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Debayan SenDS
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Debayan Sen

@debayansen

AI engineer at Hochschule Offenburg who built KINCHI’s MCP-enabled NL-to-SQL pipeline, reaching 83% execution accuracy on an internal golden set.

Germany
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At Hochschule Offenburg, I was the sole engineer for KINCHI’s AI services layer, building an end-to-end pipeline from ERP data ingestion and automated database onboarding to process mining and AI reporting. Its MCP-exposed tool-calling NL-to-SQL agent reached 83% execution accuracy on an internal golden set.

I worked with pseudonymised exports from three Handwerk ERP systems, each with a different undocumented schema, and extended the RAG pipeline to GAEB construction documents. For data confidentiality, I self-hosted a 120B-parameter LLM and evaluated the system with partner companies using their own pseudonymised ERP data.

At Hochschule Offenburg, I also built a real-time multi-object tracking system with a custom Siamese appearance model, and a reproducible object-detection pipeline using DVC and MLflow. My work has included LLM evaluation with DeepEval and observability with Langfuse.

Earlier at Fraunhofer IPM, I developed 3D perception and computer-vision systems for industrial inspection, robotics, and traceability, including work published with Springer Vieweg. I also developed Qt/C++ industrial monitoring software there and worked on LTE/5G network-simulation components at Polaris Networks Inc. (Dynamic Digital Technology).

Experience

Work history, roles, and key accomplishments

HO

AI Engineer

Hochschule Offenburg

May 2024 - Jun 2026 (2 years 1 month)

Sole engineer for the platform's AI services layer, designing and building the full pipeline end-to-end including data ingestion, automated database onboarding, process mining, AI reporting, and a tool-calling NL-to-SQL agent exposed over MCP. Achieved 83% text-to-SQL execution accuracy on an internal golden set, with LLM evaluation in DeepEval and observability in Langfuse.

FI

Computer Vision Engineer

Fraunhofer IPM

Sep 2021 - Feb 2024 (2 years 5 months)

Built and deployed a 3D point-cloud instance segmentation model (Mask3D, PyTorch) automating wall-insulation assessment, reaching 72.3% mAP @ IoU 0.5. Deployed a ROS-based real-time 3D perception system fusing LiDAR and camera streams for autonomous surveillance and robotics platforms.

FI

Master Thesis Student

Fraunhofer IPM

Mar 2021 - Aug 2021 (5 months)

Developed an end-to-end computer-vision pipeline for automated quality inspection, designing a weighted soft-voting ensemble of Mask R-CNN and U-Net segmentation models, reaching mean IoU 0.772 and Dice 81.9% on industrial cork-disk datasets.

FI

Research Assistant

Fraunhofer IPM

Sep 2019 - Feb 2021 (1 year 5 months)

Developed Qt/C++ industrial monitoring software for sensor-driven production environments and reduced image-transfer latency between embedded devices and industrial vision systems through optimised compression.

PI

Software Engineer

Polaris Networks Inc.

Jul 2016 - Aug 2017 (1 year 1 month)

Developed and tested core LTE/5G network-simulation and mobility-management (MME) components in C/C++ and built backend and frontend functionality for telecom testing tools using C, SQLite, and Tcl/Tk.

Education

Degrees, certifications, and relevant coursework

AWS logoAW

AWS

AWS Certified Solutions Architect – Associate, Cloud Architecture

AWS Certified Solutions Architect – Associate (SAA-C03) certification in progress.

Albert-Ludwigs-Universität Freiburg logoAF

Albert-Ludwigs-Universität Freiburg

Master of Science, Computer Science

2018 - 2021

Grade: 1.8

M.Sc. in Computer Science with final grade 1.8. Thesis on anomaly detection on cork disks, completed at Fraunhofer IPM with grade 1.3.

National Institute of Technology, Durgapur logoND

National Institute of Technology, Durgapur

Bachelor of Technology, Information Technology

2012 - 2016

Grade: 8.43/10

B.Tech. in Information Technology with a grade of 8.43 out of 10.

DeepLearning.AI logoDE

DeepLearning.AI

Analyze Datasets and Train ML Models with AutoML, Machine Learning

Completed the Analyze Datasets and Train ML Models with AutoML certification.

DeepLearning.AI logoDE

DeepLearning.AI

Generative AI with Large Language Models, Generative AI

Completed the Generative AI with Large Language Models certification.

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