RANBAZY retweeted
Gemini 4 Argon: first impressions
Hallucinations haven't gone anywhere. The benchmark Google showed, claiming it's the least hallucinating model in the world, turned out to be complete fake. And this leads to serious problems:
1. Like something out of the creepiest horror movie, Argon can abruptly switch topics and start talking about something completely unrelated, suddenly lose context, and mix several languages in a single sentence
2. In one case, on a Node.js project, the task was to write a function limiting sessions per user. It went and implemented something weird in Lua that had nothing to do with either the stack or the task.
3. Gemini is unfit for working with large codebases. It just gets lost, starts to panic, and hallucinates. It holds context very poorly.
4. Argon's RL is way too one-sided. It feels like it was trained to handle abstract prompts with no clear task, like building a pretty three.js demo. But when it comes to strictly following instructions, it's useless
5. It can write a short 15-line boilerplate function and then dump a wall of instructions in the comments for you to finish it yourself. It stops halfway through a task and doesn't see the work through to the end.
6. Like all previous Gemini models, Argon is still a good model for chatting about everyday topics. It holds an incredibly lively conversation, sometimes indistinguishable from a real person
7. I like how it thinks through creative tasks. Ask it to come up with an interesting project idea or a marketing plan, and in most cases it'll do much better than Claude or GPT
Conclusion
It's still the same Gemini that hasn't changed since version 2. They've scaled up its parameter count, but all the old problems are still there
And Google still hasn't managed to prepare for the era when agents rule the world. Argon is definitely not built for agentic tasks
Just found this GitHub repo and it’s a game changer.
Open WebUI – a clean ChatGPT-like interface for local AI (Ollama + more). Private, free, and super easy to use.
github.com/open-webui/open-w…
Anyone tried it?
If you want to know when Argon 4 will launch, study the Argon 4 prediction market on @Polymarket @antigravity
RANBAZY retweeted
Lagi didiskusikn dg 26 wantimpres,, dr 26 wantimpres masing2 punya pertimbangan yg berbeda, dan sekarang lg merencang jadwal berdiskusi lg dg 26 wantimpres membahas kenapa bisa ada 26 pertimbangan.
Harap sabar, kita masuk surga jalur VIP (wni).
Narrative Focus:
- Artificial Superintelligence
- Robotics
- Decentralized Physical Infrastructure Networks
- Artificial Intelligence Agent
- Computing
RANBAZY retweeted
Today, with over 100 industry partners, we introduced the NVIDIA Open Agent Safety Platform, bringing together OpenShell and Sentry.
Artificial intelligence is extraordinary technology that will advance discovery, productivity, security, health, and prosperity for generations to come.
But its full promise can only be realized when people have confidence that AI is being built to be safe and deployed with wisdom and responsibility.
This is bigger than a single product. It's the beginning of an open ecosystem to build the trust layer for safe agent systems.
Together, we are building the foundation of the AI economy.
Trust and innovation are not in conflict. Safety is how trust is earned. We must build not only the most capable AI, but the most trusted AI, so that this extraordinary technology can realize its enormous promise for the world. nvda.ws/4hcoq7m
RANBAZY retweeted
👋 Say hello to faster structure prediction
NVIDIA BioNeMo Inference Runtime is in public beta. This open, PyTorch-native library speeds up biomolecular inference on NVIDIA GPUs.
Optimize models including Boltz-2, OpenFold2, and Protenix v2 with specialized kernels and, where supported, CUDA Graphs - then scale with Ray-powered GPU replicas.
🙌 Huge thanks to our collaborators at @apheris_AI, @AurekaBio, @Biomap_IMI, @boltz_bio, @dataiku, @UWproteindesign, @Latent_Labs, MoleculeMind, @nebiusai, @openmsf, @open_fold, @proximabio, @SandboxAQ, @Terray_Tx, and @Xaira_Thera for partnering with us on this work.
📃 nvda.ws/46PDmlL
This is unacceptable, especially when your actions can directly cause financial losses to users. Maintenance and system changes should be properly announced in advance, and trading should be suspended when necessary to protect users.
RANBAZY retweeted
Today we are releasing Cloudflare OS, a chatbot with connectors, just like every other tech company is doing.
Except actually, it's different. This is a remake of Sandstorm[.]io, my startup from 10 years ago, except this time built on Cloudflare Workers (the platform I've spent the last 9 years building) and deeply leveraging AI. This is more or less the culmination of my secret 10-year master plan.
This is a full-on personal app vibe coding platform, in which the sandbox is so secure that you can pretty much go wild -- the AI cannot introduce a significant security bug. We believe a company's security team can feel comfortable giving non-technical users permission to vibe code and then sleep soundly at night.
How is that possible? It's the Sandstorm security model, revisited. A "Gadget" is the same thing as a Sandstorm "Grain": a fine-grained app instance. For example, if you have a document editor app, each document runs as a separate instance of the app, in a separate sandbox (one "Gadget").
This means two things, both of which I think are Big Deals:
1. The platform can manage all access control, by controlling who can access the Gadget at all. There is no way the Gadget can accidentally leak itself to an attacker -- even an attacker who has access to other Gadgets based on the same app.
2. Since everyone is running their own copy of the code, everyone can freely *modify* their copy of the code.
Think about #2 a bit more.
What if, when you wanted a new feature in the software you are using, you could just prompt your agent to add it?
This doesn't work in the cloud Software-as-a-Service model, because you are not running your own copy of the app.
Sandstorm tried to change that 10 years ago, but the world wasn't ready, because not enough people had the skills or patience to actually modify their software. AI has changed that. Now you just ask the agent -- the same agent that you are using to help you interact with the Gadget can also modify the code of the Gadget.
And it is so fun.
github.com/cloudflare/cloudf…
RANBAZY retweeted
Grayscale Investments, the world’s largest digital asset-focused investment platform¹, just sent a letter to the Senate requesting a floor vote on the CLARITY Act before the August recess.
"Senators and staff across the aisle have spent months addressing hard questions about jurisdiction, investor protections, and developer safeguards. The framework that emerged protects investors, shields legitimate developers from overreach, and provides the certainty Americans deserve."
After months of bipartisan work, the industry is ready for CLARITY.
RANBAZY retweeted
🇺🇸 THE NEW WORLD ORDER 🇺🇸
Marco Rubio: “We won't have to talk about sanctions in five years because there will be so many countries transacting in currencies other than the Dollar that we won't have the ability to sanction them.”
Digital assets will be the new financial system.
Bitcoin could face quantum attacks that break its core cryptography. Taproot makes it worse by exposing public keys on-chain, putting millions of BTC at risk. Bitcoin could disable the vulnerable mechanism, but that would lock many users out of their own funds.
