OpenAI introduces GPT-5.4 with more knowledge-work capability

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If there are Business-Modules with complex logic, each of them should have a dedicated, independent suite of Sociable Unit Tests. Thanks to the Dependency Inversion Principle (DIP) between BMs and Infrastructure-Modules, this kind of test will be easy to write. The more complex the logic, the bigger Return-on-Investment the tests will yield. If you don’t know what “Sociable Unit Tests” mean, please read on.

The world's largest automaker has had a somewhat difficult relationship with battery-electric vehicles. Toyota was an early pioneer of hybrid powertrains, and it remains a fan today, often saying that given limited battery supply, it makes sense to build more hybrids than fewer EVs. Its first full BEV had a rocky start, suffering a recall due to improperly attached wheels just as the cars were hitting showrooms. Reviews for the awkwardly named bZ4x were mixed; the car did little to stand out among the competition.

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