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Steven ReinischSR

Steven Reinisch

Technical Project Manager for AI Agent Projects

€1,200/day
Berlin, DE
15+ years

Average response time: 1 hour

Freelancer profile translated to English.
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About Steven

Do you want to do more than just try out AI agents, but integrate them meaningfully into your business processes?

I support start-ups, SMEs, and corporations in the technical management of AI agent projects: from feasibility studies, architecture and provider decisions, to implementation and rollout. My focus is on pragmatic solutions with measurable benefits, rather than AI demos without connection to everyday work.

For over 2 years, I have been continuously working with teams at Amazon Robotics to automate digital work with AI agents. This includes error analysis and resolution in the installation and operation of industrial robots, automated follow-up communication with project participants, as well as reporting and operational project support.

The results show what is possible: In an agent project for robot error analysis, the MTTR – Mean Time to Recover – was reduced by 36%. A follow-up agent saves project managers approx. 4 hours per month, and automated reports save an additional approx. 3 hours. In larger teams, this effect scales accordingly.

I combine technical depth with project management experience: I can assess what is realistic with Claude Code, OpenAI Codex/ChatGPT, or individual agent implementations, which architecture makes sense, and which risks need to be considered regarding data, compliance, operations, and costs.

A typical starting point is a fixed-price feasibility sprint. In this sprint, I analyze your processes, check data and compliance requirements, compare provider and architecture options, identify risks, estimate effort and costs, and provide a clear recommendation: Build, Buy, Prototype, or do not proceed for now.

If the results are promising, I can then coordinate the technical implementation and guide your AI agent project from idea to productive use.
  • German

    Native or bilingual

  • English

    Fluent

Can work on-site
Berlin (up to 50km)

Experience

  • Amazon Fulfillment Technologies & Robotics
    Sr. TPM AI Research & Agentic AI
    May 2024 - Today (2 years and 2 months)
    Berlin, Germany
    • Technical project management for a cross-functional team (Machine Learning, Data Engineering, and Software Development)
    Projects Managed
    • Accelerating symbolic planning algorithms using generative AI
    • AI agent for error analysis and resolution in industrial robot installation and operation
    • Development of project management agents in AWS Quick and Claude Code with integration of Asana and Slack
    IT Project Management AI Agents Software Development Claude Code LLMs
  • Zalando
    Software Engineering Manager
    E-COMMERCE
    December 2019 - March 2022 (2 years and 3 months)
    Berlin, Germany
    My responsibilities:
    • Team & project management
    • Execution and coordination of full-stack software projects
    IT Project Management Software Development People Management
  • Quantosparks GmbH
    Managing Director, Software Engineer, Co-Founder
    SOFTWARE PUBLISHING
    May 2017 - November 2019 (2 years and 6 months)
    Berlin, Germany
    Quantosparks was a university spin-off with the goal of developing autonomous test agents for software.

    My responsibilities:
    • Company establishment and management
    • Execution and coordination of software projects
    • Hands-on software development
    IT Project Management Software Development Fundraising People Management

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Education

  • Supervised Machine Learning: Regression and Classification Functional Programming Principles in Scala Advanced Learning Algorithms
    Supervised Machine Learning: Regression and Classification Functional Programming Principles in Scala Advanced Learning Algorithms
  • Master of Science (M.Sc.)
    Hasso Plattner Institute
    2013
    Master of Science (M.Sc.)

Skill set

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