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samueljayasingh/README.md 
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class SamuelJayasingh:
    role       = "Junior Software Engineer – AI @ Spritle Software"
    focus      = ["agentic AI", "ml/dl/rl systems", "generative models", "MCP protocol", "RAG pipelines"]
    currently  = "building multi-agent systems & fine-tuning generative models"
    education  = "B.Tech AI & Data Science · Rajalakshmi Institute of Technology"
    asks       = "how do we make LLMs actually useful in production?"
> cat /proc/tools

〔 ai · ml · llms 〕

PyTorch TensorFlow HuggingFace LangChain ChromaDB Claude SDKGoogle ADK MCP

〔 backend · infra · cloud 〕

FastAPI Docker PostgreSQL MLflow Airflow GCP AWS Hetzner GitHub Actions

〔 languages 〕

Python React TypeScript Next.js Astro.js C++ SQL PowerShell

> tail -f ~/.wakatime/coding.log

No activity tracked
> sudo ./space-shooter --invaders contributors

Space Shooter 

> fortune | cowsay

Jokes Card

0 days since last production incident  ·  Chennai, India

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