shipwithjev

Catalog / Triage & routing

0228X posts

Support answers in a Mac app

Jev reads the built-in manual and picks the article that answers the user.

Malek Ould-Oulhadj shipped Jev in a Mac app for setup and troubleshooting help when no model is loaded. Jev reads the question with the whole built-in manual as state, and decides what the problem is and which article answers it, or that none does. The app then shows its own documentation, so nothing is invented. He reports 42 of 42 correct on a held-out set, with a median of 0.93 seconds.

Also filed under Triage & routing

  1. 0527

    Testing Jev on public and private data: classifier or filter? | Blog | Aman Kumar

    ### Jev only answers yes/no or pick-one. 16,000 calls: against gpt-5.4-mini and gpt-5.6-luna on four public datasets, then on a few thousand real pipeline decisions. Where it…

    amankumar.ai · Triage & routing

  2. 0526

    Jev was the tipping point - I built the last MySQL search statement - WPS

    Jev was the tipping point - I built the last MySQL search statement - WPS ... # Jev was the tipping point - I built the last MySQL search statement ... So I built AILIKE. It lets…

    worldprogramming.org · Triage & routing

  3. 0525

    Building an Evidence-Based Resume Analyzer: Why Understanding Beats Guessing

    What we're really tackling is this: How can AI truly assess a resume without falling into the trap of just echoing buzzwords? How do we know the candidate isn't just sprinkling…

    dev.to · Triage & routing

  4. 0418

    World Monitor

    Geopolitical dashboard that batches Jev 1.13.0 headline-severity and topic classifications, validates the answers, and falls back when classification fails.

    koala73 · Triage & routing