GoKawiil
Tech News
An Entrepreneur contributor whose company teaches AI for business argues that people should build saved, reusable AI prompts instead of rewriting instructions from scratch each day. The piece outlines a method where users have an AI interview them one question at a time about their role, workflow and expectations, then generate copy-ready prompt instructions for recurring tasks.
An Entrepreneur contributor argues that the gap between founders who get useful AI output and those who get 'AI slop' comes down to prompting technique rather than which AI subscription or tool they use. The piece, citing IBM research on prompt structure, says effective prompts need context, audience details, examples and a clearly defined task, and should be refined iteratively across multiple rounds.
Anthropic released documentation detailing how to prompt its Claude Opus 5.5 model, highlighting behavioral differences from Claude Opus 5 including effort calibration, thinking behavior, and handling of unattended multiagent tasks. The guide notes Opus 5.5 generates output over 30% faster than its predecessor while typically using fewer tokens to complete the same task, and that existing Opus 5 prompts should still work without modification.
An opinion column argues that when a named author does little more than type a prompt and approve the output, the resulting work amounts to substitution rather than assistance. The piece frames this distinction as a test for determining accountability when AI tools are used in authorship.