Developing a Fraud Order Detection System

Hey everyone would really appreciate your feedback on this one. Basically im working as an ai engineer in a fırm and we want to develop a fraud order detection system. Our backend system lies in magent. The sales team right now figures it out manually they miss it sometimes but usually its handled manually. If you were to develop such a system, what wouldve been your approach?

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▲ 2 r/FraudPrevention+1 crossposts

Developing a Fraud Order Detection System

Hey everyone would really appreciate your feedback on this one. Basically im working as an ai engineer in a fırm and we want to develop a fraud order detection system. Our backend system lies in magent. The sales team right now figures it out manually they miss it sometimes but usually its handled manually. If you were to develop such a system, what wouldve been your approach?

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u/Numerous_Opinion9389 — 3 days ago
▲ 1 r/ASUS

[SOLVED!] No Sound / Audio on Asus Zenbook S 16 (UM5606GA) Ryzen AI 9 - Internal Speakers Dead on Windows 11

If your brand-new Zenbook S 16 speakers worked during the initial Windows setup but went completely silent immediately after, Windows Update overwrote your audio routing drivers. The fix is running the AMD Cleanup Utility to wipe the broken drivers and force a clean reinstall.

The Problem

I recently got a brand-new Asus Zenbook S 16 (UM5606GA with the Ryzen AI 9). During the initial Windows 11 setup, the voice assistant spoke to me, so I knew the physical speakers worked. But the moment I finished setup and got to the desktop, the internal speakers were completely dead.

  • Headphones and Bluetooth worked perfectly.
  • Device Manager showed no errors. It listed Cirrus Logic XU (with APO Extensions), multiple CS35L56 amps, and a bunch of AMD SoundWire devices.
  • Standard driver uninstalls, disabling audio enhancements, and BIOS updates did absolutely nothing.

The Root Cause (The Windows Update Trap)

This laptop uses a very complex "SoundWire" architecture to route audio from the AMD CPU to the dedicated Cirrus Logic smart amplifiers. When you connect to Wi-Fi during the initial setup, Windows Update immediately downloads a "generic" AMD driver in the background and overwrites the specialized ASUS factory drivers. The generic driver doesn't know how to wake up the amplifiers, leaving you with total silence.

Because Windows caches this broken driver, simply clicking "Uninstall" in Device Manager isn't enough to get rid of it.

The Solution: AMD Cleanup Utility

You have to use the "nuclear option" to wipe the bad AMD audio bridge completely so Windows is forced to rebuild it correctly.

Step 1: Download the tool Download the official AMD Cleanup Utility from the AMD support website.

Step 2: Run the Utility (Read this before clicking Yes!) When you launch it, the tool will ask if you want to reboot into Safe Mode.

  • WARNING: Windows Safe Mode often disables PINs, fingerprints, and facial recognition. It will ask for your actual Microsoft Account password.
  • If you know your Microsoft password: Click Yes to reboot into Safe Mode for the best results.
  • If you only know your PIN: Click No. The utility will just run in normal mode, which still works perfectly fine for this fix!

Step 3: Let it wipe the drivers

  • The process runs in the background. Your screen will likely flicker or go blank for a moment—this is normal.
  • It takes about 15–20 minutes. Just let it sit.

Step 4: Reboot and Restore

  • Once it finishes, a prompt will appear saying it successfully completed. Click Finish.
  • Click Yes on the final prompt to reboot your computer.
  • When you log back into Windows, the system will realize the corrupted AMD audio block is totally gone. It will automatically pull the correct ASUS Cirrus Logic audio drivers, and your quad speakers will instantly wake back up!
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u/Numerous_Opinion9389 — 11 days ago