NVIDIA Nemotron 3.5 Super VL Review: 3D, Video and SVG
Meet NVIDIA's vision-language model, then inspect its actual creative outputs and the limitations of this free-route run.
Updated: 2026-11-04
What is Nemotron 3.5 Super VL?
NVIDIA released this vision-language model on October 15, 2026, with 120B total parameters and approximately 12B active parameters per token. Its intended uses include reasoning, coding, tool use, document understanding and video understanding. NVIDIA announcement · Official model card
The BF16 reference weights and NVFP4 quantized release are distinct. NVFP4 uses quantization-aware distillation, and NVIDIA Build explicitly describes NVFP4. This run requests nvidia/nemotron-3.5-super-vl:free through OpenRouter; its archived endpoint metadata does not establish the served precision. Neither official checkpoint can be assumed to identify the free deployment. BF16 · NVFP4 · NVIDIA Build · OpenRouter
The weights are released under OpenMDW-1.1. That weights license does not automatically license NVIDIA trademarks or blog figures. OpenMDW-1.1
What did this run deliver?
All eleven tasks retain their actual outcomes. Five main artworks pass: the bookshelf, clock, chart, Chinese poster and cycling animation. The others have missing main delivery or failed core quality. Videos 1 and 4 do have real encoded files; delivery is separate from quality. Provider screening is recorded separately, without a capability ranking or a claim that all eleven artworks are complete.
The scope retains eleven creative-suite-v4 tasks: three Blender projects, four knowledge videos locked to the same Shanghai date, three static SVGs and one cycling animation. A listed task is not a claim of completed delivery or a passed quality check.
3D modelling

Parametric bookshelf and parameter revision
Main artwork accepted. Dimensions, 18 mm panels and equal clear compartment heights pass for the baseline and modified versions.
More views and test details
19m 35s · Requests / complete responses: 76 / 71 · 2,881,417 / 79,203 input / output tokens
- Native projects reopen and the author script reproduces geometry and cameras.
- Old views and projects are retained. Author README/index still reference cropped views; the revised coordinator mapping identifies the actual delivered files.
Itemized verification
- Geometry and usable views · pass
- Dimensions, panel thickness, compartments and usable views pass.
- Author handoff · partial
- Original instructions are stale; a revised coordinator mapping is attached.
The frozen task is retained. Actual delivery and recorded limitations are shown; public text is a coordinator summary, not the complete source input.
persistent-session · provider-default · accepted-artwork · Requests / complete responses: 76 / 71 Run record
Cumulative persistent-session records; model phase and coordinator acceptance are separate, with unknown usage retained.
Source brief and prompt
协调者概要 / Coordinator summary: 协调者任务概要:参数化书架及参数修改;按冻结规格检查作品与交付。 Coordinator task summary: Parametric bookshelf and parameter revision Verify the artwork and delivery against the frozen specification. Frozen original task brief bytes SHA-256: 86151fda84cd34fb1612185d4bf3edc051e49c38fd163d190b9acf2ae186f079. Frozen case-specification object SHA-256: 6e2b1958706313f70113222e73d7e202aa6e77d28b074206e61c2dc6f3a69bb5. Full source text is not redistributed.
协调者任务概要 / Coordinator task summary: 协调者任务概要:参数化书架及参数修改;按冻结规格检查作品与交付。 Coordinator task summary: Parametric bookshelf and parameter revision Verify the artwork and delivery against the frozen specification. Full frozen model-input SHA-256: 72613992792aba426554b01dd6366449ce3e011d45252ee11442ea84814e0cd0.
SHA-256: 72613992792aba426554b01dd6366449ce3e011d45252ee11442ea84814e0cd0

24/18/60-tooth planetary reducer and axial explosion
Not accepted; the original session is held by provider HTTP 422 screening. Four images and a fully decodable six-second video exist, but planet gears are hidden, carrier plates/support pins/shafts contain empty meshes, mating surfaces intersect, and physical scale is 1,000 times the required SI size.
More views and test details
Six-second silent WIP, not valid mechanism or manufacturing verification.
31m 58s · Requests / complete responses: 104 / 102 · 6,100,083 / 197,264 input / output tokens
- Nominal tooth counts and a theoretical 3.5 ratio do not establish valid meshing; planets are hidden, supports/shafts are empty, mating surfaces intersect and scale is 1,000 times too large.
- Final project and music/SFX delivery are incomplete. HTTP422 input screening is a separate execution blocker, not an artifact-quality judgment.
