Technology
Here’s how to try Meta’s new Llama 3.2 with vision for free
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Together AI has made a splash in the AI world by offering developers free access to Meta’s powerful new Llama 3.2 Vision model via Hugging Face.
The model, known as Llama-3.2-11B-Vision-Instruct, allows users to upload images and interact with AI that can analyze and describe visual content.
For developers, this is a chance to experiment with cutting-edge multimodal AI without incurring the significant costs usually associated with models of this scale. All you need is an API key from Together AI, and you can get started today.
This launch underscores Meta’s ambitious vision for the future of artificial intelligence, which increasingly relies on models that can process both text and images—a capability known as multimodal AI.
With Llama 3.2, Meta is expanding the boundaries of what AI can do, while Together AI is playing a crucial role by making these advanced capabilities accessible to a broader developer community through a free, easy-to-use demo.
Meta’s Llama models have been at the forefront of open-source AI development since the first version was unveiled in early 2023, challenging proprietary leaders like OpenAI’s GPT models.
Llama 3.2, launched at Meta’s Connect 2024 event this week, takes this even further by integrating vision capabilities, allowing the model to process and understand images in addition to text.
This opens the door to a broader range of applications, from sophisticated image-based search engines to AI-powered UI design assistants.
The launch of the free Llama 3.2 Vision demo on Hugging Face makes these advanced capabilities more accessible than ever.
Developers, researchers, and startups can now test the model’s multimodal capabilities by simply uploading an image and interacting with the AI in real time.
The demo, available here, is powered by Together AI’s API infrastructure, which has been optimized for speed and cost-efficiency.
From code to reality: A step-by-step guide to harnessing Llama 3.2
Trying the model is as simple as obtaining a free API key from Together AI.
Developers can sign up for an account on Together AI’s platform, which includes $5 in free credits to get started. Once the key is set up, users can input it into the Hugging Face interface and begin uploading images to chat with the model.
The setup process takes mere minutes, and the demo provides an immediate look at how far AI has come in generating human-like responses to visual inputs.
For example, users can upload a screenshot of a website or a photo of a product, and the model will generate detailed descriptions or answer questions about the image’s content.
For enterprises, this opens the door to faster prototyping and development of multimodal applications. Retailers could use Llama 3.2 to power visual search features, while media companies might leverage the model to automate image captioning for articles and archives.
Llama 3.2 is part of Meta’s broader push into edge AI, where smaller, more efficient models can run on mobile and edge devices without relying on cloud infrastructure.
While the 11B Vision model is now available for free testing, Meta has also introduced lightweight versions with as few as 1 billion parameters, designed specifically for on-device use.
These models, which can run on mobile processors from Qualcomm and MediaTek, promise to bring AI-powered capabilities to a much wider range of devices.
In an era where data privacy is paramount, edge AI has the potential to offer more secure solutions by processing data locally on devices rather than in the cloud.
This can be crucial for industries like healthcare and finance, where sensitive data must remain protected. Meta’s focus on making these models modifiable and open-source also means that businesses can fine-tune them for specific tasks without sacrificing performance.
Meta’s commitment to openness with the Llama models has been a bold counterpoint to the trend of closed, proprietary AI systems.
With Llama 3.2, Meta is doubling down on the belief that open models can drive innovation faster by enabling a much larger community of developers to experiment and contribute.
In a statement at the Connect 2024 event, Meta CEO Mark Zuckerberg noted that Llama 3.2 represents a “10x growth” in the model’s capabilities since its previous version, and it’s poised to lead the industry in both performance and accessibility.
Together AI’s role in this ecosystem is equally noteworthy. By offering free access to the Llama 3.2 Vision model, the company is positioning itself as a critical partner for developers and enterprises looking to integrate AI into their products.
Together AI CEO Vipul Ved Prakash emphasized that their infrastructure is designed to make it easy for businesses of all sizes to deploy these models in production environments, whether in the cloud or on-prem.
