Why browser fingerprinting can falsely flag legitimate users and the mitigation techniques to avoid blocking real customers

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In an increasingly digital world, cybersecurity has become paramount, encouraging businesses to adopt sophisticated tools to combat fraud and abuse. Among these tools, browser fingerprinting has emerged as a powerful method to identify unique users. However, while this method strengthens security layers, it also comes with a cost—it can sometimes mistakenly flag legitimate users as…

Why Scalenut AI generated incoherent outlines with “Parsing error: invalid structure” and the outline reconstruction that restored hierarchy

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Have you ever used an AI copywriting tool to organize your thoughts, only to end up with a jumbled mess? That’s exactly what happened when users tried to generate content outlines using Scalenut AI. Instead of clear headings and subpoints, they got confusing structures and a dreaded message: “Parsing error: invalid structure.” TLDR: Scalenut AI…

When TextCortex API failed with “Invalid JSON” on long-form requests and the JSON pre-validation script that prevented failures

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Everyone loves when things just work. Especially when you’re building cool apps using artificial intelligence. But sometimes, even smart systems hit a snag. This is the story of TextCortex API hiccuping on long-form requests and how a tiny hero script saved the day. TLDR: When developers used TextCortex for long-form content, some requests failed with…