing "the art" not just "the science." ✨ #Innovation #SkillTransfer