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Llama 4’s 10M Token Context: Game Changer or Just GPU Burner?

When Meta teased that Llama 4 could support a 10 million token context window, the AI world raised its eyebrows. That’s a serious leap in what large language models can ingest and reason about in one go. But here’s the real question: Is this a revolutionary upgrade?Or is it just a bigger, slower prompt that costs a fortune to run? Let’s break it down—practically, realistically, and from a product builder’s point of view. What Is a 10M Token Context Window? A token is roughly 0.75 words. So 10 million tokens equals about 7.5 million words. That’s equivalent to: 100 full-length…

Artificial Intelligence

Why AI Gets Stuck in Loops (And How It Fails to Reason)

Why does AI sometimes repeat bad answers over and over, getting stuck in a logical loop? It comes down to how AI processes information—not through true reasoning, but through statistical prediction. This article explores why AI’s ‘chain of thought’ reasoning sometimes leads it astray, what its biggest weaknesses are, and what the future holds for making AI actually think smarter.

How Easy Is It to Make Videos Using AI? A Comprehensive Guide to Self-Hosted and Cloud Options

Making videos with AI is easier than you might think. Whether you’re looking for a quick, cloud-based tool or a self-hosted option you can customize, there are plenty of options out there. From simple text-to-video tools like Pictory to advanced setups like Stable Diffusion, this guide breaks down the pros and cons, features, and pricing for each. Whether you’re experimenting or looking to level up your video content, there’s something here for you.
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Transform Your 3D Printing Game with Textured Print Beds: The Secret to Perfect Adhesion and Stunning Finishes

When it comes to 3D printing, the surface you print on plays a crucial role in determining the quality of your prints. Among the various types of print beds, textured print beds have gained popularity for their ability to deliver strong adhesion and aesthetically pleasing finishes. In this blog post, we’ll explore what textured print beds are, why they matter, how to use them, and how to maintain them for the best results. What Are Textured Print Beds? Textured print beds are build surfaces with a rough or uneven texture, typically made from materials like PEI (Polyetherimide), glass, or flexible…

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How does Obsidian compare to other note taking apps available in 2024?

Obsidian is a popular note-taking app that stands out for its focus on local storage, markdown-based editing, and a highly customizable interface. Here’s how it compares to other note-taking apps across various aspects: 1. Data Ownership & Privacy Obsidian: All notes are stored locally, meaning users have complete control over their data. Obsidian doesn’t sync data to the cloud unless users choose to set up their own sync solution or use Obsidian Sync (their optional, encrypted service). Evernote / OneNote: These are cloud-based by default, so while convenient, users are dependent on third-party servers for storing their notes. Notion: Highly…

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Diagnosing and Fixing “Effector Tilt” on a Delta 3D Printer

Effector tilt is a common issue in delta 3D printers that can impact print quality, causing uneven layers and nozzle drag. This guide explains the causes of effector tilt, how to diagnose it through visual inspections and test prints, and offers step-by-step solutions for repair. By understanding these factors and implementing regular maintenance practices, you can ensure your delta printer remains accurate and produces high-quality prints.
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The Proper Method for Performing a Cold Pull (Atomic Pull) for 3D Printer Maintenance

A cold pull, also known as an atomic pull, is a crucial 3D printer maintenance technique used to clear blockages and residue from the hotend. This method involves pulling filament out at lower temperatures to effectively remove debris, ensuring consistent print quality without disassembling the nozzle. In this guide, we’ll walk you through when to use a cold pull, the tools needed, and a step-by-step approach to executing it properly for optimal results.
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Network Segmentation for Small Businesses: Practical Tips and Benefits

Network segmentation is a critical security strategy for small businesses, helping to isolate network traffic, protect sensitive data, and improve overall network performance. By dividing the network into smaller, controlled segments, businesses can reduce the risk of unauthorized access and contain potential breaches. This post dives into the benefits of network segmentation, offering practical tips on how to implement it effectively using VLANs, firewalls, and monitoring tools. Learn how to assess your network needs, plan segments, and avoid common mistakes to build a secure and efficient network infrastructure.
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How to Secure Remote Work Access: VPNs, MFA, and Secure Gateways

Securing remote work access is essential for protecting business operations and sensitive data in today’s digital landscape. This post explores how to implement a robust remote work security strategy using VPNs, Multi-Factor Authentication (MFA), and secure gateways. We cover the risks of unsecured remote access and provide a step-by-step guide on configuring VPNs, integrating MFA, and setting up secure gateways. Learn the best practices and tools to create a secure and efficient remote work environment, ensuring your business remains resilient and protected against cyber threats.
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Zero Trust Architecture: What It Is and How to Implement It in Your Homelab

Traditional network security models are no longer enough to protect against modern threats, especially for tech enthusiasts managing their own homelabs. Zero Trust architecture offers a solution by focusing on continuous verification, limiting access, and monitoring network activity. In this blog post, we explore the core principles of Zero Trust and provide a detailed, step-by-step guide for implementing it in your homelab. From setting up identity management and network segmentation to using monitoring tools and enforcing least privilege access, we cover everything you need to build a secure, resilient homelab environment.
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Beyond the Firewall: Creating a Secure Perimeter in a Small Business Environment

In today’s digital landscape, a firewall alone is not enough to protect your small business network from evolving threats. As more devices connect and remote work becomes the norm, building a secure perimeter requires a multi-layered approach. This blog post explores why traditional defenses fall short and offers a step-by-step guide to creating a resilient security framework. Learn how to implement zero trust architecture, network segmentation, and advanced monitoring tools to safeguard your business beyond the firewall.
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Cloud-Hosted AI vs. Locally Hosted AI: Pros and Cons

When choosing between cloud-hosted and locally hosted AI, businesses face a crucial decision that impacts performance, privacy, and cost. Cloud-hosted AI offers flexibility, scalability, and access to cutting-edge models, but may come with privacy concerns and recurring costs. On the other hand, locally hosted AI provides greater control over data and lower latency, though it requires a higher initial investment and ongoing maintenance. Understanding the pros and cons of each option is essential for determining the best fit for your needs. Explore the benefits and trade-offs of each approach in our detailed comparison.
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Coral TPU vs. RTX 3080ti: AI Performance Showdown for Inference and Deep Learning

Choosing the right AI hardware can be challenging, especially when deciding between Google’s Coral TPU devices and NVIDIA’s powerful RTX 3080ti GPU. Coral TPUs excel in low-power, efficient inferencing ideal for IoT and edge AI applications, while the RTX 3080ti offers unmatched performance for deep learning training and large-scale AI workloads. This post breaks down the features, performance, and best use cases for each option, helping you select the right hardware for your AI projects.
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