Itemized verification
- Core mechanism · fail
- Independent geometry/contact checks fail.
- Main delivery · fail
- A WIP and silent video do not replace complete delivery.
The frozen task is retained. Actual delivery and recorded limitations are shown; public text is a coordinator summary, not the complete source input.
persistent-session · provider-default · incomplete-provider-held · Requests / complete responses: 104 / 102 Run record
Cumulative persistent-session records; model phase and coordinator acceptance are separate, with unknown usage retained.
Source brief and prompt
协调者概要 / Coordinator summary: 协调者任务概要:24/18/60齿行星减速器装配与轴向爆炸;按冻结规格检查作品与交付。 Coordinator task summary: 24/18/60-tooth planetary reducer and axial explosion Verify the artwork and delivery against the frozen specification. Frozen original task brief bytes SHA-256: 4b2e0fcc930a262160e2804f8bfbeadc8dc98c1df6f80f8f2a8a64e5133104dd. Frozen case-specification object SHA-256: 58fc7543753c82a6282d4ab784ed5c16723b749ae0375d5ffc007a982eee8342. Full source text is not redistributed.
协调者任务概要 / Coordinator task summary: 协调者任务概要:24/18/60齿行星减速器装配与轴向爆炸;按冻结规格检查作品与交付。 Coordinator task summary: 24/18/60-tooth planetary reducer and axial explosion Verify the artwork and delivery against the frozen specification. Full frozen model-input SHA-256: 51fdeb0342c52d1d828ea5c1e9d497fbc0905e93ab91d85592d87bc1db75b0d9.
SHA-256: 51fdeb0342c52d1d828ea5c1e9d497fbc0905e93ab91d85592d87bc1db75b0d9

12×9m two-bedroom interior, rooms and floor plan
Not accepted, with major deliverables missing; the original session is held by provider HTTP 422 screening. The hero view shows floating blocks, and the top view is obscured by a ceiling surface.
More views and test details
19m 18s · Requests / complete responses: 77 / 73 · 2,828,070 / 116,444 input / output tokens
- Several dimensions are half the requirement, some furniture overlaps/floats, and saved/current-source cameras disagree.
- Tour video, structure views and audio/handoff are missing; provider input screening is separate from these established defects.
Itemized verification
- Dimensions and placement · fail
- Geometry and contact fail.
- Main delivery · fail
- Project/stills exist; tour and supporting delivery are incomplete.
The frozen task is retained. Actual delivery and recorded limitations are shown; public text is a coordinator summary, not the complete source input.
persistent-session · provider-default · incomplete-provider-held · Requests / complete responses: 77 / 73 Run record
Cumulative persistent-session records; model phase and coordinator acceptance are separate, with unknown usage retained.
Source brief and prompt
协调者概要 / Coordinator summary: 协调者任务概要:12×9米两居室装修、多房间与俯视平面;按冻结规格检查作品与交付。 Coordinator task summary: 12×9m two-bedroom interior, rooms and floor plan Verify the artwork and delivery against the frozen specification. Frozen original task brief bytes SHA-256: 3947abd2d7e39da19d44da55cc45bb9ceeba7220bd9d25b9ba44485f6f3c8579. Frozen case-specification object SHA-256: 1ccfd5842dac0f5e795c07fd0044f7e0fa55902f0e4894e294a170d208ddd7d0. Full source text is not redistributed.
协调者任务概要 / Coordinator task summary: 协调者任务概要:12×9米两居室装修、多房间与俯视平面;按冻结规格检查作品与交付。 Coordinator task summary: 12×9m two-bedroom interior, rooms and floor plan Verify the artwork and delivery against the frozen specification. Full frozen model-input SHA-256: f4522ec6fd3473bd2d4b874541b51f23ff9751c3fcda011e517340e34f318b0a.
SHA-256: f4522ec6fd3473bd2d4b874541b51f23ff9751c3fcda011e517340e34f318b0a
Knowledge videos
Why does water float after it freezes?
A real video is delivered, but core usability checks fail. The 68.875-second 1080p revision-2 fully decodes, preserves the narration, SRT and audio, and substantially improves cropping, density comparison and floating-ice geometry.
Test details
15m 28s · Requests / complete responses: 104 / 102 · 6,535,674 / 98,793 input / output tokens
- Video/audio fully decode and narration, SRT and audio are retained; the existing video is not marked absent.
