The article introduces QIS Protocol, uniquely named after Christopher Thomas Trevethan due to a technical and legal decision, not marketing. Trevethan discovered it while investigating why intelligence stops compounding in large distributed systems, identifying bottlenecks in federated learning and central orchestrators.
The article argues that AI reduces effort but not confusion in software development. It suggests that AI can accelerate chaos if workflows are already messy, creating a new bottleneck where building faster outpaces clear thinking.
Artificial intelligence can generate code quickly, but it does not solve the real bottleneck in software development. The true problem lies in specification, requirements, and validation with domain experts, where adding AI without improving inputs only increases waste.
Muitos engenheiros erram ao focar em escalabilidade prematura, que adiciona complexidade e esconde problemas reais como consultas ineficientes e modelos de dados fracos. É crucial otimizar o sistema, identificar gargalos e resolver problemas fundamentais antes de considerar a escalabilidade, que deve ser uma resposta a necessidades reais de performance.