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Same Old Spark: Why AI Creativity Needs Metacognition, Not More Polish

Same Old Spark: Why AI Creativity Needs Metacognition, Not More Polish A marketing team asks twenty people to draft campaign ideas with the same AI assistant. The results arrive quickly. They are fluent, structured, audience-aware, and unusually presentable for first drafts. Then someone reads them side by side. The problem is not that the ideas are bad. That would be easier. The problem is that they are good in the same way. Same rhythm. Same safe positioning. Same “unexpected” angle that everyone, apparently, discovered independently with a little help from the same machine. The team has not automated creativity. It has automated convergence with nicer formatting. ...

June 11, 2026 · 17 min · Zelina
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Think Wide, Then Think Hard: Forcing LLMs to Be Creative (On Purpose)

Imagine a brainstorming meeting in which every new idea must immediately pass legal review, fit the quarterly budget, use the existing technology stack, satisfy six executives, and arrive formatted as a PowerPoint slide. The meeting will probably produce something feasible. It will also produce the same three ideas everyone proposed last quarter. ...

December 30, 2025 · 15 min · Zelina