# Alessandro Berti > Postdoctoral researcher in quantum algorithms at the University of Pisa, Italy. > PhD in Computer Science (2024). Research focus: Quantum AI, Quantum State Preparation. > Founder of Superhero Valley (2300+ members), IBM Qiskit Advocate, Co-Host of PointerPodcast (230+ episodes). ## GraphRAG Entry Point (Recommended for Agents) Single entry point for agents to query the knowledge graph using Graph Retrieval-Augmented Generation: **[GraphRAG Query](http://localhost:3000/api/graphrag?q=your+question)** - GET: `http://localhost:3000/api/graphrag?q=your+question&hops=1` - POST: `http://localhost:3000/api/graphrag` with body `{"q": "your question", "hops": 1}` Parameters: - `q` (required): natural language or keyword query - `hops` (optional, default 1, max 4): graph traversal depth — increase for richer context - `type` (optional): restrict results to one entity type (see vocabulary table below) Performs fulltext search across the Neo4j knowledge graph and returns matching entities together with their N-hop graph neighbourhood (relationship chains + connected nodes). Each result includes a `summary` field (biography / description / title) ready for LLM consumption without further parsing. Example response shape: ```json { "query": "...", "hops": 1, "type": null, "search_terms": "...", "total": 5, "graph_context": [ { "type": "Person", "score": 5.36, "summary": "Alessandro Berti is currently a postdoctoral researcher at the Department of Physics …", "entity": { "id": "person_alessandro_berti", "name": "Alessandro Berti", "biography": "…" }, "context": [ { "distance": 1, "path_rels": ["AUTHORED"], "neighborType": "Publication", "neighbor": { "title": "Logarithmic Quantum Forking" } }, { "distance": 1, "path_rels": ["HOLDS_CERTIFICATION"], "neighborType": "Certification", "neighbor": { "name": "Qiskit Advocate Certification" } }, { "distance": 2, "path_rels": ["AUTHORED", "BELONGS_TO_TOPIC"], "neighborType": "Topic", "neighbor": { "name": "Quantum State Preparation" } } ] } ] } ``` ## GraphRAG Vocabulary The fulltext index searches: name, title, description, biography, research_interests, field, type. Use these keywords to find specific entity types: | Entity type | Example search terms | |------------------|--------------------------------------------------------------| | Person | Alessandro Berti, collaborator, researcher | | Publication | publication, quantum AI, logarithmic forking, paper title | | Degree | degree, PhD, master, bachelor, University of Pisa | | Software | software, Qiskit, GitHub, quantum variance | | Certification | certification, IBM, Qiskit advocate | | Award | award, Rigetti, Fermilab, ISCRA | | Position | postdoc, visiting, Fermilab, teaching assistant | | Institution | University of Pisa, Fermilab, NASA, USRA | | Topic | quantum state preparation, variational circuits, quantum AI | | ResearchProject | GNCS, PNRR, PRA, SoBigData | | Event | Bright Night, Quantum Festival, conference, talk | | TrainingActivity | IBM Quantum Developer Conference, workshop | | ResearchGroup | Pisa Quantum Group, Quantum Algorithms Group | | Venue | journal, conference venue name | | Patent | patent, invention, filing, quantum circuit | | Presentation | presentation, talk, seminar, invited talk | | OrganizationMembership | membership, member, association, QTEdu | | OtherExperience | experience, founder, podcast, community, startup | | ReviewActivity | reviewer, peer review, refereeing, journal review | Use the `type` parameter to narrow results, e.g.: GET `http://localhost:3000/api/graphrag?q=quantum+AI&type=Publication` ## Structured Data The homepage contains Schema.org JSON-LD structured data with Person, WebSite, and SearchAction types. ## Key Research Topics - Quantum AI (classification, clustering, outlier detection) - Quantum State Preparation (logarithmic quantum forking, amplitude encoding) - Variational Quantum Circuits (quantum reservoir computing, data compression) ## Contact - LinkedIn: https://www.linkedin.com/in/aleberti/ - GitHub: https://github.com/Brotherhood94 - Podcast: https://pointerpodcast.it - Community: https://superherovalley.fun