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kevincostner17/README.md

Typing SVG

👨‍🎓 I'm a B.Tech AI & ML graduate from Mallareddy University (CGPA 8.12)

🔭 I’m currently working on End-to-End Agentic RAG

🌱 Learning LLMs, Generative AI & production model deployment @ Innomatics Research Labs

💬 Ask me about AI/ML, RAG, healthcare ML, and shipping full-stack demos

📫 How to reach me siravenikevin@gmail.com

🌍 Based in Hyderabad, Telangana, India

⚡ Fun fact I turn notebooks into products people can click.

🪪 Profile Details
Full name Siraveni Kevin Costner Lingaiah
Role AI/ML Engineer
Education B.Tech in Artificial Intelligence & Machine Learning — Mallareddy University (2021–2025)
Training Data Science & AI Program — Innomatics Research Labs
Location Hyderabad, Telangana, India
Email siravenikevin@gmail.com
LinkedIn kevin-costner-4a2173368
Portfolio kevin-costner-portfolio.vercel.app
GitHub kevincostner17
Focus Agentic RAG · Healthcare ML · Open-source data & LLM infra
Open to AI/ML Engineering, Data Engineering, Full-Stack roles & freelance

Hands-on with Cursor and Claude for AI-assisted development. 100+ merged PRs to FreshData and contributor to Headroom.

🌐 Open Source Contributions

🧹 FreshData · PyPI

  • Explainable data-cleaning library for pandas — one call cleans messy CSVs and returns an audit trail of every change.
  • Shipped fixes across outlier detection, imputation safety, DuckDB/Polars engines, streaming CLI, enterprise trust scoring, and security advisories.
  • Ran a full production-readiness QA campaign and drove the 2.1.0 security release.

🗜️ Headroom

  • Compresses tool outputs, logs, and RAG chunks before they reach the LLM — up to 95% fewer tokens for JSON, same answers.
  • Contributed merged tests for proxy budget-limit enforcement on OpenAI WebSocket, HTTP fallback, and Gemini Cloud Code streams.
  • Fixed cost_tracker typing and budget_exceeded teardown semantics — 692 related tests passing (PR #1).

📊 GitHub Stats

GitHub Streak
GitHub Stats Most Used Languages

🚀 Featured Projects

💻 Tech Stack:

AI & Machine Learning

Full-Stack & APIs

Data Science & Analytics

Programming Languages

Cloud, Databases & Tools

✍️ Random Dev Quote:

Quote

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