FastAPI / Next.js / ML
Conflux
A civic intelligence workflow for turning noisy multilingual public reports into clustered, location-aware infrastructure proposals.
return to projects
learned
- How clustering quality depends on data normalization before embeddings.
- Why civic AI tools need explainable outputs more than flashy automation.
- How geospatial context changes the shape of ranking and summarization.
writeup queue
- Document the report ingestion and clustering pipeline.
- Add examples of proposal generation from real issue clusters.