Stop Writing AI Slop: Building Your Personal Language Model

The Moat of Point of View

Nicolas Cole argues that in an era where AI can generate infinite text, the traditional 'moat' of content creation has shifted. Commodity content—information that is generic, widely known, or easily synthesized—is now effectively worthless because it lacks a unique identifier. A true moat is built on a specific 'point of view.' When a creator or a SaaS founder establishes a unique methodology, they force competitors to play catch-up. Competitors can copy features or summarize common knowledge, but they cannot replicate the original thinking that drives the product or the brand.

The Three Tiers of Content

Cole categorizes content into three distinct tiers: commodity, personality, and original. Commodity content serves beginners and provides foundational value, but it is low-leverage because it is easily replicated by AI. Personality content injects the creator's specific voice and life experiences into the work, creating affinity. Original content represents net-new thinking. The goal is to move away from the 'you should' style of writing (which is inherently commodity-focused) toward an 'I think/I did' style that builds a proprietary data set.

Building a Digital Brain

Cole introduces the concept of the 'digital brain' or 'personal language model.' Drawing on his experience as a ghostwriter, he explains that high-quality output requires 'approved language'—a library of the creator's own stories, lessons, and specific phrasing. By documenting these unique experiences, a creator builds a data set that AI can then use to remix and scale. The AI does not 'write' in this scenario; it repeats the creator's approved language in new, efficient combinations. This allows the creator to automate the repetitive, low-leverage tasks while reserving their finite mental energy for original, high-leverage thinking.

Ownership Through Association

Ownership in the digital age is defined as association. When a creator consistently produces content that helps an audience solve problems, they become the 'go-to' source for that specific topic. This is not about being the only person to talk about a subject, but about being the one the reader associates with that specific perspective. Whether the content is timely (memes, news) or timeless (essays, frameworks), the value is determined by the creator's ability to consistently deliver their unique voice and methodology.