KobiiCraft Studio
Phase 2 · feedback wired · attention engine live

Curate viral output.
Approve, reject, retrain the engine.

Every clip the GEX44 sentinel produces lands here. You and your partner act as the selection filter. Each verdict updates the per-profile attention weight. Each critique becomes a training input. Every generate variant click re-rolls a fresh capture from GEX44 in < 60s.

Review latest capturesSee attention weights
Clips captured
15
Passed sentinel
15
Profiles seen
3
Feedback signals
2

Attention engine — current weights

inferred from 2 partner verdicts

mundicraft stadium bernabeu aaa

w 100%
+2 approve−0 rejectn=2

“autobrowser smoke-test critique — bernabeu lighting reads stadium, blocks dense, halo CTA balance OK”

Latest captures

15 clips · sourced from sentinel events.jsonl · avg fidelity 93%

stadium bernabeu aaa

28/04/2026, 19:09:11

fid 100
Blocks
7,143
Stage
(200,180,200)
Render
94.2s

stadium bernabeu aaa

28/04/2026, 19:03:33

fid 100
Blocks
0
Stage
(0,0,0)
Render
90.9s

stadium bernabeu aaa

28/04/2026, 18:58:50

fid 100
Blocks
6,801
Stage
(200,180,200)
Render
93.8s

stadium bernabeu aaa

28/04/2026, 18:44:30

fid 100
Blocks
6,612
Stage
(200,180,200)
Render
93.1s

stadium bernabeu aaa

28/04/2026, 14:01:09

fid 100
Blocks
7,230
Stage
(200,180,200)
Render
93.6s

stadium bernabeu aaa

28/04/2026, 13:58:19

fid 100
Blocks
7,444
Stage
(200,180,200)
Render
90.9s

stadium bernabeu aaa

28/04/2026, 13:54:18

fid 100
Blocks
6,795
Stage
(200,180,200)
Render
90.6s

stadium bernabeu aaa

28/04/2026, 13:49:32

fid 100
Blocks
7,287
Stage
(200,180,200)
Render
93.9s

stadium bernabeu aaa

28/04/2026, 00:51:20

fid 100
Blocks
7,287
Stage
—
Render
91.6s

stadium bernabeu aaa

28/04/2026, 00:29:02

fid 100
Blocks
7,045
Stage
—
Render
370.7s

skywars · aquarius

27/04/2026, 11:57:08

fid 100
Blocks
7,045
Stage
—
Render
89.1s

skywars · aquarius

27/04/2026, 01:05:21

fid 100
Blocks
7,045
Stage
—
Render
122.0s

skywars · aquarius

27/04/2026, 01:02:35

fid 100
Blocks
7,045
Stage
—
Render
124.9s

skywars · aquarius

27/04/2026, 00:49:36

fid 100
Blocks
7,045
Stage
—
Render
0.1s

smoke v100 final

26/04/2026, 16:56:43

fid 0
Blocks
0
Stage
—
Render
—