Vansh Arora, AI and full-stack engineer: AI that knows its limits.
I’m Vansh Arora, a full-stack and AI engineer in my final year of CSE at BIT Mesra, with five internships behind me. I build agents and the products around them, and I decide what they must never do before I write the first line.
Built-in limits
Every build does something useful and refuses something risky.
Four builds, opened up
The four I’d show you first.
$ tokencap make --full
[scan] included files · 47
[graph] knowledge graph · 47 nodes, 83 edges
[memory] memory layer written
[secure] security engine active · redaction engine v1
[agent] pointers · AGENTS.md, CLAUDE.md, Cursor, Windsurf +3
[write] .tokencap/snapshot.md 49,608 tokens
Command output from the README sample. Token bars from the 100-task benchmark on tokencap.vansharora.app.
Developer tool · 2026
TokenCap
Maps every file and import in a repo, locally, then packs only what an AI coding task needs.
LimitNever uploads your code.
AI system · 2026
Actuaris
Prices car insurance from how often claims happen and how much they cost.
LimitNever retrains in production.
Production web · 2025
Learnitfy
A corporate learning platform with JWT sign-in and role-based dashboards.
LimitNever shows a user more than their role allows.
ML research · 2026
Drought LSTM
A proof-of-concept LSTM that predicts next week’s drought index from eight weeks of weather.
LimitNever trains on the future.
Try to make my agent lie
It only knows what’s on this site. Ask about something I haven’t done and it will say so.
The path so far
From a first Django repo in 2023 to tools that AI agents run on.
Oct 2023
First public repo
A chatbot backend in Python and Django, months into B.Tech at BIT Mesra.
Aug 2024
TechVerse web lead
Web Development Lead at TechVerse, BIT Mesra. Mentored 50+ students.
May – Jul 2025
Learnitfy ships
Full-stack intern at Krikal Soft. Built a training platform for 500+ users.
Build notes →Aug 2025
GDG web lead
Web Development Lead at GDG on Campus, BIT Mesra. Workshops for 100+ students.
Jan 2026
Technical Lead
Built the Parallax tech-fest website for BIT Mesra’s Technical Committee.
Jan 2026
Forecasting and agents
Drought LSTM research and the review-first Outreach Agent.
Build notes →Mar 2026
InsightAI and Actuaris
A read-only database agent, and frequency × severity insurance pricing.
Build notes →May 2026
TokenCap on npm
A context layer for AI coding agents, now past 12,000 downloads on npm and Open VSX.
Build notes →May 2026
Fox India Voyages
AI intern. n8n automations for driver operations, invoices and payment follow-ups.
Aug 2026
HRU Today
Healthcare portal features and a risk-tagging layer over ~420K medicine records.
Aug 2026
Buddhi AI
Founding engineer. A permission layer for AI memory opens its private beta.
Build notes →Oct 2026
Dorefin AI and Clam.AI
Building Vartmaan AI, a newsroom automation platform, and Burrito, an AI marketing platform.
2027
Graduating
B.Tech in Computer Science and Engineering, BIT Mesra.