89 curated builds·evidence labeled
COMMUNITY OBSERVED

724 competitor ads, broken down

jev is INSANE.

Overview & Result

jev is INSANE. in 40 seconds it broke down 724 live ads from 37 brands. every hook. every format. offer. cta. awareness stage. landing page mismatch. used 9 cents of tokens. (will be avail in @stealads + mcp)

How Jev fits in the loop

  1. Extract observation from agent environment.
  2. Jev evaluates state and outputs typed choice or probability.
  3. Agent runtime carries out selected action.

How to reproduce

  1. Inspect author post and reproduction notes.
  2. Deploy agent loop and bind Jev decision endpoints.
  3. Run test inputs and observe latency and accuracy.

Why this build matters

Demonstrates practical production-level utility of Jev inside specialized agent workflows.

Limitations

  • Community observed build; metrics are author-reported.
  • Requires third-party dependencies as described in source.

Patterns