AI engineer · Bengaluru
AI engineer building LLM and ML systems for legal and IP work.
Hi, I'm Ayush. I'm an AI/ML engineer at TurtleLogix LLP, where for about a year I've built production AI for Lakshmikumaran & Sridharan, a leading Indian IP law firm, and I'm now founding engineer on Factget. Here is what I've shipped, how I got here, and how to reach me.
- Python
- Go
- SQL
- JavaScript
- PyTorch
- scikit-learn
- Hugging Face
- LangGraph
- vLLM
- Qdrant
- FastAPI
- Django
- PostgreSQL
- Redis
- Docker
- Vue 3
- React
- GitHub Actions
Selected work
Things I've shipped.
- Sole developer · TurtleLogix LLP
106,000+
emails classified since Aug 2026
IPR Docket
Email triage platform. About 2,500 emails a weekday, each classified within a median of 2 seconds.
- Go
- Vue 3
- PostgreSQL
- Redis
- TurtleLogix LLP
0.83
macro F1, held-out, on 4-class triage
Email classification service
Nine models compared on 92,700 labelled emails with matter-level splits.
- Python
- scikit-learn
- PyTorch
- FastAPI
- vLLM
- Team project · TurtleLogix LLP
~30%down to<1%
structured-output failures
FER drafting platform
A 14-node LangGraph pipeline with 4 ReAct agents on a self-hosted model, hardened for the October 2026 release.
- Node/TypeScript
- Django
- React
- Python
- LangGraph
- Postgres
- Qdrant
Featured project · Pramaanam
Shown 100 invented quotes, one AI model let 35 through. Pramaanam caught all 100.
Pramaanam checks citations and quotes from Indian Supreme Court judgments against 38,397 real judgments, so an invented quote can't pass for a real one.
Fabricated quote rejectedFabricated quote accepted as real
My journey
How I got here.
- Jul 2025
Joined TurtleLogix LLP
AI/ML Engineer, building production LLM and ML systems for Lakshmikumaran & Sridharan, a leading Indian IP law firm.
- Aug 2026
IPR Docket goes live
The email triage platform starts classifying mail. It has handled 106,000+ emails since.
- Sep 2026
Email classification service ships
A two-stage classifier trained on 92,700 labelled emails, with LLM verification for low-confidence predictions, goes out as a containerised service.
- Oct 2026
FER drafting platform ships
Released with 1,769 tests passing, after cutting structured-output failures from about 30% to under 1%.
- Sep 2026 – now
Founding engineer, Factget
I'm building TurtleLogix's research and data agent, where every number traces back to its source.
Contact
Let's build something useful.
I'm open to my next role: AI work where reliability matters, in legal tech or beyond. The best way to start is a short email.