I spent a session this week tearing apart one of our own systems, and the post-mortem turned into a thesis I keep coming back to:
Most AI writing tools are optimized for transformation, not preservation.
Our adapter looked correct on the surface. You write a post, click “Auto Adapt,” and out come Twitter, LinkedIn, and Threads versions. Short. Clean. Under the character limit. Technically successful.
Semantically wrong.
I noticed it when I fed the adapter a post about real before-and-after SEO scores from our portfolio. The original had four specific score deltas, three domain names, Core Web Vitals data, and a thesis about why HTML-parsing audit tools miss what real-browser ones catch. Evidence-heavy.
