Mohit Kumar

I build safety checks and training infrastructure for AI agents.

Member of Technical Staff, Scaler AI Labs · CS undergraduate, BITS Pilani

Mohit Kumar

About

I'm a member of technical staff at Scaler AI Labs in Bengaluru, where I lead the safety workstream: checks and enforcement that keep frontier models inside their safety guardrails. I also build the infrastructure that trains AI browser agents. I'm doing my CS degree at BITS Pilani. Before this, I was a founding engineer at TrackPrep and a backend engineer at HandaUncle.

Updates

News

  • Aug 2026 Awarded a 3,000 USDG grant by Solana Foundation India for AgentTrust — see the Web3 section.
  • Aug 2026 Joined Superteam India as a member.
  • Jul 2026 4th place ($1,000) on the 100xDevs Frontier Hackathon track, for AgentTrust — see the Web3 section.
  • 2026 Leading the safety workstream at Scaler AI Labs — guardrail-compliance tasks, checks, and enforcement for frontier models.
  • May 2026 Finalist at the Meta PyTorch OpenEnv Hackathon, with an RL environment for SRE incident triage.
  • Feb 2026 Joined Scaler AI Labs, working on training infrastructure for AI browser agents.
  • Aug 2025 Became a teaching assistant at Scaler School of Technology — data structures & algorithms and full-stack web, 100+ students.

Focus

What I Work On

Model safety

Checks and enforcement that keep frontier models inside their safety guardrails.

Agent training environments

RL environments and automated task generation that exercise real software skills, not toy benchmarks.

Data & evaluation

Dataset pipelines, validation, and privacy tooling at scale; rubric-based grading for agent work.

On-chain trust for agents

Policy gates that check an AI agent's payment before it settles, and guards that keep token integrations safe on Solana.

Work

Experience

Scaler AI Labs

2026 – present

Member of Technical Staff · Bengaluru

Infrastructure for training AI browser agents. I lead the safety workstream — task design, checks, and enforcement pipelines that verify frontier models follow their safety guardrails.

Also built the automated task-generation pipeline targeting real applications (Gmail, Salesforce, Jira), the dataset export pipeline, and parallel Aho-Corasick PII scrubbing in Rust.

Scaler School of Technology

Aug 2025 – present

Teaching Assistant

Mentoring 100+ students in data structures & algorithms (Java / JavaScript) and full-stack web development.

HandaUncle

Oct 2025 – Jan 2026

Backend Engineer

AI conversational finance. Built multi-model LLM orchestration with retrieval-augmented generation, led the MongoDB → PostgreSQL migration, and built embedding-based analytics pipelines.

TrackPrep

Feb 2025 – Oct 2025

Founding Engineer

Built a NEET-preparation platform from day one; owned the backend as it scaled to 85,000+ students. PostgreSQL optimization, Redis caching, and the progressive web app.

Background

Education

BITS Pilani

2024 – 2027

B.Sc. Computer Science

Scaler School of Technology

2024 – 2028

Computer science intensive, in parallel · Dean's Merit List 2025

Onchain

Web3

AgentTrust

2026

Built solo: a trust layer for AI-agent payments on Solana — a policy gate that runs before an agent's payment settles. Three Anchor programs on devnet, formally verified (7 Kani proofs, 662 sub-checks), with a TypeScript SDK and MCP server on npm.

Accept any Token-2022 mint without getting drained: an on-chain guard that refuses hostile mints, a scanner with live mainnet verdicts, and LiteSVM attack tests. Open PRs into Solana AI Kit, alongside its sibling transfer-hook-scaffold.

Builds

Selected Projects

An OpenEnv reinforcement-learning environment for SRE incident triage: cascading failures, eight hardening techniques, and binary rubric grading. Finalist at the Meta PyTorch OpenEnv Hackathon.

SculptAI

2025

Natural language → educational animation, built on Manim with LLM-generated scene code. Go + Python + Next.js microservices; ~90% first-pass render success on my test prompt set.

Beyond work

Misc

Before any of this, I led my region's basketball team at the national level. The discipline stuck. Fastest way to reach me is email.