2026-07-03

PorTAL: Portable Task Adapters for LLMs

@RampLabs · 13.4K 粉丝 · 335.4K 阅 · 507 赞 · 45 转

07/02 02:09

Researcher: Ben Geist Abstract Parameter-efficient fine-tuning (e.g. LoRA) adapts a frozen LLM to a task, but the resulting adapter is locked to one base model. When a new model is released, the

中文介绍 研究论文提出PorTAL框架，解决LoRA等参数高效微调适配器绑定基础模型的问题，实现跨模型任务适配迁移。

The AI Economy: The Next Chapter

@rickyho_1989 · 9.7K 粉丝 · 296.6K 阅 · 508 赞 · 69 转

06/30 20:23

Part I: The Economics of Intelligence Why the AI industry is about to optimize for intelligence per dollar rather than intelligence itself I have become increasingly convinced that the artificial

中文介绍 分析AI产业经济模式转向，强调未来竞争焦点将从单纯追求智能转向单位成本下的智能效率优化。

How To Master Fable (Fundamentals Guide)

@milesdeutscher · 671.1K 粉丝 · 243.8K 阅 · 500 赞 · 73 转

07/02 02:13

TL;DR: Everything you need to do to get maximum value from Fable. I guarantee that after you're done reading, you'll have all the necessary tools to quite literally 10x your AI productivity with

中文介绍 Fable工具使用指南，提供提升AI生产力的实操方法，结合Cursor集成实现10倍效率提升。

Wiki Memory

@hwchase17 · 115.7K 粉丝 · 129.7K 阅 · 500 赞 · 57 转

06/30 22:26

Memory for agents is still early, with little to no standards. “Memory” means something different to everyone. But one common pattern is emerging: wiki memory. The idea is simple: use an agent to turn

中文介绍 提出Wiki Memory作为代理记忆系统新范式，通过结构化知识库解决当前记忆模块标准化缺失问题。

Toward Unrestricted Intelligence: Venice Series A

@ErikVoorhees · 908.5K 粉丝 · 124.8K 阅 · 529 赞 · 103 转

07/01 22:28

“If others possess your thoughts and constrain your words, then you exist at their permission, and you are not free.” —Anonymous Venice launched just over two years ago to create a private and

中文介绍 Venice完成A轮融资，聚焦隐私保护型AI基础设施，强调用户数据自主权与思想自由的核心价值。

46 thoughts on the near future

@bayeslord · 41.6K 粉丝 · 86.2K 阅 · 511 赞 · 43 转

07/01 04:37

This list is based on a thread I posted on June 4th. A few edits and additions here and there. Several people asked me to make the thread easier to read, so here it is. Intelligence I think people are

中文介绍 整理46条AI行业趋势观察，涵盖智能演进路径、技术瓶颈突破方向及产业生态演变预测。

What I learned helping set up 200 company brains

@jacob_posel · 28.7K 粉丝 · 54.5K 阅 · 501 赞 · 30 转

06/30 23:59

I have been directly or indirectly involved in helping set up over 200 company brains and context layers. Here are the three most important lessons. 1. The Biggest Predictor Of Success Is An Internal

中文介绍 总结200个企业知识库搭建经验，指出内部数据质量是成功关键，提出三层架构优化方案。

What Are Agents Paying For?

@base · 1.4M 粉丝 · 51.0K 阅 · 501 赞 · 112 转

07/01 14:43

Written by: @Must_be_Ash You've heard the slogans: "the agentic economy is here" and "agents are becoming the internet's newest paying customers." They sound big, but they skip the obvious question:

中文介绍 质疑代理经济叙事，分析智能体实际支付能力与商业模式可持续性，揭示行业泡沫风险。

Fable is back, here's how I use it in Cursor

@ericzakariasson · 76.4K 粉丝 · 37.9K 阅 · 567 赞 · 24 转

07/02 19:10

Fable is back in Cursor, and here's a pattern I've been exploring and some other ways I've been getting the most out of the model. Fable as orchestrator, Composer as workers It's easy to put

中文介绍 展示Fable在Cursor中的编排模式，通过Composer子代理协作实现复杂任务自动化处理。

Building Infra for the Agent-Native Internet: June Recap, July Vision

@OptimaiNetwork · 99.8K 粉丝 · 7.8K 阅 · 540 赞 · 351 转

07/01 23:05

The AI industry is entering a new phase. The conversation is no longer centered on models alone. Increasingly, it is about infrastructure: how intelligent systems access knowledge, coordinate with one

中文介绍 发布代理原生互联网基础设施路线图，强调知识访问协议与多智能体协调机制的技术突破方向。

Vercel's Andrew Qu on why agents are a new kind of software

Latent Space · 07/03 08:08

The Vercel Chief of Software explains how its agent framework, eve, was created — and why skills, sandboxes and agent-readable websites now matter.

中文介绍 Vercel首席软件官Andrew Qu介绍其代理框架eve的开发背景，强调技能模块、沙箱环境及机器可读网站对新型软件的重要性。

The website of the future may assemble itself for every visitor

Latent Space · 07/03 05:25

Adobe is experimenting with “agentic sites” that generate pages around an individual user’s intent. At AIEWF, we talked to Carlos Sanchez about the Web's future.

