MARCO GIULIANI@marogiuliani
1
Events attended
1
Submissions made
Italy
20+ years of experience
About me
Graduated in Physics. Senior Software Engineer with over 25 years of experience in developing enterprise applications for network management systems in the telecommunications sector. Specialized in React/JavaScript (frontend) and Java/Spring (backend), with solid experience in real-time architectures, interactive network maps, and complex data integration. In recent years, I have developed expertise in AI/ML—embeddings, vector databases, OpenAI APIs—both in professional settings and personal projects, with the goal of bringing intelligent features to modern web applications.
🤓 Latest Submissions
Psychotherapy Orientation Agent
Psychotherapy Orientation Agent is an experimental AI-powered decision-support prototype that explores how conversational AI and vector-based modeling can help users navigate different psychotherapy approaches. The system conducts a multi-turn conversational interaction using Google Gemini, combining free-text responses with structured inputs to build a multidimensional behavioral profile based on communication patterns, preferences, symptom descriptions, and self-reported context. A computational matching pipeline then transforms this profile into a numerical representation and compares it against predefined therapy archetypes using vector similarity scoring (cosine similarity). Rather than making diagnoses or clinical recommendations, the system explores how explainable mathematical matching models might support psychotherapy orientation and comparative decision support. The architecture combines LLM-based conversational analysis with deterministic Python scoring logic, enabling transparent reasoning between user inputs and suggested therapeutic frameworks. The prototype is designed to explore multiple usage scenarios, including self-guided orientation, practitioner-facing decision-support experimentation, and future expert-informed calibration workflows. Privacy is preserved by storing only anonymized numerical representations rather than identifiable conversational content. Built with Google Gemini, LangChain, LangGraph, Streamlit, Python/NumPy, Vultr Object Storage, Vultr Cloude Compute, SMTP Email, Speechmatics.
20 May 2026
