███████╗ █████╗ ███╗ ███╗██╗ ██╗███████╗██╗
██╔════╝██╔══██╗████╗ ████║██║ ██║██╔════╝██║
███████╗███████║██╔████╔██║██║ ██║█████╗ ██║
╚════██║██╔══██║██║╚██╔╝██║██║ ██║██╔══╝ ██║
███████║██║ ██║██║ ╚═╝ ██║╚██████╔╝███████╗███████╗
╚══════╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═════╝ ╚══════╝╚══════╝
██╗ █████╗ ██╗ ██╗ █████╗ ███████╗██╗███╗ ██╗ ██████╗ ██╗ ██╗
██║██╔══██╗╚██╗ ██╔╝██╔══██╗██╔════╝██║████╗ ██║██╔════╝ ██║ ██║
██║███████║ ╚████╔╝ ███████║███████╗██║██╔██╗ ██║██║ ███╗███████║
██ ██║██╔══██║ ╚██╔╝ ██╔══██║╚════██║██║██║╚██╗██║██║ ██║██╔══██║
╚█████╔╝██║ ██║ ██║ ██║ ██║███████║██║██║ ╚████║╚██████╔╝██║ ██║
╚════╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝╚══════╝╚═╝╚═╝ ╚═══╝ ╚═════╝ ╚═╝ ╚═╝
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 〕
〔 backend · infra · cloud 〕
〔 languages 〕
> tail -f ~/.wakatime/coding.log
Python 10 hrs 2 mins ███████▓░░░░░░░░░░░░░░░░░ 31.18 %
TypeScript 9 hrs 2 mins ███████░░░░░░░░░░░░░░░░░░ 28.08 %
JavaScript 3 hrs 44 mins ███░░░░░░░░░░░░░░░░░░░░░░ 11.64 %
JSON 2 hrs 27 mins ██░░░░░░░░░░░░░░░░░░░░░░░ 07.63 %
Markdown 1 hr 30 mins █▒░░░░░░░░░░░░░░░░░░░░░░░ 04.69 %> sudo ./space-shooter --invaders contributors
> fortune | cowsay
0 days since last production incident · Chennai, India