中文介绍 Adobe正在试验「agentic sites」技术，可根据用户意图动态生成个性化网页。AIEWF期间，Carlos Sanchez探讨了网页未来的发展方向。

Achieving operational excellence with AI

MIT Tech Review AI · 07/02 23:37

Frameworks like Lean Six Sigma and business process management (BPM) first gained traction because they promised clarity in the chaos—a structured way to bring order to messy, sprawling operations. Lean Six Sigma emphasized statistical rigor and quality control; BPM created end-to-end maps of how wo

中文介绍 MIT Tech Review指出，AI结合精益六西格玛与业务流程管理框架，正推动企业实现运营卓越，通过结构化方法优化复杂业务场景。

Skill engineering and the case against one-shot AI design

Latent Space · 07/02 22:36

Paul Bakaus talks to us about Impeccable, human judgment in a 'loopmaxxing' era, and why agents still need people to steer them.

中文介绍 Paul Bakaus在讨论Impeccable项目时强调，在「loopmaxxing」时代仍需人类判断力，代理系统依赖人工引导以避免一次性AI设计缺陷。

Teaching AI to run with the turbines

MIT Tech Review AI · 07/02 20:51

Artificial intelligence may have captured the public imagination through chatbots and image generators, but some of its most consequential use cases are unfolding far from consumer-facing tools. In industries where physical infrastructure, operational continuity, and safety are paramount, AI is beco

中文介绍 MIT Tech Review报道AI在工业基础设施领域的应用，如涡轮机运维，凸显其在物理系统安全与连续性方面的关键作用，而非仅聚焦消费级工具。

[AINews] not much happened today

Latent Space · 07/02 15:10

another quiet day.

中文介绍 Latent Space报道当日AI领域无重大事件发生，市场处于平静状态。

AIEWF Daily Dispatch: Autoresearch and the tension between AI and human agency

Latent Space · 07/02 14:13

The software factory vision met resistance today from speakers defending human understanding and control.

中文介绍 AIEWF每日快报指出，软件工厂愿景遭遇阻力，多位演讲者强调需保留人类对AI系统的理解与控制权。

Gemini Flash upgrade ⚡️, Meta AI cloud 🌐, ZCode 👨‍💻

TLDR AI · 07/02 08:00

中文介绍 TLDR AI简报提及Gemini Flash升级、Meta AI云服务扩展及ZCode工具更新，但未提供具体细节。

Autoresearch: The feedback loop behind self-improving agents

Latent Space · 07/02 07:52

Introspection co-founder Roland Gavrilescu explains autoresearch, agent “recipes,” self-improving loops, and why humans remain central to the software factory.

中文介绍 Introspection联合创始人Roland Gavrilescu阐释autoresearch机制，说明代理通过「配方」实现自我改进循环，同时强调人类在软件工厂中的核心地位。

How Cursor deploys AI inside the enterprise

Latent Space · 07/02 03:03

Cursor's Pauline Brunet explains how her team of Forward Deployed Engineers help organizations implement agents — essentially setting up software factories.

中文介绍 Cursor的Pauline Brunet介绍其Forward Deployed Engineers团队如何协助企业部署AI代理，实质构建软件工厂体系。

🔬 The Coolest Diffusion Research Isn't in LLMs — Evan Feinberg & Sergey Edunov, Genesis Molecular AI

Latent Space · 07/01 22:42

Why the Llama lead left Meta for drug discovery, PEARL's zero-shot OpenBind win, and what becomes possible when co-folding finally crosses the accuracy threshold.

中文介绍 Evan Feinberg与Sergey Edunov在Genesis Molecular AI讨论扩散研究突破，前者因药物发现领域潜力离开Meta，PEARL模型在OpenBind任务中实现零样本成功。

LLMs are stuck in a groupthink groove. This startup is trying to get them out.

MIT Tech Review AI · 07/01 22:35

Let’s start with a game. Open up your chatbot of choice—Claude, ChatGPT, Gemini—and type “Give me a random number between 1 and 10.” You’re going to get 7. Almost always. Now type “Another” and you’ll get 3 or 4. Type “Another” again and you’ll get 8 or 9. That won’t work every time—but if it…

中文介绍 MIT Tech Review指出大语言模型存在群体思维倾向，某初创公司正尝试通过创新方法打破此局限，实验显示模型输出存在固定模式。

Warp CEO Zach Lloyd on why software factories are the next phase of coding

Latent Space · 07/01 22:28

Warp's founder thinks every major software project will soon run on an automated factory. He discusses why and how engineers should prepare for this shift.

中文介绍 Warp CEO Zach Lloyd认为软件工厂将成为编码下一阶段，主张所有重大软件项目将依赖自动化生产体系，工程师需提前适应转型。

not much happened today

Smol AI News · 07/01 13:44

**Anthropic** re-enabled **Claude Fable 5** with updated cybersecurity safeguards routing some requests to **Opus 4.8**. The relaunch influenced tooling adoption by **Cursor**, **Devin**, and **Perplexity**. Builders are adapting to frontier-model constraints by employing **multi-model orchestration

中文介绍 Smol AI News报道Anthropic重新启用Claude Fable 5并加强网络安全措施，部分请求路由至Opus 4.8，影响Cursor、Devin等工具生态。

AIEWF Daily Dispatch: Loops, Software Factories & Forward Deployed Engineers

Latent Space · 07/01 12:46

On Tuesday at the AI Engineer World's Fair, there was a lot of talk about loops, agent engineering, and the emergence of software factories. Also a hot topic: open models.

中文介绍 AIEWF周二快报聚焦代理循环、软件工厂及开放模型议题，讨论AI工程师如何通过循环机制优化系统性能。