refactor: update DimEstudiante schema by removing personal demographics and adding age, occupation, and marital status

feat: import Field and field_validator from pydantic in app.py

feat: implement financial unpivot ingestion endpoint and add new dimension and fact tables to schema

feat: integrate MLOps memory lookup and fuzzy matching into nlp analysis endpoint

chore: update password hashing algorithm to pbkdf2_sha256 and relax CORS middleware configurations

refactor: rename analista_datos role to analista_datos_marketing and remove automatic table creation

chore: update project dependencies in requirements.txt

feat: implement JWT-based authentication and role-based access control, and add LogAuditoriaNlp table for MLOps feedback tracking

refactor: remove auditorias count from academic performance statistics query

feat: implement Jaro-Winkler fuzzy matching for student linking and add data quality diagnostic endpoint

feat: implement security hardening, CORS middleware, bulk ingestion, and protected diagnostic endpoint

Fix: Pooler Supabase IPv4 (puerto 6543) + credenciales fuera del repo2

Fix: Pooler Supabase IPv4 (puerto 6543) + credenciales fuera del repo

Diag: Endpoint /api/v1/diagnostico para trazabilidad de tablas en Supabase

Fix: Alinear modelos SQLAlchemy con DDL real de Supabase

Fix: Alinear modelos SQLAlchemy con DDL real de Supabase

Feat: Endpoint OLAP para cruce de riesgos académicos

Feat: Endpoint OLAP para cruce de riesgos académicos

Fix: Transacciones seguras con db.flush()

Fix: Autogeneración de Dimensiones Maestras para evitar Error 500 por Foreign Keys

Feat: Endpoint GET para consulta cruzada de riesgos académicos

Release: Frontend operativo con SheetJS y Axios hacia Hugging Face

Fix: Eliminar importación no utilizada de engine para estabilizar ASGI

Fix: Cambiar a modelo dccuchile BERT base libre de restricciones 401

Fix: Cambiar identificador del modelo a repositorio público libre de 401

Deploy: Conexión de pipeline BETO con esquema estrella de Supabase

initial commit