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Yuvraj Singh Chauhan
Entry-level AI/ML Engineer specializing in LLMs, RAG, and DevOps automation
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About
Built and owned a production-scale AI-driven software release/version intelligence platform orchestrated via GitHub Actions that tracks 1000+ upstream repositories and automatically generates SLA-bound JIRA upgrade tickets for hardened container images. Replaced brittle regex/PEP440 parsing with an LLM-based semantic filtering layer plus deterministic validation to handle noisy/inconsistent GitHub tags at scale, with monitoring for coverage, latency, and correctness validated against upstream ground truth.
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Key Strengths
- Built and owned production AI-driven release/version intelligence platform tracking 1000+ upstream repos
- Automated SLA-driven container image upgrade workflow (delta reports, JIRA ticketing, team notifications)
- Solved inconsistent/noisy version tags by replacing regex parsing with LLM semantic filtering + deterministic safeguards
- Designed scalable orchestration on GitHub Actions with decoupled stages and strict JSON contracts
- Dynamic parser/strategy selection (10+ approaches) based on repo characteristics to improve coverage
- Strong reliability practices for LLM systems: schema validation, sanity checks, retries, fallbacks
- Measured system quality with coverage/correctness monitoring and ground-truth validation against release sources
- Able to translate non-technical SLA/business requirements into a deployed automated system with stakeholder-friendly reporting
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