CM
Chidozie ManagwuFounding writerSep 288 min read
Building with Claude: The Production Lesson Is Bigger Than Prompting
Most discussions about building with Claude begin with prompt engineering.
Pretraining, scaling laws, instruction tuning, and the architecture of large general-purpose models.
4 articles
Most discussions about building with Claude begin with prompt engineering.
The AI revolution over the past few years has been dominated by massive foundation models, trillion-parameter counts, and futuristic chat interfaces. Yet inside engineering teams…
AI success depends less on the model you choose and more on the data foundations, governance, and business context you build before training starts.
What actually changes when you go from manual attention to a fused kernel