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πŸš€βš‘πŸ’« Making AI do human things so humans can do AI things
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πŸš€βš‘πŸ’« Making AI do human things so humans can do AI things

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kaiser-data/README.md
Typing SVG

AI/ML Engineer Β· Physicist Β· Berlin πŸ“

Curious mind building production-grade AI, automation, and tools that actually work.
PhD in Physics. 3+ years in LLMs. 6 hackathon wins in 2025 β€” now building on that with 2026 wins, podiums & finalist placements.


LinkedIn Email Open to Collaborations

🧠 About

role:        AI/ML Engineer
location:    Berlin, Germany πŸ‡©πŸ‡ͺ
focus:       LLMs Β· Agents Β· Automation Β· Document Processing Β· Edge AI
status:      Open to projects, collaborations & hackathons
building:    108 public repos across agents, MCP, edge AI & automation

🎯 What I Build

Generative AI & LLM applications β€” agents, RAG, document pipelines
Agent & MCP tooling β€” MCP hubs, A2A messaging, observability, memory stacks
Automation workflows β€” n8n, LangGraph, Dify, custom orchestration
Edge & self-hosted AI β€” Jetson Orin, Raspberry Pi, Tailscale meshes
End-to-end products β€” from idea β†’ prototype β†’ production


✨ Highlights

  • πŸš€ 108 public repos spanning agents, MCP tooling, edge AI, ML benchmarking, automation & infra
  • πŸ† 6 hackathon wins in 2025 β€” followed by 2026 wins, podiums & a Top-7 finalist placing
  • 🦊 Built kitsune-mcp β€” a shape-shifting MCP hub reaching 10,000+ servers at runtime
  • πŸ”­ Built claude-code-langfuse-tracing β€” full observability for Claude Code sessions
  • πŸ“ˆ github-stars-analyzer β†’ live demo: hot-repos.netlify.app β€” analyzes GitHub repos to surface trends and map interests across the ecosystem
  • ⚑ Ship across the stack β€” Python, TypeScript & Go; cloud (AWS/Azure/Terraform) to edge (Jetson Orin, Raspberry Pi, Tailscale)

πŸ€– How I Work with Claude Code

Claude Code is my daily driver. I run a Pro subscription and squeeze roughly 30Γ— the usual mileage out of it by spending tokens deliberately β€” pairing the agent with memory frameworks like claude-mem and modern agent harnesses like ECC and superpowers to reuse context, cut redundant re-reads, and keep long sessions cheap. Effective spend over raw spend.

I instrument my own sessions with claude-code-langfuse-tracing, so these are real numbers from the last 30 days:

Traces Observations Tokens (30d) Models in rotation
1.45K 18.4K ~1.7B Opus 4.8 Β· Sonnet 5 Β· Haiku 4.5 Β· Fable 5

Things I've shipped for the Claude Code ecosystem:

  • 🦊 kitsune-mcp β€” shape-shifting MCP hub: shapeshift() into 10,000+ MCP servers at runtime, one entry point, no restarts
  • πŸ”­ claude-code-langfuse-tracing β€” zero-intrusion observability; a Stop hook replays transcripts into Langfuse as backdated, session-grouped traces with token/cost
  • πŸ“‘ claude-A2A-Comm β€” A2A-protocol messaging between Claude Code sessions, local or over a Pi/VPS hub
  • 🧰 marty-skills Β· kogitsune β€” personal skills, commands & harness for Claude Code
  • 🦸 superpowers β€” the official Claude Code agent-skills harness (by obra) I build with daily

πŸ—‚οΈ Selected Projects

A slice of 108 repos β€” grouped to show the range.

🧩 Agents & LLM apps

  • AngebotsBot β€” AI deal scanner: kaufda.de + Qwen VL 32B + Supabase + LangGraph + Chainlit + Telegram
  • fraudmind β€” deterministic fraud-hunting over GDPdU audit dossiers; 22 rule families + Cognee knowledge graph, "no number without a source"
  • carlover β€” multi-agent automotive assistant (LangGraph + ADAC data + Featherless AI)
  • multi-agent-research β€” research automation with LangGraph + Claude + SerpAPI

⚑ Edge & self-hosted AI

πŸ“Š ML & benchmarking

  • featherless-bench β€” systematic LLM benchmarking + DeepEval; Pareto frontier, Vision Arena, 19 text models
  • llm-finetune-kit β€” beginner-friendly LLM fine-tuning: 3-line training, web UI, smart defaults
  • berlin25-eurosat β€” federated learning (Flower) on EuroSAT satellite imagery

πŸ” Automation & infra


πŸ† Hackathon Results

2026 Β· wins, podiums & finalist placements

πŸ₯‡ Agentic FinAI Hackathon Berlin β€” Dify Open Track
πŸ† AI Agents Hackathon Berlin β€” Blockchain for Good Alliance Bonus Track Winner
πŸ₯ˆ AI Builders Open Claw Hackathon β€” Open Claw
πŸ₯‰ Needle Hackathon β€” Main Track
4️⃣ Superchat Γ— Needle AI Builder Event β€” Salesbot
πŸ… Cognee AI-Memory Hackathon β€” Top 7 Finalist

2025 Β· 6 wins Β· 8 podiums

πŸ₯‡ ElevenLabs Hackathon β€” n8n Category
πŸ₯‡ NEAR AI Hackathon β€” Shade AI-Agent
πŸ₯‡ AI Hardcore Hackathon β€” LLM Prediction
πŸ₯‡ Masterschool Hackathon β€” SMS-Service
πŸ₯ˆ Distributed AI Hack Berlin β€” Open Track
πŸ₯ˆ IronHack DevOps Hackashow β€” DevOps


πŸ’‘ Tech Stack

Core
Python TypeScript Go SQL FastAPI

AI & GenAI
LangChain LangGraph Claude MCP n8n PyTorch

Data & Infra
Supabase Docker AWS Azure Terraform GitHub Actions

Edge
NVIDIA Jetson Raspberry Pi Tailscale


🎭 Beyond Code

🎀 VP Public Relations · Toastmasters Club Berliner Rhetorikmeister
β™ŸοΈ Teams Organizer Β· Chessclub Weisse Dame e.V. (200 members)


πŸ“Š GitHub

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  1. kitsune-mcp kitsune-mcp Public

    The shape-shifting MCP hub β€” shapeshift() into 10,000+ MCP servers at runtime. One entry point, no restarts, 7 registries.

    Python 1

  2. 87tana/cloud-devops-llmops-platform 87tana/cloud-devops-llmops-platform Public

    LLMOps-DevOps Project. fully containerized LLM platform running on Azure.

    HCL 4 1

  3. MasterSpeakAI_Streamlit MasterSpeakAI_Streamlit Public

    Python 5

  4. kaiser-echo kaiser-echo Public

    Bilingual voice agent with memory and customizable avatar - Full-stack React + Cloudflare Workers demo

    TypeScript 3

  5. openclaw-pi-setup openclaw-pi-setup Public

    Shell 2

  6. lineup lineup Public

    Lineup β€” a ChatGPT App (Alpic Skybridge MCP) that turns one sentence into an event pack: event card, identity badges, QR codes, and a calendar file.

    TypeScript 2