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SingularityByte.com values the privacy of our users. Therefore, this privacy policy explains in detail how we use and protect the information we collect when you visit our website.. Read this privacy policy completely. Please refrain from visiting the site if the terms outlined below are not satisfactory to you. We reserve the right to change this policy at any time and will list these changes in the updates section of the policy. By reading this notice and visiting the site, you agree that you understand that customers will not be personally notified when this policy changes. Therefore, we advise our customers to frequently review our privacy policy so that they remain aware of its updates. By using the site, you accept that the posted policy and all its changes apply to your interaction with SingularityByte.com.

Information Collected by SingularityByte.com

Personal information may be collected by this site in many ways. This information includes:

Personal identifying information like your name, address, email, phone number, age, gender, and other personal data
Server data related to the IP address you used to visit our website, which includes your address, browser, OS, access time, and site activity.
Financial information related to your orders including your payment method and identifying payment information. We rarely store financial information collected on our site for transaction purposes. That information gets sent directly to our payment processor.
Social network data including Facebook permissions and user information from other networks, provided you log onto our site using one of these media sites.
Mobile device information such as your device ID, model, and location, if you use our site by accessing trough our website.

How We Use This Information

Our website uses information collected to:
• Manage your account information
• Customize ads
• Deliver promotions
• Email your account confirmation
• Manage purchases and payments
• Increase site efficiency
• Notify you of updates
• Offer new products
• Monitor and prevent theft
• Request your customer feedback
• Resolve account disputes
• Respond to your service requests

Information Disclosure

Normally, your information stays on our site. However, below we have listed the situations that may
require us to share the information we collect from you:
• When required by law, such as for fraud protection
• With our third-party providers for payment processing and hosting
• With your consent for marketing purposes
• When you post comments on the site
• To our advertisers, affiliates, and partners
• If this site goes bankrupt and data must be transferred

Cookies, Trackers, and Online Ads

We may use cookies, trackers, web beacons, and other technology to customize our website to improve your experience. We may customize the site using this information. These trackers do not have access to your personal information and can be removed from your browser options. In addition, third-party software provides ads for our site for marketing campaigns. These programs have access to tracking technology to optimize your ad experience. For more information about these
ads, visit [link to the privacy policies of affiliate advertisers]. Website analytics such as through Google Analytics may also be used to track users
and remarket our website. We do not give these vendors access to your personal information.

Other Sites

Our website may contain links to third-party websites in the form of policies, ads, and other non-affiliated links. Once you leave our site, we are no longer responsible for how your information is collected and disclosed. Please refer to the privacy policies of those third-party sites for more information.

Information Security

We take technical and administrative precautions to protect your data, but we cannot guarantee its safety against all types of fraud or misuse. If you provide personal information, we cannot verify its total security against all types of interception.

Do-Not-Track

Some browsers offer Do-Not-Track settings to prevent any information from being distributed. Since these settings have not been legally established as standard practice, we do acknowledge these settings.

Additional Options

At any time, you may opt to review or change your account settings, including contact information. If you wish to delete your account, you may do so to remove most of your information, however, some identifying information will be retained to prevent fraud.
You may also opt-out of emails and other correspondences from our site at any time.

Microsoft Clarity

We partner with Microsoft Clarity and Microsoft Advertising to capture how you use and interact with our website through behavioral metrics, heatmaps, and session replay to improve and market our products/services. Website usage data is captured using first and third-party cookies and other tracking technologies to determine the popularity of products/services and online activity. Additionally, we use this information for site optimization, fraud/security purposes, and advertising. For more information about how Microsoft collects and uses your data, visit the Microsoft Privacy Statement.

Contact Us

If you have questions or concerns about this privacy policy, please feel free to contact us at: desk@SingularityByte.com

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Category: Tag Filter

Language Model , Inference

Run Kimi K3 Locally: Unsloth GGUFs Land at 594 GB

Unsloth shipped Kimi K3 Dynamic GGUFs from 594 GB plus llama.cpp vision support. What it takes to run Kimi K3 locally, and the exact commands.

Inference

Ollama vs llama.cpp vs vLLM vs LM Studio: Which Local AI Server Should You Run?

Ollama and LM Studio both embed llama.cpp, so they land within 5 percent of each other. vLLM and SGLang are a different architecture. Here is which one you actually need.

AI Agent , Inference

Run a Fully Open Agent Stack: OpenShell, LangChain Deep Agents, and Nemotron 3

NVIDIA and LangChain's NemoClaw blueprint pairs Nemotron 3 Ultra with an open harness and an Apache 2.0 sandbox. Every layer is open, and none of it needs a GPU.

Inference , Automation , Ecosystem

Turn Your PC Into a Private AI Server in One Command with ODS

You have built this stack by hand before: llama.cpp, Open WebUI, Whisper, a vector database, n8n, ComfyUI. ODS assembles it for you in one command with hardware auto-detection. We read all 507 lines of the installer so you do not have to.

Computer Vision , Multi-Modal , Inference

PixelRAG: Visual RAG That Retrieves Screenshots Instead of Parsing Text

Every text RAG pipeline starts by throwing information away: parse a PDF and the table holding the answer becomes orphaned numbers. PixelRAG retrieves over page images instead. We installed it, rendered a real paper in 7 seconds on a CPU, and ran queries against its hosted Wikipedia index.

AI Agent , Inference

Ollama Is an Agent Now: v0.32 Turns the Bare Command Into Chat, Code, and Web Search

Type ollama with no arguments after v0.32 and you get an interactive agent that chats, writes code, searches the web and runs multi-step tasks. The catch: the default agent model is glm-5.2:cloud, not a local model. Here is what shipped across three releases and how to keep your prompts on your machine.

Inference

Ollama Update: Gemma 4 Nearly 90% Faster on Apple Silicon, a New Scheduler, and a Web Search API

Ollama shipped a dense two weeks: Gemma 4 generates tokens nearly 90 percent faster on Apple Silicon, a rebuilt scheduler squeezes real speed out of GPUs you already own, and a new web search API gives local models live internet access. One of the three is not local, and that deserves a caveat.

Hardware , Inference , Model Fine-Tuning

Quantization Formats Explained: NVFP4, MXFP4, and FP8

The quantization format you pick decides whether a model fits your GPU and how fast it runs. Here is the NVFP4, MXFP4, and FP8 landscape, demystified.

Inference , Model Fine-Tuning , Ecosystem , Hardware

Google TurboQuant

Google's TurboQuant shrinks the LLM KV cache 4 to 6x with no calibration data, and the community already shipped it in llama.cpp and vLLM. The headline numbers need an asterisk.

Inference

Best Free AI APIs With Generous Rate Limits in 2026

Best free AI APIs in 2026: 10 endpoints with rate limits that actually let you ship. Groq, Gemini Free, Together, Hyperbolic, Cerebras and more for developers.

Inference

fal.ai: Serverless API for 1000+ Generative AI Models

fal.ai is a serverless inference platform hosting 1000+ generative AI models (Flux, Veo, Kling, ElevenLabs) behind one API, billed per second.

Inference

Exploring AirLLM: Running Massive 70B LLMs on a 4GB GPU

AirLLM is an open-source project that allows large language models (LLMs) with 70 billion parameters to run on a 4GB GPU. Developed by Gavin Li, it optimizes memory usage during inference without needing model compression techniques like quantization or pruning. AirLLM uses layer-wise offloading, memory optimization, and optional quantization to achieve this. Despite speed limitations, it democratizes access to AI by enabling massive models to run on modest hardware. The project supports various models and provides detailed guides for installation and usage. It encourages community contributions and ongoing discussions on platforms like X.

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