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STE80 Humanizer brings ASD-STE100-inspired rewriting to AI text

AI summary

Hacker News featured STE80 Humanizer as a Show HN project for rewriting AI-generated text. It combines a method for removing 26 common AI-writing patterns with Andrej Karpathy’s STE80 approach, which rewrites sentences toward 80% of ASD-STE100 controlled English, the standard used in aerospace maintenance documentation. The project offers default, light and strict modes. Its small evaluation suite showed better fact preservation than a plain prompt in two examples, but the authors caution that the results are only a hint, not proof. The rules are simplified paraphrases and do not include the official ASD-STE100 specification or dictionary.

In-depth insight

The project offers a concrete two-pass workflow: remove common AI-writing patterns, then simplify sentences with STE80-inspired rules while attempting to preserve source facts. Its fact-preservation behavior is supported by limited project tests, not independent validation.

STE80 Humanizer makes AI-written text read like a careful person wrote it, without changing what it says. It combines two methods:

  • The humanizer method. Remove the 26 tells from Wikipedia's Signs of AI writing, in the catalog of blader/humanizer.
  • Karpathy's STE80 method. Rebuild the sentences "80% of the way to ASD-STE100", the controlled English of aircraft maintenance manuals.

Before:

Great question! Kubernetes liveness probes are a powerful mechanism that enables the kubelet to determine whether a container is healthy — and it's not just a health check, it's your first line of defense. When a probe fails, the container will be automatically restarted by the kubelet, ensuring that your application remains available. However, it's important to note that misconfigured probes could potentially cause cascading restarts, so parameters like initialDelaySeconds and failureThreshold should be carefully tuned. Get this right, and your cluster heals itself.

After:

A liveness probe tells the kubelet if a container is healthy. If the probe fails, the kubelet restarts the container. This keeps the application available. A bad probe can also cause many restarts. For example, a timeout that is too short makes healthy containers fail the probe. To prevent this, set initialDelaySeconds and failureThreshold to values that fit your application.

#STE80 Humanizer#ASD-STE100#Andrej Karpathy#Claude Code#Codex

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