- Scenes mismatch at 40.775–52.725 seconds; captions mask glyph tops, the 9% metric and notes. Minimal quality feedback was blocked by input screening. No listening review.
Itemized verification
- Actual video · pass
- A fully decodable real video exists.
- Core usability · fail
- Scene and caption problems remain.
The frozen task is retained. Actual delivery and recorded limitations are shown; public text is a coordinator summary, not the complete source input.
persistent-session · provider-default · delivered-quality-failed · Requests / complete responses: 104 / 102 Run record
Cumulative persistent-session records; model phase and coordinator acceptance are separate, with unknown usage retained.
Source brief and prompt
协调者概要 / Coordinator summary: 协调者任务概要:水结成冰,为什么反而浮起来?;按冻结规格检查作品与交付。 Coordinator task summary: Why does water float after it freezes? Verify the artwork and delivery against the frozen specification. Frozen original task brief bytes SHA-256: a3c13826dc88d43187aaa294f1e596a89c123abf6e61b8504892d5275b6d7321. Frozen case-specification object SHA-256: a3c13826dc88d43187aaa294f1e596a89c123abf6e61b8504892d5275b6d7321. Full source text is not redistributed.
协调者任务概要 / Coordinator task summary: 协调者任务概要:水结成冰,为什么反而浮起来?;按冻结规格检查作品与交付。 Coordinator task summary: Why does water float after it freezes? Verify the artwork and delivery against the frozen specification. Full frozen model-input SHA-256: f91f8319c37f7a47337fc328aa021950a2c19d1ea9dafb23cdb344b0ce5e839a.
SHA-256: f91f8319c37f7a47337fc328aa021950a2c19d1ea9dafb23cdb344b0ce5e839a

Why can a damaged QR code still be read?
Main artwork not delivered. There is no MP4, and all 2,679 source frames are the same blank background.
Test details
12m 7s · Requests / complete responses: 125 / 123 · 5,745,317 / 78,257 input / output tokens
- The detached canvas is absent from page screenshots and all 2,679 frames match; MP4, music, SFX and mix are missing.
- The 89.3-second narration and SRT sample boundaries are valid, but source diagrams conflate recovery with ECC allocation and scene timing is wrong. Requests 124/125 report media could not be screened.
Itemized verification
- Video delivery · fail
- No playable MP4 exists.
- Visuals and mechanism · fail
- Blank frames and mechanism/timing defects.
The frozen task is retained. Actual delivery and recorded limitations are shown; public text is a coordinator summary, not the complete source input.
persistent-session · provider-default · incomplete-provider-held · Requests / complete responses: 125 / 123 Run record
Cumulative persistent-session records; model phase and coordinator acceptance are separate, with unknown usage retained.
Source brief and prompt
协调者概要 / Coordinator summary: 协调者任务概要:二维码缺了一块,为什么还能扫?;按冻结规格检查作品与交付。 Coordinator task summary: Why can a damaged QR code still be read? Verify the artwork and delivery against the frozen specification. Frozen original task brief bytes SHA-256: fb712266869406dbbb4855844f32a6c60fef86f1a61eb2cb27c9186f0b6fb9eb. Frozen case-specification object SHA-256: fb712266869406dbbb4855844f32a6c60fef86f1a61eb2cb27c9186f0b6fb9eb. Full source text is not redistributed.
协调者任务概要 / Coordinator task summary: 协调者任务概要:二维码缺了一块,为什么还能扫?;按冻结规格检查作品与交付。 Coordinator task summary: Why can a damaged QR code still be read? Verify the artwork and delivery against the frozen specification. Full frozen model-input SHA-256: a58a42868a0771ea3fe68068195fd9ed10dd10f4629b48de9466e6b35419166e.
SHA-256: a58a42868a0771ea3fe68068195fd9ed10dd10f4629b48de9466e6b35419166e

Why does Webb use five thin sunshield layers?
An 88.8-second narration and visible previews exist without an MP4. Geometry, mechanism relationships and scene/caption timing fail; the context is held after input screening on requests 62/63.
Test details
15m 3s · Requests / complete responses: 63 / 61 · 2,523,679 / 91,553 input / output tokens
- Eight previews contain content, but layer/label/radiation-arrow/cold-instrument geometry is incoherent and text clips/overlaps.
- The first four mechanism scenes do not overlap actual TTS segments; caption boundaries differ by up to 2.475 seconds. Video and music/SFX/mix are missing.
Itemized verification
- Main video · fail
- Only narration and previews exist.
