[{'Text': 'def get_dataset_summary():\n    "This will be visible to the agent at all times, so keep it short, but let the agent know if the dataset can answer the question of the user."\n    return """\n    Point Topic Telecommunications Ontology: Comprehensive structured knowledge base for UK telecom market analysis.\n    \n    CORE CAPABILITIES:\n    - Organization analysis: ISPs, network operators, corporate relationships, ownership structures\n    - Infrastructure mapping: Networks, coverage areas, technology types (fiber, cable, wireless)\n    - Service analysis: Broadband offerings, pricing, technology specifications\n    - Market structure: Retail vs wholesale relationships, consolidations, mergers\n    - Temporal analysis: Historical changes, entity lifecycles, market evolution\n    - Geographical data: Coverage areas, location-based analysis\n    \n    QUERY TYPES SUPPORTED:\n    - "Who owns/operates network X?" - Corporate relationships and ownership\n    - "Which ISPs use fiber networks?" - Technology and service analysis\n    - "Show market consolidations over time" - Historical M&A analysis\n    - "What services does ISP X offer?" - Service portfolio analysis\n    - "Which networks cover location Y?" - Geographic coverage analysis\n    - "Find retail-only ISPs" - Business model classification\n    \n    DATA SCOPE: UK telecommunications market with 3-tier ontology (core/business/documents), temporal validity, enforced relationships.\n    """\n\n\ndef get_db_info():\n    return f"""\n    {DB_INFO}\n\n    {DB_SCHEMA}\n\n    {SQL_EXAMPLES}\n    """\n\n\nDB_INFO = """\nSTRUCTURED KNOWLEDGE BASE FOR UK TELECOM MARKET.\nIMPLEMENTED IN CLICKHOUSE (COLUMNAR OLAP) FOR SPEED AND SCALABILITY.\n\nDatabase: ontology\nTables are unqualified lowercase — no schema prefix needed.\ne.g. SELECT * FROM foaf_organization  (NOT ontology.class.foaf_organization)\n\nONTOLOGY VIEWS (informational only — no separate schemas in ClickHouse):\n- core: foundational entities (~10-500 rows), enforced constraints, stable schema\n- business: core + business data (thousands-millions rows), coverage/subscriber/service data\n- business_documents: all above + DCAT metadata, document/publication links\n\nENTITY TYPES:\n1. CLASS: fundamental concepts (e.g. foaf_organization, cto_network, cto_broadband_service)\n'}]