SHV Developers

Developer blog

Short, honest write-ups about architecture decisions, failures, and things we're still unsure about. No generic "AI will change everything" posts.

Why Eunoia is a brain, not an assistant

How we structure the core model so many products can use it, instead of locking it to one chat UI.

What we actually log and care about when modelling emotion: risk, attachment, and pace.

Early lessons from using sparse adapters for internal workloads, including what broke.