Computer use heat 2 · Cool★ 0heat incomplete (no X)

jev-click-bench

Jev 1.14's box tool on ScreenSpot-v2 and ScreenSpot-Pro with official scoring and every click logged: 84.36% and 18.66% raw, 42.76% on Pro with a 2x zoomed second look.

What it is

The first public GUI-grounding numbers for Jev's box tool.

What it does: Runs official ScreenSpot evals and tests zoom-in second and third looks.

Why it belongs in the showcase: Reproducible logs, pre-registered prediction, and five concrete harness rules.

Caveats: Preview feature; single model version.

Evidence

Public MIT repo (0★ at intake) created 2026-10-17 with harness, logs and audits for 2,853 clicks. README table: v2 84.36% raw / 87.89% with 2x zoom; Pro 18.66% raw / 42.76% with 2x zoom / 60.15% with a post-hoc 4x step whose prediction was committed before it ran. Costs per 1,000 clicks $0.15–$0.48 as billed by OpenRouter. Companion write-up on arthurkatcher.com and DEV.

Caveats

  • One model version (jev-1.14-20261014); Box is a preview feature
  • Author-run benchmark; other models' scores are as published
  • Still screenshots only; real agents must also detect missing targets

Unofficial case page. Stars / list position observed for heat; do not treat heat as a quality SLA. Review the upstream README before you depend on it.