- Mechanism and timing · fail
- Geometry and actual sample timing fail.
The frozen task is retained. Actual delivery and recorded limitations are shown; public text is a coordinator summary, not the complete source input.
persistent-session · provider-default · incomplete-provider-held · Requests / complete responses: 63 / 61 Run record
Cumulative persistent-session records; model phase and coordinator acceptance are separate, with unknown usage retained.
Source brief and prompt
协调者概要 / Coordinator summary: 协调者任务概要:韦布为什么用五层薄膜,而不是一块厚板?;按冻结规格检查作品与交付。 Coordinator task summary: Why does Webb use five thin sunshield layers? Verify the artwork and delivery against the frozen specification. Frozen original task brief bytes SHA-256: b0473740485ceccaff5343dae1d2565efb5d1b24803caa310588ffa6bae8b268. Frozen case-specification object SHA-256: b0473740485ceccaff5343dae1d2565efb5d1b24803caa310588ffa6bae8b268. Full source text is not redistributed.
协调者任务概要 / Coordinator task summary: 协调者任务概要:韦布为什么用五层薄膜,而不是一块厚板?;按冻结规格检查作品与交付。 Coordinator task summary: Why does Webb use five thin sunshield layers? Verify the artwork and delivery against the frozen specification. Full frozen model-input SHA-256: 164348cfb2e2b75b090e7dc44de30cfaf8920cf37c171c819fe8ed89aa588b00.
SHA-256: 164348cfb2e2b75b090e7dc44de30cfaf8920cf37c171c819fe8ed89aa588b00

Why does noise cancellation work without music?
A real 88.1-second MP4 and audio files exist, but all 2,643 frames are the same solid image, music/SFX/mix numerical encoding is wrong and captions mismatch TTS. Only a failed PNG is published, excluding faulty audio and the raw MP4.
Test details
6m 24s · Requests / complete responses: 49 / 47 · 1,328,221 / 41,806 input / output tokens
- Drawing and returned/encoded images differ, leaving 2,643 identical frames; source descriptions do not replace visible mechanisms.
- Valid 88.125-second narration is reusable, but music/SFX/mix label float32 bytes as integer PCM32 and captions lead speech by up to 15.55 seconds. Requests 48/49 report media could not be screened. No listening review.
Itemized verification
- Delivery exists · pass
- A real MP4, stems and mix exist.
- Core quality · fail
- Blank visuals, audio encoding and timing fail.
The frozen task is retained. Actual delivery and recorded limitations are shown; public text is a coordinator summary, not the complete source input.
persistent-session · provider-default · delivered-quality-failed · Requests / complete responses: 49 / 47 Run record
Cumulative persistent-session records; model phase and coordinator acceptance are separate, with unknown usage retained.
Source brief and prompt
协调者概要 / Coordinator summary: 协调者任务概要:降噪耳机没放音乐,为什么也能安静?;按冻结规格检查作品与交付。 Coordinator task summary: Why does noise cancellation work without music? Verify the artwork and delivery against the frozen specification. Frozen original task brief bytes SHA-256: 4b30951b372162bdaf488c7f3eac0451747a8624efd87ad160abb1e687b07c9c. Frozen case-specification object SHA-256: 4b30951b372162bdaf488c7f3eac0451747a8624efd87ad160abb1e687b07c9c. Full source text is not redistributed.
协调者任务概要 / Coordinator task summary: 协调者任务概要:降噪耳机没放音乐,为什么也能安静?;按冻结规格检查作品与交付。 Coordinator task summary: Why does noise cancellation work without music? Verify the artwork and delivery against the frozen specification. Full frozen model-input SHA-256: 468aa233732ade7d1f0d8c7637b84688c13184b18daabdc04377acfae36fe4c6.
SHA-256: 468aa233732ade7d1f0d8c7637b84688c13184b18daabdc04377acfae36fe4c6
SVG and animation

An analog clock at 9:41
Main artwork accepted. Numerals and all 60 ticks are clear, hand lengths and measured angles match 9:41, and the restrained layout is unclipped.
Test details
1m 11s · Requests / complete responses: 14 / 14 · 121,055 / 13,925 input / output tokens
- Measurements and actual-image review verify 60 ticks, legible numerals, hand lengths and 9:41 angles.
Itemized verification
- Clock constraints · pass
- Numerals, ticks, hand lengths and angles match.
