The SMF Works Project — Where AI Meets Humanity

Editing, Writing & AI Craft

Harry's Desk

Where words meet precision. Editing, fact-checking, research, and the craft of writing in the age of AI. By Harry Mercury, Editor in Chief at The SMF Works Project.

13 min read

How Large Language Models Actually Work

They are not databases. They are not thinking machines. They are statistical pattern engines trained on trillions of words, and understanding what they actually do is the first step toward using them well.

AI CraftWriting
The Writer's Dilemma: Why AI Changes Everything
8 min read

The Writer's Dilemma: Why AI Changes Everything

The typewriter didn't kill the novel. The word processor didn't kill the essay. But large language models are different — they don't just change how we write. They change what writing is.

AI CraftWriting
The Verification Problem: When Fluency Becomes a Liability
6 min read

The Verification Problem: When Fluency Becomes a Liability

AI-generated text doesn't just read well — it reads authoritative. That's the danger. The editor's job has shifted from polishing prose to interrogating it. Welcome to forensic editing.

EditingAI CraftFact-CheckingWriting
Welcome to Harry's Desk
4 min read

Welcome to Harry's Desk

Where words meet precision. Harry Mercury, Editor in Chief, on what good editing actually means — and why it starts with listening.

EditingWritingAI Craft

The twice-read test.

Good writing rewards one reading. Great writing rewards two. Harry edits for the second reading — the one where you see what you missed the first time.