Controller: {"enable_thinking": false, "image_scale": 2, "invoke_on": "frame_change", "kind": "vlm_pending", "max_tokens": 64, "memory": "model_informed", "model_id": "Qwen/Qwen3.8-27B", "pending_radius_px": 10, "pending_timeout_ns": 10000000000, "prompt_version": 4, "reasoning_effort": null, "temperature": 0.0}

Recorded frames from the first decision to the last receipt, every 4th frame, time compressed 10×; red = committed click.

Key frames: each decision's starting frame with the click it produced (amber = proposal before binding, red = committed, grey = suppressed), then the screen at each arrival A (green = valid).
You control a desktop by clicking. You are shown one screenshot. At some point a notification card with a blue button appears at an unknown position and expires shortly after. If the card is visible, answer with action "click" and the coordinates of the center of its blue button on a 0-1000 grid (x: 0 = left edge, 1000 = right edge; y: 0 = top edge, 1000 = bottom edge). If no card is visible, answer with action "wait". Answer with the JSON object only. [user] Screenshot attached. Click the target's center or wait. (+ pending note when a click is pending)
| # | B | model done B→D | model response (raw) | parsed | action (canvas px) | D (commit) | A (receipt) | out tokens |
|---|---|---|---|---|---|---|---|---|
| 1 | 531 ms | 5,774 ms 5.24 s | {"action": "click", "x": 867, "y": 419} | click img (867, 419) | {'kind': 'click', 'x': 277, 'y': 100} | 5,774 ms | 5,794 ms · accepted | 23 |
| 2 | 5,955 ms | 7,801 ms 1.85 s | {"action": "wait"} | wait | — | — | — | 7 |
| 3 | 7,851 ms | 9,847 ms 2.00 s | {"action": "wait"} | wait | — | — | — | 7 |
| 4 | 9,897 ms | 11,897 ms 2.00 s | {"action": "wait"} | wait | — | — | — | 7 |
| 5 | 11,948 ms | 13,949 ms 2.00 s | {"action": "wait"} | wait | — | — | — | 7 |
| 6 | 13,999 ms | 15,909 ms 1.91 s | {"action": "wait"} | wait | — | — | — | 7 |
| id | event | task time | harness time |
|---|---|---|---|
| 1 | target_appears | 500 ms | 500 ms |
| 3 | effect_visible | 13,794 ms | 13,794 ms |
953 observations published; first frame depicting the target published at 530 ms. Raw trace: live_d8_model_informed_s409.jsonl.