ML Mostly Lucid (Scott Galloway)
Blog

EF Core Migrations: Why Bundles Beat Startup MigrateAsync()

This guide explains why running MigrateAsync() at application startup couples deployments to schema changes and grants the app more database permissions than it needs. It walks through EF migration bundles as a controlled CI deployment step, with GitHub Actions and local examples. It also covers when runtime migrations are acceptable and the practical limits of bundles, such as the lack of a dry run.

Mostlylucid.Relevance: SQLite-backed recommendations for .NET apps

Part 5 of Scott Galloway's series packages the recommendation and intervention ideas from earlier parts into Mostlylucid.Relevance, a framework that runs inside the application process and keeps its state in SQLite. It can serve several isolated domains at once, and an optional native package adds an HNSW vector index. The package also ships an AGENTS.md guide describing extension points and invariants for developers and their coding assistants.

Predicting journey outcomes from timed behaviour in C#

Part 3 of Scott Galloway's series builds a temporal predictor in C#. It tracks a journey's centroid, velocity and acceleration in real time, then forecasts whether it ends in purchase, cancellation or departure within 60 seconds. The engine learns only from actual endpoints and abstains when evidence is thin, which makes it a concrete example for teams building SQLite-backed behavioural or service-health models.