Garbage Collection
I keep old griefs in memory
long after their references die —
some part of me still marks them reachable,
afraid of the silence they’d free.
Intelligaia
Superfine Cyber Security
Ryaz.io
Freelance
B.Tech CSE, GNDEC Ludhiana · CGPA 8.8 / Class XII (PCM) 85.2% · Class X CGPA 10, Mahavir Public School, Sundernagar
Four years of putting language models into production, and owning everything around them.
RAG · Agents · LangGraph · QLoRA · Vision models · AWS Bedrock · Vertex AI · Azure OpenAI · Docker · Kubernetes · React · Next.js · Node · FastAPI · MongoDB · Kafka
Off the clock.
I keep old griefs in memory
long after their references die —
some part of me still marks them reachable,
afraid of the silence they’d free.
The model weighs each word against the rest;
so do we, at midnight, replaying a sentence
someone said in passing — softmax over memory,
one moment scored above a thousand days.
The rain arrives like a hotfix at 2 a.m. —
unplanned, loud, and somehow
exactly what the parched system needed.