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Important Disclaimer

All opinions expressed on this blog are my own and do not reflect the views of my current or past employers, including Google, Amazon, or any other organization I’ve been affiliated with. Any technical implementations, code examples, or architectural patterns shared here are based on publicly available information, personal projects, or hypothetical scenarios. I do not share proprietary information, internal tools, or confidential methodologies from any employer.

The content on this blog is for educational and informational purposes only. While I strive for accuracy, technology evolves rapidly—always verify information and test thoroughly in your own environment before implementing anything in production.