Open to opportunities

Ravi Pushkar

@ravipushkar

Message

I build production LLM, RAG, agentic AI, and high-performance inference systems end-to-end.

India

Message

What I'm looking for

I'm seeking an AI/ML engineering role where I can ship production LLM, RAG, agentic AI, and high-performance inference systems end-to-end. I'm an immediate joiner and open to relocation.

I've shipped production LLM systems at Fujitsu, including a cross-lingual RAG Q&A platform serving five languages that improved answer F1 by approximately 32% over baseline.

I fine-tuned BGE-M3 embeddings, LLaMA 3.1 8B, and CodeT5 models; delivered a Flask REST API with P95 latency below 140 ms on ARM EC2; and automated ARM SVE512-to-SVE2 SIMD translation with 98.2% functional correctness.

At Test Sigma, I architect an autonomous LLM agent that crawls web applications, extracts semantic entities from product documentation and pull requests, and builds a Neo4j knowledge graph for CI regression-impact reporting.

My work also spans oneDNN and BLAS optimization, AWS infrastructure migration, scalable Python pipelines, and backend APIs. I hold a dual B.Tech and M.Tech in Mathematics & Computing from IIT Delhi and am open to relocation.

Experience

Work history, roles, and key accomplishments

Current

Senior AI Software Engineer

Current

Test Sigma

Mar 2026 - Present (5 months)

Architected an autonomous LLM agent that crawls web applications with Playwright, performs semantic entity extraction over product docs and pull-requests, and builds a three-layer Neo4j knowledge graph (Requirements ↔ UI ↔ Code); deterministic Cypher traversal generates confidence-scored blast-radius and regression-impact reports for CI pipelines, with human-in-the-loop review bands.

Agentic AI Knowledge Graphs Neo4j Cypher Playwright LLM CI CD Python

Education

Degrees, certifications, and relevant coursework

Indian Institute of Technology Delhi

Dual Degree (B.Tech + M.Tech), Mathematics & Computing

2018 - 2023

Grade: 8.54/10 (B.Tech), 8.78/10 (M.Tech)

Dual Degree (B.Tech + M.Tech) in Mathematics & Computing from IIT Delhi with a CGPA of 8.54/10 (B.Tech) and 8.78/10 (M.Tech). Coursework included Transformers & LLMs, Machine Learning, Deep Learning, Data Mining, Optimization, Operating Systems, Data Structures, Algorithms and Analysis.