AI Mechanistic Interpretability

AI Mechanistic Interpretability: Why Understanding AI is Just as Important as Building It

AI is no longer just a tech race, it’s turning into an arms race. We like to think we’re teaching AI, but in many ways, we’re struggling to keep up with what AI is teaching us. As AI systems grow more powerful, we’re granting them enormous levels of trust and control; sometimes without fully understanding how they work.

And that’s a problem.

Allow a Blank User Password for Scheduled Tasks

To allow blank passwords for a scheduled task in Windows 11, you need to disable a security setting in the registry. A simple Windows Registry key controls whether blank passwords can be used for local account logins, including scheduled tasks. By disabling this setting, you can allow the scheduled task to run without a password!

Best "Bang for the Buck" Printers (ATM)

 

Looking for a new printer?

Maybe a printer that has not just high customer ratings, but also has cost-effective ink usage, and is also affordable?

Well here are some top options to consider!!

Custom Built Systems - From Over The Years...

Custom PC's I Have Built Over The Years! 

Official Printer & Scanner Support Sites

Printer & Scanner Support Sites
(Official Sites)

⚠️ Word of Warning:

Always avoid downloading drivers from unofficial sources or by using "driver update" tools or software; unless from the manufacturer! Third part "driver update" apps and software are almost ALWAYS unsafe, and ALWAYS unnecessary!

 

Scan to PC Not Working?

Here's How to Try to Fix It!

If your printer or scanner won’t scan to your computer anymore, try these steps:

Windows Network Suddenly Stops Working – Troubleshoot File/Printer Access (Easy Guide)

Windows Network Access Stops:

Troubleshoot for File/Printer Sharing

*Easy Guide for Windows 10/11

If your computer could access shared folders or printers yesterday—but suddenly can’t today—don’t worry! These steps will help you check and fix the most common things that might have gone wrong.

Windows Network Suddenly Stops Working – Troubleshoot File/Printer Access (Technical Guide)

 

Windows Network Access Stops:

Troubleshoot for File/Printer Sharing

*Advanced Guide for Windows 10/11

If a previously working Windows network suddenly stops functioning—e.g., users can no longer access server shares, mapped drives, or network printers—this guide outlines what to check to restore connectivity.

*For an easier troubleshooting tutorial, please visit/use our "Easy Guide"

Fix Windows WMI Errors & Issues

When Windows system tools or third-party apps start throwing vague errors like “Class not registered” or “WMI repository is inconsistent,” it's usually a sign that something's gone wrong with the Windows Management Instrumentation (WMI) system. WMI plays a critical role in diagnostics, hardware queries, and system-level management—so when it breaks, you’ll notice.

Recently, I helped a client in the music production industry who ran into a persistent issue while trying to launch Waves Central—the app used to manage his VST plugins. The error pointed straight to a WMI problem. 

Bambu Labs X1 Carbon - Mods & Upgrades

Bambu Labs X1 Carbon
- Mods & Upgrades -

The Bambu Lab X1 Carbon is already a powerhouse of a 3D printer—fast, precise, and packed with features straight out of the box. But for those of us who can’t leave "good enough" alone, there’s a whole world of mods and upgrades that can take this already impressive machine to the next level. Whether you’re chasing print quality improvements, better filament handling, easier maintenance, or just adding some personality to your setup, these hardware upgrades and 3D printable mods have something to offer. 

In this article, I’ll walk through the upgrades I’ve personally tested on my X1C—from the solid feel of the BIQU Panda Extruder to the practical (and a little goofy) additions like the Poop Bucket with Emoji. 

Let’s dive in and give the X1C a proper enthusiast’s treatment!

AMD 7800X3D, RTX 5070 Custom Computer

 

Unleash Elite Performance with
PNW Computers’ AMD & RTX
Custom PC Package!

Best Value NAS System: Turn-Key & Custom Built

Best Value Turn-Key NAS (Plug-and-Play):

QNAP TS-464

Why it's great: Best balance of performance, expandability, and value. *Hot-swap supported.

• Drives: 4x SATA 3.5"/2.5" bays (hot-swappable)

• CPU: Intel Celeron N5105 Quad-core

• RAM: 4GB DDR4 (upgradeable)

• Network: 2x 2.5GbE LAN

• Expansion: PCIe slot for 10GbE or NVMe cache card

Price: ~$1,100 *4 x 4TB HDD's

Set-Up & Prep Medicat Bootable Window PE 

1. Prepare Your Medicat USB or SSD

Download & Install Ventoy:

1. Visit the official Ventoy website and download the latest release.
2. Launch Ventoy2Disk and install it to your USB drive or external SSD.
3. Enable Secure Boot support during installation (check the box in the installer).

Add Medicat ISO Data:

1. Download the latest Medicat ISO from the official source.
2. Copy the ISO file directly to the USB/SSD (no extraction necessary).

📺 Video Tutorial:
How to Set Up Medicat on USB or External SSD

Email Address Change:

What To Do When Switching Email Providers

If you’re moving to a new email service or provider, here are the key steps we recommend to ensure a smooth transition:

 

Fix Local Windows Network Discovery & Network Device/System Access Issues

Fix Windows Network Discovery & Network Device/System Access Issues

1. Ensure Network Discovery is Enabled.

Follow these steps to ensure that network discovery is enabled:

1. Open the Control Panel.
2. Navigate to "Network and Sharing Center".
3. Click on "Change advanced sharing settings".
4. Ensure that "Turn on network discovery" and "Turn on file and printer sharing" are selected.

Microsoft Office Blocking Content of Network/OneDrive Stored Data - FIX!

Microsoft Office - Blocking Content of Network/OneDrive Stored Data

You may have noticed that Microsoft Office applications like Word or Excel will sometimes block or restrict access to files stored on network drives or OneDrive, and you’re not alone. This feature is part of Microsoft’s tightening of security defaults, and while it's meant to protect users, it can interfere with legitimate workflows—especially in shared or networked environments. Fortunately, there’s a quick workaround that allows you to safely enable access by configuring your Trusted Sites settings in Windows.