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Connect Claude, ChatGPT, or any Agent safely to your internal tools

Mirza I.
By Mirza I.4.9· 28 reviewsProduction AI Is a Different Problem (AI & ML Engineering)

An agent that cannot reach the systems a business already runs is a chat window. Most teams stall exactly here, because giving a model real access safely is a different problem from prompting it well. This covers the connection layer end to end, using Model Context Protocol. Typed tools instead of scraped screens, read access kept separate from anything that can change or delete data, credentials checked before a first write, and the failure modes that tend to show up only under real load. Built on open source servers I publish for infrastructure, ERP, marketplace and booking platforms. The code is on GitHub and readable before you decide.

What's included

6h of coaching$339.15/hr · Live Sessions$2,034.90
Total$2,034.90

Three to four sessions. We pick one system your agent needs to reach, design the tool surface together, build the connector live, then test it against the cases that break things in practice, a bad credential, a timeout, a malformed response.

  • One connector exposing your own system to an agent, running locally on your machine
  • A permission model that keeps read access separate from anything destructive

Meet your expert

Mirza I.

Mirza I.

Production AI Is a Different Problem (AI & ML Engineering)

4.928 reviews
2.1kMin coached
303Followers

Writing software full time since 2011, alongside a BSc and then a Master's at the University of Passau. Enterprise delivery in Germany and the UK since 2018. No shortcuts, no straight line. A genuine obsession with technology, how it works, and what it can do for people when it is set up properly. That path led through enterprise consulting, AI systems, and eventually Frankfurt, where the focus now is on what is coming next. Agents, large language models, and the infrastructure that makes them run in production rather than in a demo. Certified n8n Expert Partner, licence 18628384, valid through February 2028, with code merged into n8n core. I deliver automation and integration work across banking, telecommunications, public sector and manufacturing in the DACH region. The kind that still runs after the engagement ends, rather than a half-finished workflow.

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