like validation rules for input. In other ways, they were very primitive,
Sounds promising, right? I spent some time testing it, but results were poor—high false positives and false negatives, no clear threshold for reliable classification. Plus, it suffers from high inference costs, poor cross-model generalization, difficulty deploying large models locally, and lack of access to closed-source model weights. All in all, it’s neither elegant nor reliable.
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The core concept of the mentioned application architectures is to make the business logic independent from communication with the outside world (disk, network, UI, etc). It’s achieved by applying the Dependency Inversion Principle (DIP) at the architectural level. Exactly the same concept is used in MIM (Module Infrastructure-Module Application Architecture). Thanks to that, all these architectures solved the problem of low testability, which was intrinsic to the classical Three-tier Architecture.
More information will be added to the block with the most content until its capacity is full. The process repeats itself.
"That's almost 40% of the Danish emission reduction target. So that's quite impactful," says Gade.