AI engineer · Karlsruhe, Germany

HarshalVankudre

Updated September 2026

AI engineer in Karlsruhe, Germany. I build internal AI tools end to end—RAG assistants, Teams bots, and the pipelines behind them.

Now. Working student at Mercedes-Benz Tech Innovation, researching sandboxing and isolation for AI agents that run unattended.

Before. Sole AI developer at RÜKO GmbH Baumaschinen, where I built a RAG assistant, a Teams equipment bot, and the document pipeline behind both. Earlier, NLP and automation at EnBW.

Experience

Three working-student roles, most recent first.

Jun 2026 – present

Mercedes-Benz Tech Innovation

Working student, agentic AI security · Stuttgart

  • Research secure execution environments—sandboxing, isolation, controlled resource access—for AI agents that run unattended.
  • Prototype sandbox and policy configurations, and assess NVIDIA OpenShell as one candidate agent runtime against them.
  • Document the security requirements an agent workflow must meet to run robustly and reproducibly.
Oct 2025 – Apr 2026

RÜKO GmbH Baumaschinen

Working student, sole AI developer · Malsch

  • Built and shipped a production RAG assistant on the OpenAI API, in daily use by ~50 staff; tuned retrieval and prompting against real user questions.
  • Built and operated the document-ingestion pipeline behind it, indexing structured and unstructured company data for vector search.
  • Delivered a Microsoft Teams equipment assistant over 2,395 machines, routing between SQL inventory lookups, Pinecone search across technical manuals, and Gemini advisory answers.
  • Built an AI avatar-video pipeline generating listing videos for used-machine sales.
Sep 2024 – Feb 2025

EnBW

Working student, NLP and automation

  • Co-developed an NLP customer-service chatbot and a GPT pilot that automated ~60% of tier-1 inquiries.
  • Automated recurring inquiry workflows, and ran the supporting data analysis and reporting in HubSpot CRM and Excel.

Education

  • Mar 2026 – presentB.Sc. Data Science, Karlsruhe University of Applied Sciences (HKA). Machine learning, statistics, data engineering, and programming.
  • Oct 2022 – Oct 2025Business Information Systems, coursework, Karlsruhe Institute of Technology (KIT). Software development, databases, business processes, and Scrum; transferred to the practice-oriented Data Science program.
  • Oct 2021 – Jul 2022Foundation program, business track, Konstanz University of Applied Sciences (HTWG). Feststellungsprüfung passed.

Languages. German (C1), English (near-native), Hindi (native).

Projects

Five things I have built: a production system for a construction-machinery fleet, and four open-source tools.

Production · RÜKO GmbH Baumaschinen

RAG assistant & Teams bot

Production RAG assistant in daily use by ~50 staff, and a Teams bot answering equipment questions across a fleet of 2,395 construction machines: SQL inventory lookups, manual search, advisory answers. Built both as sole AI developer, plus the shared document-ingestion pipeline.

StackPython · FastAPI · LangGraph · OpenAI API · Gemini · Pinecone · PostgreSQL
SourceGitHub
Open source

WinMux

tmux-style tiling terminal for Windows that runs a fleet of parallel Claude Code sessions in one window, on real ConPTY shells. Open source, in daily use.

StackTypeScript · Electron · ConPTY · xterm.js · Claude Code
SourceGitHub
Open source

Ember

Desktop widget that reads local Claude Code and Codex logs for live plan headroom, session burn, and true API-equivalent cost.

StackRust · Tauri
SourceGitHub
Open source

StudyOS

Turns one sentence about a student’s courses into a populated semester workspace: planner, assignment board, reading list.

StackNext.js · TypeScript · Prisma · Vercel AI SDK
SourceGitHub
Open source

Harshal’s Hand Font

TrueType font drawn from my own handwriting.

StackTrueType · Glyph design · CSS
SourceGitHub

Skills

What I reach for, grouped the way the CV groups it.

AreaTools
AgentsAgent sandboxing and isolation, policy design, MCP servers, multi-agent workflows
AI & LLMsOpenAI API, Gemini, LangGraph, RAG architecture, vector search, Ollama, LLM fine-tuning
SoftwarePython, FastAPI, TypeScript, JavaScript, Next.js, React, Node.js, Java, REST APIs
DataPostgreSQL, MySQL, Pinecone, Redis, NoSQL, Pandas
ToolsGit, GitHub, Docker, Microsoft Azure, Jira, Linux

Get in touch

Email is the best way to reach me. Happy to talk about AI tooling, agent security, or working together.

Documents

  1. Curriculum vitae (English). PDF.cv.pdf
  2. Lebenslauf (German). The same CV in German.cv-de.pdf
  3. Reference letter, RÜKO GmbH Baumaschinen (German). Arbeitszeugnis for the working-student engagement, October 2025 to April 2026.rueko-arbeitszeugnis.pdf