A new way to build agents treats prompting as context navigation, steering the LLM through ideas like a pilot, not tossing it prompts and hoping for magic. It maps neatly onto Steven Johnson’s seven patterns of innovation.
For coding agents to actually pull their weight, users need to bring more than vibes. Think structured constraints, checkable oracles, shaped context, and fast, tight feedback loops.
