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Jun 21, 2026
9 min readAudio

The Economics of Bot Wars: How CAPTCHAs, Fingerprinting, and Bypass Strategies Shape the Modern Web

An in-depth analysis of modern bot protection mechanisms (Cloudflare, reCAPTCHA, JA3/JA4), how automated bypasses operate, and why bot defense is fundamentally a game of economics rather than pure mathematics.

By Amber Bisht
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Mar 25, 2026
5 min readAudio

Building a Piracy-Resistant Video LMS: Architecture Behind AES-128 HLS Delivery

An architectural deep dive into designing a cost-effective, piracy-resistant video delivery pipeline using AES-128 HLS encryption, CloudFront signed URLs, and Web Worker decryption.

By Amber Bisht
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Amber Bisht

Full Stack Developer and DevOps Engineer specializing in building redundant systems and automated pipelines with precision and performance.

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