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When We Stop Treating AI As A Black Box
Image on Unsplash AI systems today do a lot of things we can't fully explain. They can translate languages, write code, summarize documents, and clear increasingly complex benchmarks, but if you zoom in on a single answer and ask how the model got there, you still end up pointing vaguely at millions or billions of parameters rather than a concrete mechanism ( Yao, 2025 ). That opacity isn't just a research worry anymore. The same systems now sit inside products used in healt
Nov 19, 20255 min read


When Data Ownership Becomes a Game of Hide and Seek
Image on Unsplash Courts have started drawing a line that the AI industry did not see coming. Training a model on copyrighted material is fair use, but obtaining that material through pirated copies is not ( Copyright Alliance, 2025 ). The distinction sounds small. In practice, however, it plays a big role. The shift appeared first in Judge William Alsup's ruling on Anthropic's copyright case earlier this year. Alsup found that generative AI training itself qualifies as trans
Nov 18, 20253 min read


Understanding Responsible AI Services for Businesses
Artificial intelligence is no longer a futuristic concept. It’s here, and it’s transforming how businesses operate. But with great power comes great responsibility. As companies adopt AI, they must ensure it is used ethically and fairly. This is where ethical AI solutions come into play. They help businesses harness AI’s potential while avoiding pitfalls like bias, privacy breaches, and unfair practices. In this post, I’ll walk you through what ethical AI solutions mean for b
Nov 17, 20254 min read
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