A Single Monolith on a Secure Box Beats a Microservice Mesh
You do not need a distributed mesh of microservices to ship your first release. A single monolith on one secure box is easier to defend, and for almost everything you are building right now, it is the safer choice.
The thing that actually makes your work easy to steal is not your model server. It is the dozen services and the open cloud bucket sitting around it.
What Happened
People are reading that model-weights exfiltration post and worrying about model security. The argument here is that the panic is aimed at the wrong thing. What makes stealing your intellectual property trivial is putting your work behind a dozen microservices and an open cloud bucket.
The advice is to stop building distributed network meshes for a first release. A single monolith on a secure box is a security feature, not a shortcut. Put your application and your database on the exact same disk and let SQLite handle it. SQLite is enough for almost everything you are building right now.
Keep your models and your data local until you actually have the scaling problems of a massive tech company.
Why It Matters
When you remove network boundaries, you remove the surface area for attackers. Every service that talks to another service over a network is another place something can be exposed, and every open bucket is a door you have to remember to lock. A monolith has one disk, one deployment, and one thing to secure.
That matters most early on, when you have no security team and no time. Fewer moving parts means fewer settings to get wrong and fewer places to watch. Boring architecture is secure architecture. The scaling problems you are worried about may never show up, and if they do, you will have the traffic to justify the complexity then.
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