NewsJack

Overview & Result

The cited NewsJack workflow uses Jev to make bounded triage decisions over incoming news and sends the selected opportunities to brand-specific agents instead of asking a frontier model to process everything.

How Jev fits in the loop

1. The workflow receives a headline, brand context, and bounded questions.
2. Jev scores or selects which stories are relevant and urgent.
3. Code routes selected stories to synthesis agents and leaves the rest out of the expensive path.

How to reproduce

1. Open the repository and locate the news-desk demo and its decision questions.
2. Run a small batch with a fixed set of brands, options, and timestamps.
3. Record throughput, cost, route precision, and the number of stories sent to the heavy agent.

Why this build matters

It is a compelling batch-routing pattern with a concrete cost and throughput claim, provided the original benchmark is verified.

Reported performance

Cost: $0.19 in the cited 384-headline example

Latency: 25 seconds in the cited 384-headline example

Limitations

• The reviewed source is secondary and does not establish the author's ground-truth quality.
• News relevance is time-sensitive; a throughput result is not an editorial-quality benchmark.
• The expensive synthesis or human review step remains necessary for publishable output.

Patterns