Document classification and routing with decision models

Korean patrol-log tool: upload photos, a general AI reads them and Jev sorts each note into one of four categories for the log.

Daily pipeline that reads Spain's official gazette with Jev, scoring relevance, tagging categories and picking a summary paragraph.

macOS bookkeeping clerk booking supplier invoices: Jev picks each click from a closed list; a deep model rewrites the playbook.

PDF question-answering demo where Jev chooses which extracted text chunk answers each question, shown with its location.

Bulgarian blog categoriser comparing Jev and local Laya on 50 posts, with a small local LLM naming new topics.

Pipeline that audits and refines topic-model clusters by checking each document against its topic label with a zero-shot decision model.

Local decision engine on zero-shot ModernBERT and SigLIP2 answering Choice, Noul, Score and Relation over text, documents and images.

Small multimodal System One models that choose, judge or score text, documents and images in one forward pass.

Library, CLI and app that classify PDFs, DOCX and PPTX with Jev and split document packets at predicted boundaries.

Public benchmark of PadFlow's land-development SaaS decisions: schemas, anonymised seed rows and a runner for calibrated decision models.

Curated list of open-source projects that provably call Jev, verified by locating the actual line of code, with an automated pipeline.

Hacker News thread about document review combining Unsiloed document parsing with TypeSafe's Jev.

Hacker News discussion of where a System One decision model like Jev fits in document-processing pipelines.