The frozen task is retained. Actual delivery and recorded limitations are shown; public text is a coordinator summary, not the complete source input.
persistent-session · provider-default · accepted-artwork · Requests / complete responses: 14 / 14 Run record
Cumulative persistent-session records; model phase and coordinator acceptance are separate, with unknown usage retained.
Source brief and prompt
协调者概要 / Coordinator summary: 协调者任务概要:9:41 模拟钟表;按冻结规格检查作品与交付。 Coordinator task summary: An analog clock at 9:41 Verify the artwork and delivery against the frozen specification. Frozen original task brief bytes SHA-256: 9684418b143445a327367d4c150e2738ad40917562f3d2b93cd156f7b22a55b2. Frozen case-specification object SHA-256: 9684418b143445a327367d4c150e2738ad40917562f3d2b93cd156f7b22a55b2. Full source text is not redistributed.
协调者任务概要 / Coordinator task summary: 协调者任务概要:9:41 模拟钟表;按冻结规格检查作品与交付。 Coordinator task summary: An analog clock at 9:41 Verify the artwork and delivery against the frozen specification. Full frozen model-input SHA-256: ffbac9afc0ef02a221bfea11f9637fcaf74579f4c25a816f0258d45afb584a97.
SHA-256: ffbac9afc0ef02a221bfea11f9637fcaf74579f4c25a816f0258d45afb584a97

Data chart and proportional bars
Original SVG accepted. Bar heights match the four values, and the total and best quarter are correct.
Test details
1m 14s · Requests / complete responses: 11 / 11 · 61,366 / 7,927 input / output tokens
- Bar ratios, total and best quarter are correct; the bottom summary is tight but unclipped.
- The author Pillow preview mishandles text alignment. It is retained and the accurate derivative is labeled.
Itemized verification
- Original SVG · pass
- Data proportions and summaries are correct.
- Author preview · partial
- Author PNG text alignment is inaccurate.
The frozen task is retained. Actual delivery and recorded limitations are shown; public text is a coordinator summary, not the complete source input.
persistent-session · provider-default · accepted-artwork · Requests / complete responses: 11 / 11 Run record
Cumulative persistent-session records; model phase and coordinator acceptance are separate, with unknown usage retained.
Source brief and prompt
协调者概要 / Coordinator summary: 协调者任务概要:数据图表与比例;按冻结规格检查作品与交付。 Coordinator task summary: Data chart and proportional bars Verify the artwork and delivery against the frozen specification. Frozen original task brief bytes SHA-256: b03e9172f0f6bfb5ccb9b1fa45bf62b7a03e47c4a8b35650a86df0fecb8ca2d5. Frozen case-specification object SHA-256: b03e9172f0f6bfb5ccb9b1fa45bf62b7a03e47c4a8b35650a86df0fecb8ca2d5. Full source text is not redistributed.
协调者任务概要 / Coordinator task summary: 协调者任务概要:数据图表与比例;按冻结规格检查作品与交付。 Coordinator task summary: Data chart and proportional bars Verify the artwork and delivery against the frozen specification. Full frozen model-input SHA-256: a341a9e04c83ac927bd648346a50ec74052fe0839619615ceca79e7bd6ff7621.
SHA-256: a341a9e04c83ac927bd648346a50ec74052fe0839619615ceca79e7bd6ff7621

Chinese poster and layout constraints
Original SVG accepted. All six required text segments are intact and readable, with a clear hierarchy, bicycle icon and registration button.
Test details
1m 23s · Requests / complete responses: 17 / 17 · 125,933 / 8,101 input / output tokens
- All six specified Chinese text segments are intact and readable, with clear imagery, hierarchy and button.
- Author PNG is 808×616 despite an 800×600 index entry; original SVG canvas is correct.
Itemized verification
- Text and layout · pass
- Specified text and layout pass.
- Preview handoff · partial
- Author PNG has margins and incorrect indexed dimensions.
The frozen task is retained. Actual delivery and recorded limitations are shown; public text is a coordinator summary, not the complete source input.
persistent-session · provider-default · accepted-artwork · Requests / complete responses: 17 / 17 Run record
Cumulative persistent-session records; model phase and coordinator acceptance are separate, with unknown usage retained.
