Interactive demo

Disruptiveness scoring

Seeded from this week's #1 paper. Drag factors to recompute the composite — same five-axis model used on cards and articles.

Calibrated to

KaliBench: A Fine-Grained Benchmark for Cybersecurity Tool Use on Kali Linux with Runtime-Free Verifiable Rewards

arXiv:2610.02206 · editorial 93/100

Heuristic v1.1 · 6 topic-signal hits (1 in title), 1 boost phrases, claim=no, practical=yes. Cohort-calibrated to 93 (rank 1/20).

86

composite 86/100

Δ -7 vs editorial

Novelty100

Is this a new idea, proof, architecture, or measurement — or a small delta?

Impact potential88

If true, how much do roadmaps, products, or theory change?

Field heat100

How active is this subfield right now on arXiv and in labs?

Practicality99

Can someone act on this soon — devices, code, trials — or is it pure theory?

Controversy42

Does it challenge orthodoxy or invite healthy debate? (Not drama for its own sake.)

Scores are triage, not peer review. See methodology · open this paper · curation demo.