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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 67 hrs 6 mins █████████░░░░░░░░░░░░░░░░ 35.39 %
TypeScript 23 hrs 35 mins ███░░░░░░░░░░░░░░░░░░░░░░ 12.44 %
Markdown 17 hrs 33 mins ██▒░░░░░░░░░░░░░░░░░░░░░░ 09.26 %
HTML 16 hrs 51 mins ██▒░░░░░░░░░░░░░░░░░░░░░░ 08.89 %
Other 11 hrs 53 mins █▓░░░░░░░░░░░░░░░░░░░░░░░ 06.27 %> sudo ./space-shooter --invaders contributors
> fortune | cowsay
0 days since last production incident · Chennai, India