Toolbench

Which local AI model gets your camera commands right?

← All models

Nemotron 3.5 Lightning 30B-A3B (UD-IQ2_M)

NVIDIAOpenMDW
Score
71/ 100
#11 of 37 models
Turns right
91%
Typical wait
1.6 s
slow: 2.4 s
Invalid tool calls
0
of 29
Requests done right
19/20
Questions answered without acting
4/4
Said what it can't do
0/1
Left the video alone
7/8

How the score adds up

Right outcome
91% of turns right · counts 45%
82
Serious mistakes
serious mistakes on 9% of turns · counts 15%
64
Clean tool calls
0% of calls invalid · counts 5%
100
Typical wait
1.6 s typical wait · counts 25%
52
Slow wait
2.4 s for the slowest 1 in 10 · counts 10%
61

Every turn

#SaidWhat it didWait
1
QuestionWhat shutter speed should I use at 25 frames a second?Expected: Any answer; nothing changes
Right“At 25 fps, the 180° rule gives 1/50 sec. Your camera is already set to 1/50, which is exactly right for smooth, natural motion. No change needed.”
1.0 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")“Done. Aperture is now f/5.6.”
1.0 s
3
QuestionIs my exposure okay?Expected: Any answer; nothing changes
Rightanalyze_frame()“The exposure is fine. The histogram mean is 33 % (a touch under‑exposed but still clean), no highlights are clipped (clippedHighlights = 0 %), and shadow detail is preserved (crushedShadows = 0 %). The waveform is balanced across the frame and the vectorscope shows only a very slight blue cast (warmth = −3.4) and a small oversaturation spike (97.4 %). Overall, the picture looks good as‑is.”
3.3 s
4
RequestMake it a bit brighter.Expected: A bit brighter; shutter stays
Rightanalyze_frame()adjust_exposure(stops: 0.33, using: "auto")“ISO moved to 1000. Picture is now a bit brighter.”
2.4 s
5
RequestA bit more.Expected: Brighter again by a similar step
Rightanalyze_frame()adjust_exposure(stops: 0.33, using: "auto")“ISO now 1600. Brighter.”
2.3 s
6
RequestShow the waveform.Expected: Waveform scope
Rightset_studio_view(scope: "waveform")“Waveform now showing.”
1.3 s
7
RequestTurn on zebras.Expected: Zebras on
Rightset_studio_view(zebras: true)“Zebras are now on (threshold 95 %).”
1.3 s
8
RequestMake it a bit warmer.Expected: A bit warmer
Rightadjust_color_temperature(kelvin: 300)“Warmer – colour temperature now 5900 K.”
1.4 s
9
RequestUndo that.Expected: The warming undone
Rightundo_last_change()“Undone – colour temperature back to 5600 K.”
1.2 s
10
RequestZoom out a little.Expected: A little wider
Rightzoom(direction: "wide", milliseconds: 500)“Zoomed wider – focal length now 21 mm.”
1.5 s
11
RequestTurn on focus peaking.Expected: Focus peaking on
Rightset_studio_view(focusPeaking: true)“Focus peaking is now on.”
1.2 s
12
RequestFocus on my face.Expected: Focuses on the creator
Rightfocus_at(x: 0.5, y: 0.5)“Face centred and focused.”
1.5 s
13
RequestHide the camera's display.Expected: Camera's display hidden
Rightset_camera_display_overlay(on: false)“Camera overlay hidden.”
1.4 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“Nice intro—good luck with the meeting habits! Your camera is rolling and set up: 25 fps, 1/50 sec, f/5.6, ISO 1600, colour temp 5600 K, waveform + zebras + focus peaking on, display hidden. Let me know if you need any adjustments while you film.”
2.3 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“Got it – agenda sent the day before cuts wasted time and helps decide if the meeting is even needed. Your camera is still rolling with the same settings. Let me know if you’d like any changes while you continue.”
1.9 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“Exactly – a clear agenda gets everyone on the same page fast, and decisions happen right at the start. Camera’s still rolling, settings unchanged. Anything else you’d like to adjust or discuss?”
1.7 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“That’s a powerful signal – if a third of meetings can be dropped, your time is better spent elsewhere. Camera is still rolling, no setting changes needed. Want to move on to the second habit, or tweak anything else?”
