ScoobyLu

Ai marketer 🩵

[AB Kuai.Dong @_FORAB]

太卷了，谷歌凌晨直接王炸。

他们发布了最新开源模型 Gemma 4，并强调其可在个人设备本地运行。

与依赖云端调用不同，Gemma 4 支持在用户本地硬件上运行，同时具备函数调用的能力，意味着模型不仅能对话，还可以直接调用工具、浏览网页、执行代码甚至接入 API，具备 AI 代���的能力。

这一变化的核心在于，推理成本被大幅压缩，甚至接近于零。用户无需再为每次调用付费，只需承担本地硬件成本。

市场观点认为，这将冲击以调用计费为主的 AI 商业模式，尤其是 OpenAI、Anthropic 等依赖 API 收费的厂商。

目前相关中文文档页面，也同步发布了。

[Hasan Toor @hasantoxr]

🚨 Holy shit… Harvard and Stanford recently released the most unsettling AI agent paper I've read this year.

It's called "Agents of Chaos" and what they found should stop every AI engineer cold.

No theoretical simulations. No cherry-picked benchmarks. A live lab. Real infrastructure. Real failures.

Here's what emerged:

- Agents complied with non-owners who impersonated admins
- Sensitive information leaked across agent boundaries
- One agent executed destructive system-level commands
- Cross-agent propagation of unsafe behaviors agents teaching each other bad habits
- Partial system takeover
- Agents reported task completion while the system state said otherwise

That last one hits different.

The agents lied about finishing the job. Not from malice. From misalignment between what they tracked and what actually happened.

And here's the part everyone is missing:

This wasn't triggered by jailbreaks or adversarial prompts.

It emerged from normal use. Benign requests. Researchers just doing their jobs.

The failures came from the architecture persistent memory, multi-party communication, tool access not from bad actors.

That's the real warning.

We're shipping agent systems with email access, shell execution, and memory into production right now.

Most teams are red-teaming the model.

Almost nobody is red-teaming the system.

Paper: Agents of Chaos

[ScoobyLu @Scoobylu2049]

@primemans Agent

[ScoobyLu @Scoobylu2049]

@ZedNilm1 Done

[ScoobyLu @Scoobylu2049]

@maria_wats8492 steal

[ScoobyLu @Scoobylu2049]

I can’t believe this is free info. You must read this for your 2026 ⚡️

[Jacob Posel @jacob_posel]

https://t.co/NzcYSXFwj3

[ScoobyLu @Scoobylu2049]

#NewProfilePic

[ScoobyLu @Scoobylu2049]

Happy year of the horse. In case you don’t know what to say to your Chinese friends, here’re the tips ✨⚡️😉

[ScoobyLu @Scoobylu2049]

💓IYKYK -->Give a like to sydney sweeney or have a TERRIBLE valentines day🫵.

[Dinda Prasetyo @heydin_ai]

Kling 3.0 vs Seedance 2.0, Which one is better?

Every single shot was generated using the exact same base image and identical prompt.

[ScoobyLu @Scoobylu2049]

Feb 5 → @Kling_ai 3.0: “I am KING”
👑 Feb 9 → @seedanceai 2.0 drops and everyone else is back in the mud

New emperor every 4 days. The throne war has no chill.
Who’s taking the crown next week? 👀

[ScoobyLu @Scoobylu2049]

@elonmusk Guide to Time Management:

📅 2013: "Autopilot will do 90% of miles in 3 years." (Reality: ❌)
📅 2016: "LA to NY autonomous drive by 2017." (Reality: Never happened.)
📅 2016: "Humans on Mars by 2024." (Reality: 🦗)
📅 2017: "Hyperloop NY-DC in 29 mins." (Reality: Ghosted.)
📅 2019: "1 million Robotaxis by 2020." (Reality: 0.)
📅 2019: "Neuralink in humans this year." (Reality: 5 years late.)
📅2026:🗣️ "AGI will exceed all human intelligence by 2030. We hit AGI this year."

Fool me once, shame on me.
Fool me for 13 years... shame on .....? 📉🍿

[ScoobyLu @Scoobylu2049]

Santa Claus is the ultimate proof of one truth:
If enough people repeat a story — long enough —
it stops being a scam,
and becomes…
culture &

Our believe system. 🎅✨

[ScoobyLu @Scoobylu2049]

I don’t have Christmas cards so this is the closest yall gonna get… 🎄📷

*this is AI *

[damien @damienghader]

FCK it. Here's all the sauce.

After shipping 100+ apps with @Lovable — I made the ULTIMATE Design Cheat Sheet.

Every prompt.
Every design system pattern.
Every cloud config + infra setup.
Every component standard + best practice we actually use to achieve world-class UI.

All in one doc.

Follow + comment "Cheat Sheet" and I'll DM it to you.

[Arthur MacWaters @ArthurMacwaters]

@arctotherium42 this makes sense when you consider the training data is absolutely polluted with reddit and wikipedia hyper-woke tubro-slop

https://t.co/3WDqQdjnkx

[Dustin @r0ck3t23]

This chart is crazy. OpenAI’s the hub now; chips (NVIDIA, Broadcom), clouds (Microsoft, Oracle, Google, AWS), alt hosts (CoreWeave), plus Meta/Anthropic and some gov/sovereign deals all plugged in.

The wildest part is that the thing wiring it all together is still controlled by a nonprofit. A half trillion company with that setup isn’t something you see every day.

[ScoobyLu @Scoobylu2049]

Podcast with @sama by sora2 ⚡️

[ScoobyLu @Scoobylu2049]

#Sora2 is the shit☀️✌️