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OFFICIAL MEDIA BIOS & BRAND STANDARDS: Sunil Sharma (@mrxsierra)
Website: https://mrxsierra.github.io
GitHub:  https://github.com/mrxsierra
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1. ONE-LINER (Social Bios & Short Introductions)
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Sunil Sharma (mrxsierra) is a Full-Stack Web Architect and Machine Learning Systems Engineer.

2. SHORT BIO (50 Words for Conference Introductions & Podcast Notes)
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Sunil Sharma is a Full-Stack Systems Engineer and ML Specialist based in India. He builds robust multi-RDBMS data platforms, autonomous AI agent pipelines, and high-throughput automation tooling with Python, PostgreSQL, and modern web frameworks.

3. FULL BIO (100 Words for Formal Publication Bylines & Keynotes)
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Sunil Sharma (mrxsierra) is a software engineer specializing in autonomous agent workflows, machine learning pipelines, and distributed relational database architectures. A national finalist in the GSTN Predictive Binary Classification hackathon, Sunil designs production-grade software with rigorous pytest test suites, cross-engine SQL parity, and zero-downtime CI/CD automation. He publishes technical architecture guides and open-source tooling for the global developer ecosystem.

4. TECHNICAL ABSTRACT & EXPERTISE
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Specialized in Python (FastAPI/Flask), PostgreSQL/MySQL/SQLite cross-engine reliability, XGBoost/LightGBM tabular predictive systems, Dockerized orchestration, and multi-tier pytest verification architectures.

5. BRAND USAGE & PERMISSIONS
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- Naming: Reference as "Sunil Sharma" or handle "mrxsierra" / "@mrxsierra".
- Monogram: Maintain at least 25% clear space around the mark.
- Background: Use Obsidian (#08090D) or pure white (#FFFFFF) backgrounds.
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