99TON

You are the change you want to see in the world.

[Pradeep Goel @_PradeepGoel]

An important detail in @OpenAI's report is not exactly that the system found ways to exploit software. Cybersecurity systems already deal with attackers finding unexpected paths through infrastructure.

What makes this incident different is that the attacker was an AI system operating over a long sequence of actions, adapting as it encountered obstacles, and finding ways to continue pursuing its objective. OpenAI says the incident involved an unusual combination of an unsolvable evaluation task, model persistence over a long horizon, and interaction with other models.

A sandbox that works against a predictable program may not be enough for a system that can discover its own paths through an environment.

OpenAI's response, including monitoring reasoning traces and building faster mechanisms to halt unsafe workloads is therefore significant. The company says its current monitoring system would have detected relevant activity more than a day before the breach reached Hugging Face.

It is an important shift in cybersecurity thinking. We are moving from securing software against known behaviors to securing environments against systems that can discover behaviors we didn't anticipate.

[99TON @Web3Oxygen_]

@yabaleftonline Even ugly person dey enjoy pass me

[Pradeep Goel @_PradeepGoel]

If Nvidia were to acquire Hugging Face, it would be much more than another large technology acquisition.

Hugging Face became important because it gave researchers and developers a place to share models, datasets, tools, and experiments outside the traditional closed AI lab structure. Bringing that ecosystem closer to the company that supplies much of the world's AI compute would be incredible.

More interestingly is what happens to openness when the infrastructure and the community around open AI start becoming strategically valuable to the same companies that control the hardware.

I don't think openness disappears simply because ownership changes, but the incentives can change. There is a big difference between an open ecosystem that exists independently and one that sits inside the strategy of a company whose primary business is selling the infrastructure required to run it. That is what I'd be watching.

[Pradeep Goel @_PradeepGoel]

There is a lot of excitement around AI becoming an autonomous scientist, this recent study thinks otherwise.

Researchers gave several leading AI agents six days to work on original research problems. They had internet access, computing power and about $3,000 in model credits.

[PAI3 @Pai3Ai]

Ownership you can prove. On PAI3, your encrypted cabinets can be anchored to on-chain ownership - verifiable, transferable, and yours.

Not a login you rent. An asset you hold.

[99TON @Web3Oxygen_]

@TheDamiForeign Congratulations to them

[99TON @Web3Oxygen_]

@dammiedammie35 Make him feature davido 😂

[PAI3 @Pai3Ai]

The AI agent question nobody asks: where does your data go when the agent runs?

With PAI3, nowhere. On-node, sovereign, zero egress.

Catch us live with @AlphaWireHQ 👇.

Set your reminders. ⏰

[CryptoCanal - Common S3nse @CryptoCanal]

Let’s get hands-on with privacy.

@ZenecaDiMarco from @zano_project joins Common S3nse with a practical session exploring Zano and its ecosystem.

Come learn by doing. 🧑‍💻

Privacy • Security • DeFi
📍 Amsterdam
📅 September 4-5 (during Cypherpunk Week)

[Pradeep Goel @_PradeepGoel]

The open weight race is strategically important because access changes the speed at which technology spreads.

A capable system that researchers and developers can download, modify, test, and build on can travel through an ecosystem much faster than a system available only through a controlled API.

The competition is both about which country has the best frontier system and which ecosystem can produce useful technology, distribute it widely, and improve it quickly.

If one side restricts experimentation while another side keeps making capable technology widely available, the advantage may eventually come from the size and speed of the ecosystem rather than from whoever has the largest research budget.

[99TON @Web3Oxygen_]

@abazwhyllzz Omo ehn
Streaming money long

[Pradeep Goel @_PradeepGoel]

I was reading the WSJ piece on Nvidia’s rollout of Groq technology and the growing push toward faster AI inference. The focus has generally been on training bigger and more capable models. Now, the holdup is what happens after the model is trained.

Agents are different from chatbots and may need to reason through multiple steps, use tools, process large amounts of context and respond quickly enough for the interaction to be useful. That puts a very different demand on the infrastructure they rely on.

[99TON @Web3Oxygen_]

@it_Rutie It should have been you instead Ruth

[PAI3 @Pai3Ai]

Your PowerNode can now write your meeting notes 🗒

New Meeting Notes Agent: point it at a cabinet of call transcripts → get a summary, attendees, decisions, action items (with owners + due dates), and open questions.

All on your own node. No cloud. Nothing leaves your hardware.

Works with Zoom, Teams, Fathom, Fireflies, Otter + more. Originals stay untouched.

Under Agents → Pre-built Agents. Go try it 👀

[Dash @Dashpay]

How should DEXes handle exploits? 💥📉

Should they censor stolen transactions? Let investors lose money? Have a recovery fund? Insurance?

Join us at 5pm UTC this Thursday for Episode 65 of the Crypto Quorum, sponsored by @EdgeWallet and co-hosted by @zano_project and @RUNEBondApp!

https://t.co/Hzme5JZQtV

[PAI3 @Pai3Ai]

Who holds the keys to your AI infrastructure? With PAI3, you do. Self-sovereign key management means no vendor, no intermediary, no "we can access it if we have to."

Your keys, your node, your data. Full stop.

[99TON @Web3Oxygen_]

@Pai3Ai Not your keys, not your infrastructure. PAI3 puts ownership and control back in your hands.

[PAI3 @Pai3Ai]

Most "local" AI still dies the moment you pull the network cable.

Model won't load. Login fails. Documents won't retrieve.

Air-gapped isn't a mode you add. It's what happens when the network was never load-bearing to begin with. 🧵

[99TON @Web3Oxygen_]

@instablog9ja What’s going on here

[99TON @Web3Oxygen_]

@wizkidayo Oga you never finish your yeye call