--:-- IST
Prawesh Mandal
20' Backend engineer, building kairox.cloud
available for opportunities
About
backend engineer, mostly deep in distributed systems. lately nerding out on systems software and inference stuff too.
lowkey obsessed with space. humans on mars someday? i wanna be there.
off the clock: sci-fi books, movies, series, and way too much football.
Experience
- Built an AI audio-audit pipeline on AWS S3 and SQS to process 2K+ call recordings daily, using GPT-4o-transcribe for transcription and LLMs to score calls against quality rubrics.
- Improved audio-audit score consistency across OpenAI, Groq, and Gemini by 48% using consistent model settings and strict JSON outputs, while increasing AI confidence-rating coverage from 40% to 80%.
- Debugged and fixed 10+ silent bugs causing incorrect or missing audit scores, tracing each one through PostgreSQL data checks and validation.
- Built a feedback pipeline for agents across 12+ enterprise customers, delivering daily, weekly, and monthly insights linked to supporting audio clips and transcript quotes.
- Built (goodluck.services) a responsive education and migration consultancy website with a centralized admin dashboard for managing content and business operations.
- Optimized the website for international visitors on mobile and low-bandwidth networks by reducing image payloads, unnecessary JavaScript and animation overhead, improving loading speed and scrolling responsiveness on resource-constrained devices.
- Improved production efficiency and reliability by eliminating unnecessary database data retrieval, reducing homepage database round trips, preserving cached pages during database failures and enabling CMS content updates without full application rebuilds.
Projects
syncPilot | (AI Agent)
reads your Emails, decides what actually needs attention and messages you on Signal App.
elanprint-rs | (Linux Driver)
a userspace driver for the ELAN 04f3:0c90 fingerprint sensor.
serveInfer | (On-device LLM Runtime)
it is an on-device, multi-process LLM inference runtime that runs GGUF models with request scheduling, hardware fallback, crash recovery and HTTP/SSE streaming.
quizLoom | (SaaS)
a quiz and exam platform that runs live, with proctoring and analytics.
sentinel | (Linux Desktop App)
a GUI for systemd services: start, stop, enable and pin them without touching the terminal.
jaal | (ML Fraud Detection Engine)
catches one person opening fifty accounts to claim the same signup coupon fifty times.
Open Source Contributions
I think that, as humans, our job is to build technologies that will power the future for the next Generation.
