Welcome to the Humanixio blog

Hi.

This is where we'll write about:

• What detector vendors are actually doing (verified, not rumor)
• How our humanizer changes when they update
• Patterns we see in flagged essays (anonymized)
• Honest takes on where AI-assisted writing is fair game and where it isn't

If you're here, you probably got flagged once. Same.

Post cadence

Roughly weekly. More when something concrete changes. A Turnitin update, a new GPTZero release, a model that breaks current humanizers. Less during academic breaks.

What you won't find

No "5 tricks to fool any AI detector" listicles. They're outdated within a month of being written, and they teach the wrong lesson. That detection is a static target you can outrun with clever wording.

It isn't. Detection is a moving model retrained against new outputs every quarter or so. The only way to stay ahead is to write like a human writes (or use a tool that mimics that distribution faithfully).

What you will find

Concrete posts with numbers, when we have them:

1. "We tested 200 essays through Turnitin's April update. Here's what flagged"
2. "GPTZero's burstiness threshold dropped from 0.7 to 0.55. What that means"
3. "Why most humanizers stop working after 6 months"

Subscribe to the Humanixio newsletter (coming) or just check back. We don't email much.

If something looks too easy, it's probably already patched.

That's the rule.