Anthropic Engineer Urges Shift From Hand-Written Prompts to Self-Improving Systems

An Anthropic engineer is urging developers to stop writing prompts by hand and instead build a system that automatically generates and improves its own prompts. The idea moves the focus away from manually refining one-off instructions and toward dynamically managing an entire context, letting agents improve themselves within a loop.