$ cron.daily paper_ranker.py # 2026-11-03
// live, automated · updated 3 Nov 2026
Every morning a GitHub Actions cron pulls the newest papers from cs.AI, cs.CL, cs.LG, cs.MA on arXiv, scores each one with Jev (TypeSafe AI's typed-decision model — no text generation, just calibrated yes/no + score answers), and ranks them.
// ranked against:
"LLM agents, tool use, and structured/typed model outputs"
// priority = 0.7 × worth-reading confidence + 0.3 × novelty score — both from Jev, weighting decided in code
$ sort -k1 -rn ./papers/2026-11-03.json
04.Cloudra: Geometric Reasoning and Scientific Validation for Autonomous Reaction Mechanism Exploration
08.Multi-Modal Multi-Agent System for Bridge Operation and Maintenance based on Large Language Model
18.Not All Reasoning Generalizes: A Case Study on Learning Generalizable Reasoning Strategies in RLVR
$ ls -la ./papers/archive/