Raio-X de Vizinhança
"Territory Engine v3.0 represents the apex of geo-analytical intelligence, using a robust PHP backend and optimized MySQL queries to decode the DNA of any territory in seconds."
01. Data Gathering Cluster
Geo & POI Discovery
Implementation of GeoAgent and POIAgent agents. Fusion of OSM, Nominatim and ViaCEP sources for precise geolocation and infrastructure mapping.
Environmental Data
ClimaAgent agent. Ingestion of historical and real-time climate metrics for quality-of-life analysis and long-term environmental resilience.
Socio-History Mesh
WikiAgent and SocioAgent agents. Extraction of historical DNA and socioeconomic indicators (income/demographics) via Wikipedia and IBGE databases.
02. Cognitive Intelligence
Neural Router Service
LlmRouter orchestration. Exhaustive model management (DeepSeek, Gemini, Llama) with auto-healing logic, fallback and cognitive load balancing.
Knowledge RAG Agent
KnowledgeAgent system. Retrieval-Augmented Generation (RAG) that injects proprietary context and real territorial data into the synthesis process.
Compare & Scoring
CompareAgent algorithm. Mathematical weighting of thousands of POIs for dynamic generation of Mobility, Leisure and Infrastructure scores.
03. Orchestration & Trust
Integrity Sentinel
IntegrityAgent audit. Passive real-time monitoring with autonomous data repair and re-hydration of incomplete contexts in the pipeline.
Calibration Guard
AactService layer. Validation of generative narratives against real economic indicators to eliminate language model hallucinations.
Pipeline Coordinator
PipelineCoordinator component. Conducting parallel asynchronous execution and state synchronization between neural and data layers.