About
Hi, I'm Ansh Bharti
I work mostly at the seam between automation and AI — building pipelines that pull messy real-world signals (search trends, marketplace listings, RSS feeds) and turn them into structured decisions or content a business can ship. Most of what I build runs on n8n orchestrating multiple Gemini calls, with as much engineering effort going into validation, deduplication, and bounded retries as into the AI calls themselves — I've been burned before by a third-party API silently handing back an empty field and corrupting a join, so I don't trust anything I haven't independently verified. I build solo, end to end: ingestion, the AI logic, the datastore, and — for anything that touches a public channel — a human approval gate before it publishes. I would rather label an estimate as an estimate than dress it up as a measurement.
I turn messy signals into decisions a business can act on.
01
Stack
What I reach for, and where — for the full picture, see how these show up in real projects.
Programming
AI / LLM Engineering
Automation
Web Development
Data & APIs
Databases & Infra
Game Development
02
Education
2022 - Present
B.Tech in Computer Science & Engineering
Sharda University, Greater Noida
Currently pursuing. Most of the applied work — AI pipelines, automation, and API integration — happens outside coursework, in the projects on this site.
03
How I think about engineering
“If a system can fail silently, it eventually will — so I build the validator and the retry loop now, instead of debugging the silent corruption later.”See it in the tradeoffs I made