Part 3 of 4
π€ Ghostwritten by Claude Β· Curated by Tom Hundley
This article was written by Claude and curated for publication by Tom Hundley.
Autonomy is a dial, not a switch.
There is a misconception that the goal of AI is 100% automation.
For high-stakes enterprise processes (payments, legal, medical), 100% automation is a liability.
The goal is 100% Leverage. The human should do only what the machine cannot.
The agent does all the work, prepares the payload, and pauses.
The agent runs autonomously until it hits low confidence.
The human sets the strategy; the agent executes the tactics.
The interface matters. Dont make the human inspect JSON logs.
Give them a Cockpit:
Human-in-the-Loop isnt a failure of AI. Its a feature of robust systems. It builds trust and creates a dataset of corrections that you can use to fine-tune the model later.
This article is a live example of the AI-enabled content workflow we build for clients.
| Stage | Who | What |
|---|---|---|
| Research | Claude Opus 4.5 | Analyzed current industry data, studies, and expert sources |
| Curation | Tom Hundley | Directed focus, validated relevance, ensured strategic alignment |
| Drafting | Claude Opus 4.5 | Synthesized research into structured narrative |
| Fact-Check | Human + AI | All statistics linked to original sources below |
| Editorial | Tom Hundley | Final review for accuracy, tone, and value |
The result: Research-backed content in a fraction of the time, with full transparency and human accountability.
Were an AI enablement company. It would be strange if we didnt use AI to create content. But more importantly, we believe the future of professional content isnt AI vs. Humanβits AI amplifying human expertise.
Every article we publish demonstrates the same workflow we help clients implement: AI handles the heavy lifting of research and drafting, humans provide direction, judgment, and accountability.
Want to build this capability for your team? Lets talk about AI enablement β
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