
Aravind Pradeep
@aravindpradeep
AI Engineer at Perinet who built the hybrid retrieval and evaluation layer behind PeriChat and now ships RAG and agent systems.
What I'm looking for
At Perinet, I built the hybrid retrieval and evaluation layer behind PeriChat, measuring retrieval speed, generation quality, and model trade-offs. I also developed Python and Go services that connect LLM workflows to live MQTT sensor streams.
In my independent work and M.Sc. thesis research at BTU Cottbus, I build RAG and multi-agent systems, including an adaptive German tutor. I’m first author of a paper on adaptive ViT token compression presented at DSD 2026.
Experience
Work history, roles, and key accomplishments
Independent AI Engineering & M.Sc. Thesis Research
Open Source / BTU Cottbus
Jun 2026 - Present (4 months)
Conducting M.Sc. thesis research on adaptive ViT token compression and shipping open-source RAG and agent projects, including a live multi-agent German tutor.
AI Engineer
Perinet GmbH
Jul 2024 - May 2026 (1 year 10 months)
Owned RAG evaluation and model benchmarking, built hybrid retrieval and evaluation layer for PeriChat, developed Python and Go backend services with MQTT integration, and led containerization for AI container projects.
Developed and maintained mainframe applications using COBOL, JCL, and DB2 in agile sprints, building structured debugging and production deployment practices for enterprise banking systems.
Education
Degrees, certifications, and relevant coursework
Brandenburg University of Technology
Master of Science, Artificial Intelligence
2022 -
Pursuing a Master of Science in Artificial Intelligence with a research profile, currently in the thesis phase on content-aware ViT optimization on edge devices.
BVM Holy Cross College
Bachelor of Science, Computer Application
2018 - 2021
Completed a Bachelor of Science in Computer Application from BVM Holy Cross College, Kottayam, India, from 2018 to 2021.
Tech stack
Software and tools used professionally
Amazon EC2
Amazon S3
Kubernetes
GitHub Actions
PostgreSQL
Next.js
React
Python
Go
PyTorch
MLflow
scikit-learn
MQTT
FastAPI
Gemini
Elasticsearch
OpenSearch
TypeScript
pytest
Docker
SQL
Qdrant
LangChain
Pydantic
CrewAI
Langfuse
Zod
Ragas
LangGraph
DeepSeek
PEFT
Qwen
Recharts
Retrieval-Augmented Generation (RAG)
AWS
Claude
OpenAI
REST APIs
Availability
Location
Authorized to work in
Website
aravindpradee.mePortfolio
tutor.aravindpradee.meSalary expectations
Job categories
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