Hi, I'm
Indira Kumar
I build the infrastructure agents run on.
10,000+ people use it every day.
here are some things I believe in
Experience
Thermo Fisher Scientific
AI Engineer 2 · May 2024 – Present · Bangalore
- Built a sales assistant that turns natural-language requirements into full instrument and parts quotes by two paths: a LangGraph multi-agent workflow and a custom deep-research agent; $28M projected revenue, not yet realized.
- Took a RAG service assistant from concept to production in 2 months for 3,000+ field engineers, saving $3.5M a year.
- Defined the org's MCP server archetype and safety requirements, then shipped two of its earliest production servers.
- Raised indexing throughput 7x (2 repos/week to 2/day) by automating ingestion of 400 repositories from SharePoint, S3, Bynder, and Fluidtopics.
- Cut p95 response time 53% (26.5s to 12.4s) and closed a P1 incident by parallelizing document and ticket retrieval.
- Built a customer intelligence assistant surfacing upsell opportunities across existing and prospective accounts; $3.1M incremental annual revenue.
Pancakes
Founder · May 2025 – Dec 2025 · Remote
- Shipped Reflect, a feedback widget with a 3-line integration that syncs into JIRA, Linear, and GitHub as tickets. MVP to 20+ DAU in 3 weeks, ran 7 months in production, then sunset on retention data.
- Shipped Saplings, a React Native education app, piloted it in a school, and pivoted on market data. Two products end to end in one founding stint.
- FastAPI, React, Terraform on GCP and AWS RDS. 40% lower API latency via Celery and RabbitMQ; sub-500ms global load via Cloudflare CDN.
Dreamimbue
Technical Co-founder · Apr 2023 – Aug 2023 · Remote
- Built and scaled a finance-management PWA for small financial institutions to 300+ DAU, leading a team of 3. Still running 2 years later on recurring revenue.
- Two microservices on Node.js and Spring Boot with PostgreSQL and MongoDB, plus multi-role JWT auth for five user types.
Projects
Agent infrastructure
Jarvis
A personal assistant you delegate tasks to, built around a configurable human-in-the-loop permission gate per task. 17-scenario eval suite across email, calendar, browser, memory, and research; a local Qwen3 14B passes 13 on the last full run.
codesmith
A CLI coding agent harness in TypeScript. Built to understand the tools I ship with: roughly 90–95% of my output is agent-driven, from spec to plan to TDD to PR review.
Products

Daily Cricket
A daily NYT-style cricket guessing game. Six puzzles refresh every morning at 5:30 AM IST. 4,000+ MAU, all organic. Custom scraping pipelines normalize cricket stats to generate fresh puzzles daily.
