Jev Engineering cuts AI costs 99.7% with a decision layer
The architecture moves reasoning out of every loop: a Gatekeeper validates requests, a router picks the path and a worker executes, with the terminal showing 0 words generated and a tax workflow costing about $0.0008.
JEV ENGINEERING CUT AI COSTS BY 99.7% BY CHANGING WHO MAKES THE DECISIONS The architecture is built around a simple idea that feels almost backwards for modern AI Instead of sending every request through an expensive reasoning model, the system puts a management layer in front of it that decides what actually deserves heavy compute A Gatekeeper validates the request, a router picks the path, a worker handles execution and the management layer keeps making decisions without generating pages of text ROUTE → SCORE → BLOCK → APPROVE The terminal reflects that philosophy everywhere 10 repos running through the system, 21,000+ tracked clicks, 1,400+ judged decisions, over 1,000 rows per second and even a tax workflow costing roughly $0.0008 The most interesting number might be the zero PROSE: 0 words generated The system isn't trying to sound intelligent It is trying to make the right decision before intelligence becomes expensive Jev Engineering claims +19,000% speed with costs reduced by 99.7% The real shift is moving reasoning out of every loop and turning decision-making into infrastructure
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