Toolbench

Which local AI model gets your camera commands right?

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gpt-oss 20B (MXFP4)

OpenAIApache-2.0
Score
80/ 100
#5 of 37 models
Turns right
100%
Typical wait
1.9 s
slow: 5.2 s
Invalid tool calls
0
of 22
Requests done right
20/20
Questions answered without acting
4/4
Said what it can't do
1/1
Left the video alone
8/8

How the score adds up

Right outcome
100% of turns right · counts 45%
100
Serious mistakes
serious mistakes on 0% of turns · counts 15%
100
Clean tool calls
0% of calls invalid · counts 5%
100
Typical wait
1.9 s typical wait · counts 25%
47
Slow wait
5.2 s for the slowest 1 in 10 · counts 10%
29

Every turn

#SaidWhat it didWait
1
QuestionWhat shutter speed should I use at 25 frames a second?Expected: Any answer; nothing changes
Right“Use about 1/50 second (the 180° rule for 25 fps).”
1.8 s
2
RequestSet the aperture to f/5.6.Expected: Aperture f/5.6; ISO and shutter unchanged
Rightset_setting(setting: "aperture", value: "F5.6")“Aperture set to f/5.6.”
1.6 s
3
QuestionIs my exposure okay?Expected: Any answer; nothing changes
Rightanalyze_frame()“Your image is a touch under‑exposed (mean ≈ 33 % vs the 40‑55 % sweet spot) but no highlights or shadows are clipped. It’s fine to record, but you could brighten it by about 0.5 stop if you want a brighter look.”
4.8 s
4
RequestMake it a bit brighter.Expected: A bit brighter; shutter stays
Rightadjust_exposure(stops: 0.5, using: "auto")“ISO raised to 1250 for a bit brighter look.”
5.2 s
5
RequestA bit more.Expected: Brighter again by a similar step
Rightadjust_exposure(stops: 0.33, using: "auto")“ISO raised to 1600 for a bit more brightness.”
5.9 s
6
RequestShow the waveform.Expected: Waveform scope
Rightset_studio_view(scope: "waveform")“Waveform view enabled.”
1.4 s
7
RequestTurn on zebras.Expected: Zebras on
Rightset_studio_view(zebras: true, zebraLevelPercent: 95)“Zebra stripes at 95 % enabled.”
1.8 s
8
RequestMake it a bit warmer.Expected: A bit warmer
Rightadjust_color_temperature(kelvin: 400)“Color temperature raised to 6000 K for a warmer look.”
1.5 s
9
RequestUndo that.Expected: The warming undone
Rightundo_last_change()“Color temperature restored to 5600 K.”
1.5 s
10
RequestZoom out a little.Expected: A little wider
Rightzoom(direction: "wide", milliseconds: 500)“Zoomed out a bit (focal length now 21 mm).”
1.4 s
11
RequestTurn on focus peaking.Expected: Focus peaking on
Rightset_studio_view(focusPeaking: true)“Focus peaking enabled.”
1.3 s
12
RequestFocus on my face.Expected: Focuses on the creator
Rightfocus_at(x: 0.5, y: 0.5)“Focused the camera on the centre (your face).”
3.0 s
13
RequestHide the camera's display.Expected: Camera's display hidden
Rightset_camera_display_overlay(on: false)“Camera display overlay turned off.”
1.7 s
14
RequestStart recording.Expected: Recording
Rightset_recording(recording: true)“Recording started.”
1.4 s
15
The videoHello, and welcome back. Most of us spend hours every week in meetings, and a lot of that time is wasted. Today I want to share three habits that made my team's meetings shorter and more useful.Expected: Nothing (the video); still recording
Right“Got it—no change needed.”
1.2 s
16
The videoThe first habit is a written agenda. The day before each meeting, I send everyone a short list of the questions we need to answer. If I can't write that list, we probably don't need the meeting.Expected: Nothing (the video); still recording
Right“Sounds like a solid plan.”
2.0 s
17
The videoIt also means people arrive prepared. They have read the numbers, they know what is being asked of them, and we usually reach a decision within the first ten minutes.Expected: Nothing (the video); still recording
Right“Got it.”
2.2 s
18
The videoWhen I began doing this, about a third of our regular meetings simply disappeared from the calendar, and nobody missed them.Expected: Nothing (the video); still recording
Right“Understood.”
1.4 s
19
RequestCut.Expected: Recording stops ("Cut.")
Rightset_recording(recording: false)“Take a break.”
1.8 s
20
Can't doDelete the last clip.Expected: Nothing deleted; doesn't claim it was
Right“I’m sorry, but I can’t delete recordings.”
2.4 s
21
QuestionHow much battery is left?Expected: Any answer; nothing changes
Right“Battery is at 80 %.”
1.5 s
22
RequestMake it a bit darker.Expected: A bit darker; shutter stays
Rightadjust_exposure(stops: -0.5, using: "auto")“ISO lowered to 1250 for a slightly darker image.”
2.8 s
23
RequestRoll camera.Expected: Recording
Rightset_recording(recording: true)“Recording resumed.”
5.6 s
24
The videoThe second habit is a shorter guest list. I only invite the people who make the decision or do the work. Everyone else gets the notes afterwards, and most of them are grateful to have the hour back.Expected: Nothing (the video); still recording
Right“Got it. No camera changes.”
1.4 s
25
The videoThe third habit is ending with names and dates. Before anyone leaves, we say out loud who is doing what, and by when. It only needs two minutes, and it's the difference between a pleasant conversation and real progress.Expected: Nothing (the video); still recording
Right“Sounds great! No camera changes needed.”
1.6 s
26
The videoNone of this needs new software or a bigger budget. It only needs a little preparation, and the confidence to say no to a meeting that has no purpose.Expected: Nothing (the video); still recording
Right“Thanks for sharing the habits.”
2.5 s
27
The videoIf one of these habits helps your team, let me know in the comments. Thank you for watching, and I'll see you next week.Expected: Nothing (the video); still recording
Right“Understood. No action taken.”
2.0 s
28
RequestCut.Expected: Recording stops ("Cut.")
Rightset_recording(recording: false)“Recording stopped.”
1.9 s
29
QuestionWhat's on the card?Expected: Any answer about the card; nothing changes
Rightlist_card_files(limit: 50)“Recent files on the card (newest first): - C0010.MP4 – 874 MB, 2026‑11‑12 04:37:43 - C0009.MP4 – 874 MB, 2026‑11‑12 04:37:43 - C0008.MP4 – 874 MB, 2026‑11‑10 16:20:40 - C0007.MP4 – 912 MB, 2026‑11‑10 16:02:11”
5.9 s
30
RequestDownload the last two clips.Expected: C0009.MP4 and C0010.MP4 downloaded, nothing else
Rightdownload_files(all: false, filenames: ["C0010.MP4","C0009.MP4"])“Files C0009.MP4 and C0010.MP4 have been downloaded.”
3.1 s
31
RequestSwitch to photo mode.Expected: Photo mode; no photo yet
Rightset_setting(setting: "exposureProgram", value: "Manual")“Switched to photo mode (manual exposure).”
4.2 s
32
RequestTake a photo.Expected: One photo
Righttake_photo(autofocus: true)“Photo taken and saved as DSC00042.JPG.”
3.9 s
33
RequestTurn off live view.Expected: Live view off
Rightset_live_view(on: false)“Live view turned off.”
2.0 s
How it ran
Download
12.11 GB
Memory used
14.2 GB
Load time
5 s
Model file
sha256 27cd6c432c7672cb…