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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"
asks = "how do we make LLMs actually useful in production?"> cat /proc/tools
〔 ai · ml · llms 〕
〔 backend · infra · cloud 〕
〔 languages 〕
> tail -f ~/.wakatime/coding.log
Python 50 hrs 5 mins ████████▓░░░░░░░░░░░░░░░░ 34.95 %
HTML 15 hrs 39 mins ██▓░░░░░░░░░░░░░░░░░░░░░░ 10.92 %
TypeScript 14 hrs 11 mins ██▒░░░░░░░░░░░░░░░░░░░░░░ 09.90 %
Markdown 10 hrs 50 mins ██░░░░░░░░░░░░░░░░░░░░░░░ 07.56 %
Other 9 hrs 55 mins █▓░░░░░░░░░░░░░░░░░░░░░░░ 06.93 %> sudo ./space-shooter --invaders contributors
> fortune | cowsay
0 days since last production incident · Chennai, India





