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New Models

Muse Wonder, Ling 3.1 Flash, LFM 2.5 and Gemini 4 Argon added

Ling repeatedly revised after browser checks; Muse Wonder exercised controls across every prompt.

Ling 3.1 Flash kept returning to the browser between revisions. In a same-task sample drawn from 10 earlier models, its browser-call count exceeded the reference median on 33 of 34 uninterrupted runs. Its Brick Breaker transcript shows why those extra visits can matter: browser checks exposed invalid Phaser method calls, followed by code edits, reloads and keyboard and drag inputs. The later console observations no longer contained those errors.

Muse Wonder took a different path: all 35 saved sessions included mouse, keyboard or scroll input, while 15 contained a recorded edit-and-recheck sequence. Its Drum Machine session combined clicks and dragging with keyboard input—an informative place to inspect how it exercised the controls.

The other additions need a closer look at individual results. Gemini 4 Argon encountered rate-limit and upstream-timeout interruptions; nine LFM 2.5 sessions saved no index.html. These records describe the observed build process, not a ranking of the finished apps.

Top builds in this update

ling-3.1-flash — Brick breaker OUTPUT
ling-3.1-flash Brick breaker
Generated pi 0.87.1 · browser iteration · 299.5s · $0.0120 · 17k out
Full run + transcript →
muse-wonder — Drum machine OUTPUT
muse-wonder Drum machine
Generated pi 0.87.1 · browser iteration · 175.8s · $1.4342 · 11k out
Full run + transcript →
ling-3.1-flash — Arpeggiator pad OUTPUT
ling-3.1-flash Arpeggiator pad
Generated pi 0.87.1 · browser iteration · 675.4s · $0.0669 · 35k out
Full run + transcript →