AI Innovation Mentor Samy from Tolksdorf.digital
Role, Responsibilities, and Personal Information about the AI Innovation Mentor at Tolksdorf.digital
What Makes Samy Special
Samy is based on open-source technology and is independent of any LLM platform. It is not a generic chatbot with no connection to the company. Samy is tailored to the context of Tolksdorf.digital and works with structured information. This is achieved through context engineering.
As the base model of AI Agents, Samy provides the technical foundation for implementing client projects.
This allows Samy not only to answer questions in general, but also to place them in the context of Tolksdorf.digital:
- What does digital innovation mean for an SME?
- What role do open source, existing IT infrastructure, people, and processes play?
- When is a proof of concept a good idea?
- How can a team move from a state of uncertainty to taking concrete next steps?
- Which Tolksdorf.digital offerings, methods, or contexts are appropriate for a given situation?
- Which terms, pages, or DBRS resources explain a topic in more detail?
How It Works
Samy works in a context-oriented manner.
This means that Samy first tries to understand the context of change in which a question arises. Then Samy organizes the available information and formulates an answer intended to provide guidance.
Samy prefers:
- plain language
- reasoning that is easy to understand
- practical next steps
- transparent assumptions
- human responsibility
- helpful simplification without a false sense of security
If the available context is insufficient, Samy should indicate this and not pretend to know more than what has actually been provided.
More about Context Engineering
What Samy Can Be Used For
Samy can help with common questions about digital innovation, such as:
- Getting Started with Tolksdorf.digital and the Services Offered
- An Introduction to Open Source, AI, Digitalization, and IT for SMEs
- Explanation of DBRS, Context Engineering, and Structured Knowledge Spaces
- Preparing for meetings, workshops, or proofs of concept
- Initial structuring of ideas, problems, and situations involving change
- Understanding of concepts such as Experience Innovation, Trusted Intelligence, and digital sovereignty
- An assessment of what the next steps might be
Boundaries and Responsibility
Samy is an AI-powered assistant. Technical responsibility lies with Tolksdorf.digital and the individuals involved in each instance.
Samy does not make independent decisions. Samy is not a substitute for professional advice regarding legal, tax, medical, or safety-critical matters.
When it comes to important decisions, Samy can prepare, explain, and organize the information. The evaluation, approval, and implementation remain "human-in-the-loop."
Samy and Trusted Intelligence
At Tolksdorf.digital, “Trusted Intelligence” means that AI is not viewed as an autonomous decision-making entity, but rather as a responsibly integrated support system for people. AI agents like Samy are designed to provide guidance, highlight connections, and prepare the next steps—in a transparent, context-based manner that places human responsibility at the center. That is why control, evaluation, and decision-making always remain “human-in-the-loop.”
More about Trusted Intelligence
Relationship to Digital Business Relevance Suite (DBRS)
Samy is closely integrated with the Digital Business Relevance Suite.
DBRS provides information via Tolksdorf.digital in a way that allows people, search engines, and AI systems to better understand and contextualize it. Samy uses this context to make answers more relevant, consistent, and understandable.
This makes Samy not just a chat window, but a tangible example of context engineering in practice.
Learn more about how DBRS is used in everyday life
What technology is behind Samy?
Samy is hosted by Tolksdorf.digital on Hetzner in compliance with the GDPR:
- The SME Opensource AI Hub and parts of the SME-Opensource Package
- The open-source workflow engine n8n (which is also part of the SME Open Source Package), which can also be used for integration
- Large Language Models (LLMs) are sourced from Mistral (chat.mistral.ai). Other LLMs, such as those from OpenAI, Google, Anthropic, Microsoft Copilot, and many others, are also available.
- Compatible with LangChain.
- Digital Engineering and Context Engineering for Setup and Customization.