Ruchir Kalokhe profile photo 2 on Tal
Ruchir Kalokhe profile photo 1 on Tal
Ruchir Kalokhe profile photo 2 on Tal
Ruchir Kalokhe profile photo 1 on Tal

Ruchir Kalokhe

ML, Internet, Technology ruchir.dev

Pune City

1+ year of work experience

IN2PETA Services Private Limited
Dec 202510 mosPresent

Remote

Contributed to IN2PETA’s GPU inference platform across backend, model-serving, billing, and product infrastructure. • Built multi-provider deployment and inference workflows across Modal, Koyeb, and RunPod, including provider routing, async prediction handling, live endpoint resolution, and retryable fallbacks. • Automated Hugging Face model deployment through Dockerfile/handler generation, build workers, catalog metadata, and dashboard provisioning. • Integrated LTX-2 and LTX-2.3 Distilled video-generation runtimes across Modal, Koyeb, and Docker, including image inputs, up-to-60-second duration controls, output handling, and runtime validation. • Implemented transactional credit reservations and usage-based billing across token, character, video-duration, and image workloads; contributed to Razorpay payments, invoices, coupons, and post-purchase emails. • Improved API and deployment security with scoped API keys, plan-aware access controls, webhook signature checks, authenticated uploads, SSRF/private-URL protections, and session handling. • Patched LiteLLM/Fireworks cached-token cost accounting and added regression coverage for pricing, streaming, model-tier mapping, and deployment resolution.
GDSC PESMCOE
Oct 20251 yrPresent

Pune District, Maharashtra, India

• Helped organize the IMACE 2026 hackathon and related technical events. • Served on the judging jury, evaluating participant projects and contributing to the selection process.

Ruchir’s AI Stack

codex
codex
cursor
cursor
hermes agent
hermes agent
opencode
opencode
huggingface
huggingface
Zed
Zed

Education

Savitribai Phule Pune University

Bachelor of Engineering, Artificial Intelligence

Savitribai Phule Pune University

20234 yrs2027
Hutchings High School & Junior College

CISCE 10th Board Exam

Hutchings High School & Junior College

200813 yrs2021

Join Ruchir and 10k+ other professionals on

Tal Boss

Tal is the app where bosses meet engineers & builders directly, without middlemen

Download Tal Boss

Ruchir Kalokhe on Tal

Headline

ML, Internet, Technology ruchir.dev

About

Building systems that work, mostly BE student specializing in AI and Data Science at PES Modern College of Engineering. Focused on Python, C++, and JavaScript, currently exploring the intersection of clean code and complex problems. Working on projects that resist simple categorization. Interested in LLMs, scalable architectures, and the space between intention and emergence. > Code accumulates. Solutions evolve. Open to collaboration on projects that push boundaries. Let's build something interesting together.

Location

Pune City

AI stack

codex

cursor

hermes agent

opencode

huggingface

Zed

Work experience

Gen AI Intern, Backend and ML at IN2PETA Services Private Limited, Dec 2025 - Present · 10 mos, Remote, Contributed to IN2PETA’s GPU inference platform across backend, model-serving, billing, and product infrastructure. • Built multi-provider deployment and inference workflows across Modal, Koyeb, and RunPod, including provider routing, async prediction handling, live endpoint resolution, and retryable fallbacks. • Automated Hugging Face model deployment through Dockerfile/handler generation, build workers, catalog metadata, and dashboard provisioning. • Integrated LTX-2 and LTX-2.3 Distilled video-generation runtimes across Modal, Koyeb, and Docker, including image inputs, up-to-60-second duration controls, output handling, and runtime validation. • Implemented transactional credit reservations and usage-based billing across token, character, video-duration, and image workloads; contributed to Razorpay payments, invoices, coupons, and post-purchase emails. • Improved API and deployment security with scoped API keys, plan-aware access controls, webhook signature checks, authenticated uploads, SSRF/private-URL protections, and session handling. • Patched LiteLLM/Fireworks cached-token cost accounting and added regression coverage for pricing, streaming, model-tier mapping, and deployment resolution.

AI/ML Member at GDSC PESMCOE, Oct 2025 - Present · 1 yr, Pune District, Maharashtra, India, • Helped organize the IMACE 2026 hackathon and related technical events. • Served on the judging jury, evaluating participant projects and contributing to the selection process.

Education

Bachelor of Engineering, Artificial Intelligence, Savitribai Phule Pune University

CISCE 10th Board Exam, Hutchings High School & Junior College

Public links

github: https://github.com/ruxir-ig

codeforces: https://codeforces.com/profile/ruxir-ig

ruchir.dev: https://ruchir.dev/

Ruchir Kalokhe - Gen AI Intern, Backend and ML in Pune City | Tal