Sustainability is key Kardashev-2 or bust building Second Brains @ns Co-founder: https://xitter.cf/t.co/p5JJgQXWPV started: @techceleration
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网景创始人 、硅谷顶级投资人Marc Andreessen 在访谈里坦言，他看到了科技史上最可怕的一道认知鸿沟，
传统巨头以为 AI 只是个降本增效的插件，而新一代 AI 原生团队，正在用完全非人的组织效率掀翻整个商业版图。
当年写出网景浏览器、见证了整个互联网三十年兴衰的 Marc Andreessen，坐在 Ben Horowitz 面前直接发出了感慨，
如果 1994 年我们做 Netscape 的时候就有今天这种 AI 工具，那简直不可想象。
现在绝大多数传统巨头和现有企业，依然在用改良软件的旧思维去看待大模型。
在他们的组织逻辑里，AI 只是一个高级功能，用来给现有业务做个插件、在钉钉里加个智能助手、或者把客服团队砍掉 20% 省点成本。
他们以为自己在拥抱变革，其实只是在给老旧的蒸汽机打补丁。
但真正恐怖的事情，正在那些刚成立的 AI 原生团队里发生。
那些创始人对 AI 能力的理解，跟大厂完全不在同一个平行宇宙。
他们每周都在看着底层技术飞速进化，而且他们压根不会把自己定义成一家软件公司、硬件公司、甚至是一家 AI 公司。
以前创办一家公司，你的组织架构是按人类的协同瓶颈搭出来的：
招产品经理写文档、招工程师写代码、招法务改合同、招运营做投放。
因为人类的脑力带宽有限，所以必须靠庞大的部门和管理层级来支撑业务。
而真正的 AI 原生物种，是用机器智能作为最底层的骨架。
两个人加上一整套自动化 Agent，可以直接把从市场洞察、软件工程、全栈设计到商业销售的链路全部跑通。
他们不是在效率上快了 30%，他们是在组织形态上彻底跨越了一个物种。
大厂的盲区，从来不是买不起算力，而是他们无法理解组织本身才是最大的负债。
当现有企业还在开会讨论如何把 AI 塞进现有的业务流程时，新一代的野蛮人正在用完全超越行业界限的方式，把传统的业务流程连根拔起。
未来拉开人与人、公司与公司之间差距的，根本不是你用了哪个模型，而是你到底是在用新工具维持旧世界的体面，还是用新世界的底层逻辑，重新定义了自己能做的事情。
Had another wonderful 'software on demand' magic moment last night.
Coordinated video watch party app to watch a show with @JudithBernet
Moments later:
‼️ Tailscale SSH Flaws Could Let Hackers Gain Root Access Across Servers
Details: cybersecuritynews.com/tailsc…
A new security report warns that Tailscale SSH has flaws that could let a hacker move from one compromised device to root access on other servers. Tailscale SSH lets approved devices log in to each other over a private network. The report lists 11 findings in five groups.
They cover Tailscale’s SSH server, its serve and app connector features, the DERP relay client, and headscale, an open-source server that manages Tailscale networks.
The researcher tested Tailscale 1.104.2 and headscale 0.29.5 between October 22 and October 24, 2026. The most serious group involves Tailscale SSH. Its SSH server runs inside tailscaled, a background program with full root privileges on the machine.
#cybersecuritynews
Readers added context they thought people might want to know
The flaws require an already-approved device in the Tailscale network with SSH rules permitting access/forwarding; they enable post-compromise lateral movement and escalation inside the tailnet, not unauthenticated remote access from outside.
tailworm.com
brandefense.io/security-news/…
tailscale.com/security-bulle…
x.com/mmaunder/statu…
Today @JensenHuang received the shapan (шапан), traditionally given to honoured guests in Kazakhstan.
kaz/acc!
"This is the only country I've been to where the president declared this will be an AI nation." - @JensenHuang on Kazakhstan
"the only thing that matters is do you have ambition?" -@JensenHuang onstage at @astanahub today in Kazakhstan
Cross community techno-pollination let's go!
How would you build a second brain around your own knowledge and workflows?
Join @lorington and @iggynore at Ipê’s next Community Assembly to explore that question, with control over your knowledge as a guiding principle.
Our assembly will have two parts:
- Learners · @lorington
Lorin will share the architecture and design philosophy behind his second brain, built from years of journals, essays, and personal notes. He’ll also share a customizable GitHub starter repository to help you build your own.
- Builders · @iggynore
Iggy, from the Ipê community, will explore tools and practical choices for building a setup that works for you.
Bring your questions, share what you’ve been building, and join the community discussion.
Register here: luma.com/9i4dn2vr
My literal prompt just now: "nah just treat it right bb lets go"
In response Claude set up a highly detailed watcher to ensure that the external drive, despite spotty physical and Wi-Fi connection, would continue to upload my precious files to the cloud over the next days.
2nd 🧠 post
There's nothing like being at 90% of your weekly ai sub, about to sleep, reset at 6am tomorrow and saying "Gee, Brain, what do you want to do tonight?" and it just knows to answer "The same thing we do every night, Lorin—try to take over the world!" (aka continue the queued evals and RSI work)
High trust networks will out-accelerate you.
@ns just acquired @farcaster_xyz and is building a digital space for techno-optimists ⚡🚀📈
Pull up.
