by Kashish

I Tested Uncensored Qwen Models in Real Operational Workflows , Here’s the Honest Truth

The controversy around “uncensored” AI models is mostly noise. The operational reality is actually pretty interesting. […]
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by Kashish

I Tested Small Qwen Models for Real Business Workflows , Here’s What Actually Happened

TL;DR: Small Qwen models running locally on consumer hardware are already good enough for OCR automation, […]
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by Kashish

What Are Obliterated and Uncensored AI Models , And Why Enterprise Workflows Actually Care

“The problem isn’t safety. The problem is when safety layers can’t tell the difference between a […]
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by Kashish

Running Small Qwen Models on Consumer Hardware: RAM, Speed, and What Local AI Actually Feels Like

“The question isn’t whether small models are perfect. It’s whether they’re useful enough to build with.” […]
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