AI Engineer · New York
I'm Sampreeth.
I ship AI and direct films.
Whether it's a model or a movie, the job is making the messy thing make sense to someone else.
01 · What I do
One engineer, four disciplines.
The same instinct runs through all four: sit next to the person with the problem, then build the thing they actually needed.
AI Engineering
RAG, agents, evals, guardrails. Systems that answer honestly or not at all.
6 projects FDEForward-Deployed Engineering
Discovery and enablement, the last mile where software meets people.
5 projects MLEMachine Learning Engineering
PyTorch, vision, RLHF. Models trained, shrunk, and shipped to real hardware.
5 projects SDESoftware Engineering
Python, TypeScript, Go. APIs, pipelines, and infra that stay up.
5 projects02 · The work
Six systems, inside a dental practice.
Real AI built next to the people who use it every day. The ones worth showing survived real people using them.
- 01 cite or abstain
Enterprise Search
The whole company's knowledge, answered with citations or an honest no.
a RAG that refuses to bluff - 02 +130%
Consultation QA
Every patient consult scored from its Zoom call, turned into coaching.
treatment acceptance - 03 $50/mo
CBCT Scan Validator
Bad dental CT scans caught before they reach the design queue.
vs the $124K year-one quote - 04 285 → 40
NPC Coach
Finds the new-patient calls among thousands, then coaches them.
calls ingested, then scored, day one - 05 1 month
Treatment Estimator
Live quoting with a price promise the database itself enforces.
vs the decade-long vendor attempt - 06 0 → 200
Diagnostic Filter
AI assesses the patient first. The doctor still signs every finding.
tooth-loss risk, scored pre-consult
open source · live demo
Fly JobPilot yourself.
My job-hunt autopilot: it finds jobs every hour, scores them against me, tailors one-page resumes with receipts, drafts the cold outreach, and watches the inbox for replies. The demo is the real console flying a fictional pilot. Take the two-minute tour, tailor your own resume bullets on a live model, then run the whole thing on your own cloud for pennies.
03 · About
An engineer who happens to make movies.
I'm an AI engineer who likes building things right next to the people who'll actually use them. After my MS at NYU, I spent the last few years as the only engineer at a dental implant company, shipping real systems people use every day, not demos. I also make movies, which is where I learned to work with people who don't write code.
Education
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Master of Science, Computer Engineering
New York University, NYC, NY
Aug 2023 - May 2025 · GPA 3.84 / 4
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Bachelor of Technology, Computer Science and Engineering
Jawaharlal Nehru Technological University, India
July 2017 - June 2021 · GPA 3.92 / 4
Experience
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AI Engineer
Hybridge Implants, New York
Sept 2025 - Present
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Software Engineer
Shure Incorporated, India
Aug 2021 - Aug 2023
04 · Writing
Notes from the work.
Real numbers, real screwups, real fixes.
05 · Filmmaking
"Gray characters, tight spaces, and the chaos hiding inside ordinary lives."
I write, direct, edit, and score. Among Monsters is the independent feature I'm cutting between work weeks.
- 012026
Among Monsters
Director · Writer · Editor · Music
- 02soon
Extraordinary Lives
Director · Writer
- 032022
Tiger Man
Director · Writer · Editor
- 042019
Strangers
Cinematographer · Music
06 · Connect
Let's build something.
Hiring for forward-deployed, applied AI, or anything in between? I'd love to hear what you're working on.
spa9659@nyu.edu