The future of AI: Open access and its implications
While Llama 3.2 is available for free on Hugging Face, Meta and Together AI are clearly eyeing enterprise adoption.
The free tier is just the beginning—developers who want to scale their applications will likely need to move to paid plans as their usage increases. For now, however, the free demo offers a low-risk way to explore the cutting edge of AI, and for many, that’s a game-changer.
As the AI landscape continues to evolve, the line between open-source and proprietary models is becoming increasingly blurred.
For businesses, the key takeaway is that open models like Llama 3.2 are no longer just research projects—they’re ready for real-world use. And with partners like Together AI making access easier than ever, the barrier to entry has never been lower.
Want to try it yourself? Head over to Together AI’s Hugging Face demo to upload your first image and see what Llama 3.2 can do.
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Servers computers
Network And Server Rack Cabinet 22U Assembly Instruction How to built A Server Rack 1000×800 mm
Network And Server Rack Cabinet 22U Assembly Instruction How to built A Server Rack Aico Cabinet 1000×800 mm
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Technology
SpaceX’s Starlink service just hit a new customer milestone
SpaceX has revealed that its internet-from-space Starlink service now has 4 million customers globally.
“Starlink is connecting more than 4M people with high-speed internet across 100+ countries, territories, and many other markets,” the company revealed in a post on X (formerly Twitter) on Thursday.
The Elon Musk-led internet endeavor is rapidly gaining new customers, adding 1 million new ones in the last four months alone. The first Starlink customers came online in October 2020 and the service reached its first 1 million subscribers in December 2022.
Starlink has come a long way since SpaceX deployed the first batch of 60 satellites in low-Earth orbit in 2019. The constellation is now believed to comprise 6,300 satellites and is still growing as SpaceX seeks to build out its service with faster, more reliable, and wider coverage.
Besides residential customers, Starlink also serves a growing number of enterprise customers such as cruise lines and airlines. News of this latest customer milestone came on the same day that Air France announced that starting next summer, it will begin a gradual rollout of Starlink for its fleet of aircraft to bring ultra-high-speed internet to its passengers. The service will eventually be rolled out to Air France’s entire fleet, with users required to sign up for and log into the airline’s Flying Blue loyalty program to use the service.
“During the flight, customers will be able to easily stay in touch with friends and family, follow all the world’s news live, play video games online, and, of course, stream TV, films, and series,” Air France said in a release. “The service will be accessible from smartphones, digital tablets, and laptops, and each customer will be able to connect several devices simultaneously.”
But the Starlink initiative has run into some issues along the way, with astronomers, for example, long complaining that light trails from the satellites obscure their view of deep space. Making matters worse is electromagnetic radiation being emitted from Starlink’s new generation of satellites, which is interfering with Earth-based radio telescopes and causing further disruptions to astronomers’ work, the BBC reported.
Technology
Galaxy S26 Ultra’s Snapdragon 8 Gen 5 to offer huge performance
Qualcomm has yet to announce the Snapdragon 8 Gen 4 chip, which reportedly offers a significant boost in performance compared to last year’s Snapdragon 8 Gen 3 chip. The OnePlus 13, Xiaomi 15 series, Oppo Find X8 Ultra, and the vivo X200 Ultra are some of the devices that will equip the upcoming flagship chipset from Qualcomm. A recent rumor also suggests that the name of Qualcomm’s next flagship mobile SoC will be Snapdragon 8 Elite.
Snapdragon 8 Gen 5 could offer a massive performance improvement to the Galaxy S26 Ultra
A rumor out of China has revealed some information about the performance gains of the company’s 2025 flagship smartphone chipset, reportedly named the Snapdragon 8 Gen 5. It will be the first Snapdragon AP built using TSMC’s third-generation 3nm (N3P) process node technology.
