ROUTEAgents & automation
Jev Use Case Expansion
Divine 〽️achine@Divine_machine
This project explores and integrates 18 use cases for Jev within a personal bot harness, demonstrating significant improvements in model efficiency and decision-making.
Pattern↑ Jev AI decision models
Jev by @typesafeai is incredible
I added 18 Jev use cases to my personal bot harness and have been collecting some insane metrics. Jev can provide tons of info live, it can also provide info BEFORE the model asks keeping it out of compounding context all together. Normally the model would need a separate turn to inspect and decide what to do after a search
- Far fewer model turns
- Up to ~70% less context needed
- Eliminated unnecessary tool/skill discovery turns and requests.
- now browser decisions are super fast ~150–200 ms
- and 100% correctness on several key decision points.
- Jev also successfully detected 100% (5/5) of my test prompt-injection attempts
- Relevance, support/contradiction, selection, and ranking can all be resolved by JEV instead of using a full model turn for classification.
If you ever watch your model think, it often says things like:
"Wait, i should try X";
Hold, on - the user asked for Y, maybe i should ____"
My harness can now execute things directly without asking the model to do it.