HARNESS DESIGN FOR LONG-RUNNING APPLICATION DEVELOPMENT

Summary from the TLDR Dev newsletter

Anthropic engineers overcame limitations of AI like context anxiety and poor self-evaluation by implementing multi-agent architectures, including a GAN-inspired generator-evaluator loop. This system used structured feedback, explicit grading criteria, and contextual handoffs (or later, improved model capabilities) to guide AI during long-running development.