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aayush kumarAK
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aayush kumar

@aayushkumar2

AI Systems Engineer building LLM infrastructure, multi-agent orchestration, and evaluation pipelines for reliable AI.

India
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What I'm looking for

I’m looking to build LLM infrastructure and multi-agent systems with strong observability and evaluation. I want a team that values reliability, fast iteration, and measurable improvements to latency, cost, and model quality.

I’m an AI Systems Engineer focused on LLM infrastructure, multi-agent systems, and evaluation pipelines. I contribute to production-quality reliability—fixing issues that improve agent workflow stability and tool execution.

I built TraceMind, a high-performance LLM eval and observability platform with hallucination detection, A/B testing, and cost-optimized inference. I implemented a parallel LLM-as-judge eval engine (processing 100 cases in 17s), multi-key Groq rotation with auto-failover, response control hooks, and a GitHub Actions eval gate—backed by 76/76 unit tests and 44/44 e2e checks.

In open source, I contributed merged PRs to Mastra AI (YC-backed, 23k★), including fixes for structured output reliability and memory persistence across chained recall + observation steps. Previously, I delivered REST APIs and real-time notifications using Node.js/Express and built OCR data pipelines in Python with OpenCV automation.

Experience

Work history, roles, and key accomplishments

IJ

Data Pipeline Intern

IIT Jodhpur

Apr 2024 - Jun 2024 (2 months)

Developed Python preprocessing pipelines for multilingual OCR datasets, using OpenCV automation to cut manual labeling effort by 50%. Processed and validated 5,000+ training images for downstream model training.

DR

Software Developer Intern

DRDO

May 2023 - Jul 2023 (2 months)

Built Node.js + Express REST APIs for vendor/bidding workflows (50+ active projects) with JWT auth and RBAC, plus WebSocket notifications. Optimized MongoDB queries to reduce response times to sub-second.

Education

Degrees, certifications, and relevant coursework

Jaypee Institute of Engineering and Technology (JIET) logoJJ

Jaypee Institute of Engineering and Technology (JIET)

Bachelor of Technology, Computer Science Engineering

2021 - 2025

Activities and societies: 600+ LeetCode problems; Top 10 / 100+ teams at Rackon 2.0 National Hackathon.

Completed a B.Tech in Computer Science Engineering at JIET, Jodhpur from 2021 to 2025.

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