According to rumors, the Snapdragon 8 Gen 5 chipset will continue to use a 2 + 6 core architecture. Notably, this year’s Snapdragon 8 Gen 4 chip also uses the same core architecture. The tipster claims that the performance cores can reach a clock speed as high as 5GHz. They add that the six efficiency cores will have a clock speed peaking at 4GHz. That being said the Snapdragon 8 Gen 5 chipset could offer a massive performance improvement to the Galaxy S26 Ultra. Rumors also claim that the phone could include an advanced facial scanning feature.
However, it’s important to mention that these speeds only represent the variant of the chipset built by TSMC. According to a previous report, Qualcomm has decided to dual source the Snapdragon 8 Gen 5 from both TSMC and Samsung Foundry.
Not to mention, there are concerns about the yield rate of Samsung Foundry’s 3nm and 2nm process nodes. It is reported that Samsung Foundry will manufacture the Snapdragon 8 Gen 5 using its SF2 2nm process node. Unfortunately, the clock speed of Samsung’s version of the Snapdragon 8 Gen 5 has not been revealed yet. Nonetheless, the company’s 4nm-based Exynos 2400 chipset suggests that they have made some progress lately.
Qualcomm has again decided to work with Samsung Foundry
To recall, the company partnered with Samsung in the past for the production of its Snapdragon 888 and Snapdragon 8 Gen 1 chips. Both the chips suffered from major heating issues. The production of both chips also suffered from lower-than-expected yield rates.
The lower yield rates and power efficiency issues were enough for Qualcomm to switch back to TSMC again. As a result, the Snapdragon 8 Plus Gen 1 showed much improved power efficiency. It also enabled Samsung to offer a major performance improvement with the Galaxy Z Fold 4. Since then, the company has produced its chips from TSMC and has offered performance and power efficiency improvements in each generation.
Servers computers
PowerEdge R820: Removal From Rack
Dell Quick Resource Locator video. Get immediate access to detailed how-to videos using your smart phone and a model specific QR code on Dell PowerEdge servers. Be more efficient and effective managing your data center hardware with the information you need, when you need it. PowerEdge R820 Removal From Rack. dell.com/qrl/server .
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Technology
X suspends journalist Ken Klippenstein after he published J.D. Vance dossier
X suspended journalist Ken Klippenstein’s account earlier this afternoon. X’s Safety account says they issued the temporary suspension “for violating our rules on posting unredacted private personal information, specifically Sen. [J.D.] Vance’s physical address and the majority of his social security number.”
Several news outlets that received the vetting dossier of the Republican vice presidential candidate leaked by hackers chose not to publish the sensitive document since it contained personal information. Klippenstein felt the dossier was newsworthy and decided to publish it on Substack and his social media channels and one of them took down his account.
Engadget has viewed the dossier and can confirm the details mentioned by X’s Safety team are present and unredacted in Klippenstein’s copy of the document except for the last four numbers of Vance’s social security number.
Klippenstein explained his decision to buck the media’s trend and release Sen. Vance’s dossier on his Substack. President Trump’s campaign has accused Iran’s government on more than one occasion of hacking into its files and releasing the dossier back in June. Other news outlets chose not to release the document but Klippenstein says he felt they declined “in fear of finding itself at odds with the [US} government’s campaign against ‘foreign malign influence’” referring to the National Counterterrorism Center’s organization of the same name that seeks to prevent interference in elections.
“I disagree,” Klippenstein added. “The dossier has been offered to me and I’ve decided to publish it because it’s of keen public interest in an election season.”
The suspension extends beyond Klippenstein’s account. X has flagged the link to the dossier and automatically prevents anyone who attempts to post it. Those who do receive a warning from X saying “We can’t complete this request because this link has been identified by X or our partners as being potentially harmful.”
X (then Twitter) updated its policy on “hacked materials” after it blocked stories about Hunter Biden’s laptop in 2020, saying it would allow stories about hacked materials but not links to the material if it was published by the hacker or someone working “in concert” with them.
Servers computers
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0:25 Save Time & Money With Hello Fresh
1:36 Pis are great for servers, but impossible to get
2:19 The VIM1S
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