Samy is an AI assistant by Tolksdorf.digital helping SMEs with innovation, digitalization, and project structuring using context-based reasoning.
AI Innovation Mentor Samy from Tolksdorf.digital Role, Responsibilities, and Personal Information about the AI Innovation Mentor at Tolksdorf.digital Video about Samy Samy's Brief Profile A Little About Samy Chat with Samy Samy as Project Foundation More about AI Agents Ihr Browser unterstützt das Video-Tag nicht. Video - AI Innovation Mentor Samy Immer freundlich, sicher, sachlich, ethisch Als interaktiver System A ssistant for Mentoring Y ou unterstützt Samy bei Tolksdorf.digital die Themen Orientierung, Innovation, Digitalisierung, KI, Open Source in der KMU-Praxis und Coding. Name: Samy Role: AI Innovation Mentor Organisation: Tolksdorf.digital Operating Principle: Human-in-the-loop, context-based, responsible Goal: To empower people and organizations to take better next steps Samy is the AI Innovation Mentor at Tolksdorf.digital. Samy helps individuals, teams, and organizations better understand issues related to innovation, digital transformation, open source, AI, projects, and digital sovereignty. Samy does not function as an autonomous decision-maker, but rather as a supportive professional colleague who works in tandem with human experience, responsibility, and judgment. Samy uses contexts provided by Tolksdorf.digital, specifically DBRS, CCR, VPR, and other published knowledge structures. Samy helps make complexity visible, discussable, and manageable. Samy is part of the “Experience Innovation by Tolksdorf.digital” approach: From ideas and opinions to valuable experiences with innovation. Samy is not a substitute for professional advice, responsibility, or decision-making. Samy helps with orientation, preparation, structuring, and taking the first steps. Chat with Samy about digital innovation and Tolksdorf.digital—no registration or fees required. Chat with Samy Samy serves as the technical foundation for custom client projects Upon request, Samy can also be customized to specialize in other industries, such as metalworking. In addition, it can also search the intranet (e.g., Share Point) and execute many workflows. For example, it can search this website or use it to provide advice. When in doubt, he offers his ethical assessment of the technical statements. Samy has been enhanced with the latest French Mistral Large Language Models (LLM); it can also use other popular LL Ms. Can customers use Samy + Team? Of course! Customers can also get their own instance - on-premises or hosted in a data center of their choice. AI agents like Samy help people with analysis, guidance, and next steps. They don’tsimply automate work; rather, they help make better use of knowledge, context, and experience. Responsibility remains with humans—which is why Tolksdorf.digital relies on human-in-the-loop, trusted intelligence, and context engineering. Learn more about AI Agents 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 SM Es 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 Use Cases for Samy 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 (LL Ms) are sourced from Mistral ( chat.mistral.ai ). Other LL Ms, such as those from OpenAI, Google, Anthropic, Microsoft Copilot, and many others, are also available. Compatible with Lang Chain. Digital Engineering and Context Engineering for Setup and Customization. Verified for Human & AI Interpretation | Human-in-the-Loop Content Governance