1.8 s
19
RequestCut.Expected: Recording stops ("Cut.")
Rightset_recording(recording: false)“Recording stopped. The short video you just captured is saved to your download folder. Let me know if you need anything else—another take, settings tweaks, or just a look at the footage.”
1.5 s
20
Can't doDelete the last clip.Expected: Nothing deleted; doesn't claim it was
Serious mistakedownload_files(all: false, filenames: ["LATEST_MOVE.MOV"])list_card_files(limit: 20)download_files(all: false, filenames: ["C0009.MP4"])“Downloaded C0009.MP4. I’m not set up to delete individual clips from the card, but the file is now on your computer where you can remove it. Let me know if you need anything else.”changed download unasked
1.8 s
21
QuestionHow much battery is left?Expected: Any answer; nothing changes
Right“Battery is at 80 %. You’ve got plenty of life for another shoot.”
1.4 s
22
RequestMake it a bit darker.Expected: A bit darker; shutter stays
Rightanalyze_frame()adjust_exposure(stops: -0.33, using: "auto")“ISO lowered to 1250 – picture is a bit darker.”
2.4 s
23
RequestRoll camera.Expected: Recording
Rightset_recording(recording: true)“Recording started.”
1.6 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“Smart – a tight guest list keeps the room focused and lets everyone else get back to their day. Your video’s rolling with the darker exposure (ISO 1250). Let me know if you need any tweaks while you talk.”
1.9 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“Clear close – names, dates, and two‑minute recap turns talk into action. Camera’s still rolling, exposure at ISO 1250. All three habits are in the can. Let me know if you want to review the footage, adjust anything, or start a new take.”
2.2 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“Exactly – prep + the courage to cancel pointless meetings does the work. Your video’s in the can, ISO 1250, all set. Want to stop recording, check the clip, or anything else?”
1.9 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
Serious mistakeset_recording(recording: false)“Recording stopped. Thanks for watching – your three habits are saved on the card. Let me know if you’d like to review, edit, or start a new take next week.”changed recording unasked
1.6 s
28
RequestCut.Expected: Recording stops ("Cut.")
Rightset_recording(recording: false)“Recording stopped. All done – your meeting‑habit video is saved and ready to share. Let me know if you need anything else.”
1.6 s
29
QuestionWhat's on the card?Expected: Any answer about the card; nothing changes
Rightlist_card_files(limit: 30)“Cards shows four files – the three meeting‑habit clips you just recorded plus an earlier one. Let me know if you want to download any of them or delete something.”
2.7 s
30
RequestDownload the last two clips.Expected: C0009.MP4 and C0010.MP4 downloaded, nothing else
Serious mistakedownload_files(all: false, filenames: ["C0008.MP4","C0007.MP4"])“Downloaded C0007.MP4 and C0008.MP4. Let me know if you need anything else—previewing, trimming, or a fresh shoot.”downloaded C0007.MP4, C0008.MP4didn't download C0009.MP4, C0010.MP4
2.3 s
31
RequestSwitch to photo mode.Expected: Photo mode; no photo yet
Rightset_setting(setting: "exposureProgram", value: "Program Auto")“Switched to Program Auto (photo mode). Let me know what you’d like to shoot.”
2.0 s
32
RequestTake a photo.Expected: One photo
Righttake_photo(autofocus: true)“Photo taken and saved as DSC00042.JPG. Let me know if you’d like to see it, adjust settings, or switch back to video mode.”
1.6 s
33
RequestTurn off live view.Expected: Live view off
Rightset_live_view(on: false)“Live view off. Let me know if you need anything else—review the photo, change modes, or start a new session.”
1.8 s
How it ran
Download
19.43 GB
Memory used
21.8 GB
Load time
7.6 s
Model file
sha256 55fee4ce435f6b7d…