SCOREDevtools & code
Jev Docs Confusion Heatmap
Shaheen Ahmed 🐧@riseandshaheen
0:14This project uses Jev to analyze technical documentation, identifying sections that may be difficult for beginners by detecting unexplained terminology, assumed knowledge, unclear relationships, ambiguous instructions, and information density, then visualizing these as a confusion heatmap.
Jev as a docs confusion heatmap checker! 🔍🔥
Did a small experiment with Jev by @typesafeai.
We fetch a technical docs site and ask Jev to judge how difficult each section might be for a beginner.
It looks for:
- unexplained terminology
- assumed prior knowledge
- unclear conceptual relationships
- ambiguous instructions
- excessive information density
Then we turn those judgments into a confusion heatmap across the docs.
This demo analyzes TypeSafe's own docs lol. Jev is fast, but I was even more surprised by the cost per token. Good stuff!