Your AI Didn't Lie to You. It Was Never Trying to Tell the Truth.
Every person who has used an LLM has been confidently handed something that does not exist. Here is why it happens, in plain language, and what actually fixes it.

Full-Stack Engineer·Hyderabad, IN
I build backend systems, developer APIs, and infrastructure. I enjoy debugging complex problems, understanding how systems work from first principles, and building fast, reliable software that people actually use.
Right now building Crewcast
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CrewCast is a hiring automation platform built for solo founders, startups, and lean teams to create job forms, collect applications, filter candidates, and manage hiring pipelines faster. It combines customizable application forms, resume uploads, GitHub-based candidate scoring, recruiter dashboards, and role-specific workflows to make early-stage hiring simple, structured, and efficient.
A simple and lightweight Pomodoro timer CLI built with Go to help developers stay focused directly from the terminal. Designed to be minimal, fast, and distraction-free.
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Every person who has used an LLM has been confidently handed something that does not exist. Here is why it happens, in plain language, and what actually fixes it.
Retries look harmless from one client, but at scale they can synchronize traffic and make recovery harder. The missing ingredient is jitter.