The “Blank Page” is an Algorithm
You sit down to write. You have a vague feeling—an intuition about “Institutional Identity” or “The Future of Work.” You open the document. You type a sentence.
And immediately, you lose.
Why? Because the moment you translate that jagged, specific feeling into words, you instinctively reach for the “Smooth” words. You reach for the Palace. You write “Strategic alignment,” not “The way the Provost sighs when the budget is mentioned.” You write “Student success,” not “The panic in a sophomore’s eyes during finals week.”
We do this because we were trained to. School taught us to “generalize” and “synthesize.” And now, AI has weaponized that training. When you paste those smooth sentences into an LLM, it amplifies the smoothness. It gives you the “View from Nowhere.”
We need to break that cycle before it starts.
The Solution: The Atelier of the Forensic Phenomenologist
In the old world, a writer might have an editor who pushes back. “What do you mean? Show me, don’t tell me.” In the AI age, we can build a facsimile of that editor. But we don’t want a “nice” editor. We want a Forensic Phenomenologist.
We need an agent that refuses to let us write a single sentence of draft until we have confessed the “Stains”—the specific, sensory, non-transferable details that anchor our idea in reality.
This bot does not write for you. It interrogates you. It is a “Specificity Excavator.”
The bot works by identifying “Abstract Nouns”—words like leadership, culture, or transformation—that are often vague or potentially devoid of meaning. When it detects these smooth concepts, it halts the drafting process and demands clarification. It asks you to replace the abstraction with a “Stain”: a specific, sensory details that anchors the idea in reality. It forces the user to dig for the “Doghouse” reality.
Play with The Specificity Excavator here
Purposeful AI is a reader-supported publication. Below the paywall, I’ll share the Logic Engine that powers this interrogation, including the full XML System Prompt you can copy-paste. I’ll also a mermaid Mermaid Diagram of the decision tree at work in this bot and show you how to hack the GAUNTLET_LOGIC for grant writing or marketing.
