NewWeFlow CLI
For each article, the client sends a state containing the title and up to 4,000 characters of body.
Added to Jevfast
NewHow it uses Jev
For each article, the client sends a state containing the title and up to 4,000 characters of body. One request asks for its topic (Choice), practical relevance to the stated environmental-science/computing reader (Score), and whether it contains immediately usable material (Noul). The caller stores these structured answers; summaries and other generated prose remain in the LLM path.
What Jev decides
Illustrative source-derived request: classify one articleExample answers · not a recorded Jev response · Source ↗
Question 1 · topic
YOUR APP
INSTRUCTION
Which topic does this article belong to?
STATE
Article title and the first 4,000 body characters, formatted as “标题：… 正文： …”. The state does not include date, source, or prior labels.
JEV · CHOICE
- AI
- 投资
- 新闻
- 文学
- 学术
- 政治
Question 2 · worth including
YOUR APP
INSTRUCTION
Does the article contain something concrete the reader can use today, such as a new tool, method, data source, codebase, or reproducible result, rather than only informational news, opinion, or personal writing?
STATE
Article title and the first 4,000 body characters, formatted as “标题：… 正文： …”. The state does not include date, source, or prior labels.
JEV · NOUL
YesNo
App workflow
- Run the daily article workflow
The CLI fetches articles for a requested date and calls the Jev classification path for each article when configured.
- Classify articles in parallel
Up to six worker slots call the article-level client. Successful decisions are attached to article records; a failed Jev classification for one article falls back to the full LLM classification prompt.
- Generate article text
For successfully judged articles, the LLM receives the summary-only prompt; Jev does not generate summaries.
Why it is interesting
It separates topic, usefulness, and inclusion into distinct typed decisions, then lets the daily workflow fall back to its previous LLM classification path when a Jev call fails.