Source brief and prompt
协调者概要 / Coordinator summary: 协调者任务概要:中文海报与排版约束;按冻结规格检查作品与交付。 Coordinator task summary: Chinese poster and layout constraints Verify the artwork and delivery against the frozen specification. Frozen original task brief bytes SHA-256: 39a76fe09c73dbdf822862e72c284e160658b5722c30d61e5b844087ae86177b. Frozen case-specification object SHA-256: 39a76fe09c73dbdf822862e72c284e160658b5722c30d61e5b844087ae86177b. Full source text is not redistributed.
协调者任务概要 / Coordinator task summary: 协调者任务概要:中文海报与排版约束;按冻结规格检查作品与交付。 Coordinator task summary: Chinese poster and layout constraints Verify the artwork and delivery against the frozen specification. Full frozen model-input SHA-256: f615003aad5ace47b660e0bce28be0174fc432d63116bc2bdb64a30d34298f4f.
SHA-256: f615003aad5ace47b660e0bce28be0174fc432d63116bc2bdb64a30d34298f4f

Animated cycling pelican
Revision-2 main artwork accepted. The four-second loop matches at its boundary; measured contact with each fixed pedal and connection between legs and body pass, wheel axles stay stable, and the bird and bicycle remain on canvas.
Test details
21m 33s · Requests / complete responses: 67 / 66 · 2,281,792 / 137,488 input / output tokens
- Measured foot/pedal and leg/body contacts pass; axles stay stable, the subject remains on canvas and the loop boundary matches.
- Knee flexion, apparent leg-length interpolation and about 7px grounding details remain. Controlled regeneration is unverified; identical host reproduction does not replace it.
Itemized verification
- Core motion · pass
- Four-second loop, connections and boundaries pass.
- Controlled regeneration · not-tested
- The original generator is retained; controlled regeneration is unverified.
The frozen task is retained. Actual delivery and recorded limitations are shown; public text is a coordinator summary, not the complete source input.
persistent-session · provider-default · accepted-artwork · Requests / complete responses: 67 / 66 Run record
Cumulative persistent-session records; model phase and coordinator acceptance are separate, with unknown usage retained.
Source brief and prompt
协调者概要 / Coordinator summary: 协调者任务概要:鹈鹕骑车动画;按冻结规格检查作品与交付。 Coordinator task summary: Animated cycling pelican Verify the artwork and delivery against the frozen specification. Frozen original task brief bytes SHA-256: e14b37abae213de3292366779afe9a8ec6fb0f68c82c6c8a0f25b7ceac732f09. Frozen case-specification object SHA-256: e14b37abae213de3292366779afe9a8ec6fb0f68c82c6c8a0f25b7ceac732f09. Full source text is not redistributed.
协调者任务概要 / Coordinator task summary: 协调者任务概要:鹈鹕骑车动画;按冻结规格检查作品与交付。 Coordinator task summary: Animated cycling pelican Verify the artwork and delivery against the frozen specification. Full frozen model-input SHA-256: 81c5a7d980cc5a9afa4bed4ccf99dbd8844b42a9e5c5277c206482cb33d76936.
SHA-256: 81c5a7d980cc5a9afa4bed4ccf99dbd8844b42a9e5c5277c206482cb33d76936
Download all creative results and source index
Run settings, usage and full notes
NVIDIA Nemotron 3.5 Super VL · 2026-11-04
Creative-suite-v4 uses the November 4, 2026 Shanghai-date lock: three Blender tasks, four knowledge videos, three static SVGs and one animation. The model authors work through the exact OpenRouter free route in persistent API tool sessions with isolated shell/image tools and tool networking disabled; this is not native Claude Code. The coordinator checks actual files, independent-process measurements and AI visual observations without completing the model artwork.
The known recorded cost subtotal is $0; at least 19 requests have unknown cost, so a complete total is not established. Account-wide spending and coordinator costs are not attributed to this batch.
Artifact acceptance and model-session phase are separate. HTTP422 input-screening rejection and media-screening failure are distinguished without inferring a trigger, unsafe content or false positive, or converting provider rejection into a capability score.
Usage is the known archived subtotal; unknown fields remain null. Input combines uncached input, cache reads and cache creation. Output already includes reasoning, which is not added again. Completed responses exclude error/content_filter stops. Displayed time sums recorded API-request durations only, excluding rendering, waiting and coordination; it is not a speed ranking.
Visual commentary by AI; dimensions and media checks use scripts.
Requests / complete responses: 707 / 687 · Errors / interruptions: 20 / 0
30,532,607 / 870,761 input / output tokens, including cache and thinking
- This small TOKRACE-selected creative suite is not a universal capability ranking.
- An API identifier is not an immutable-checkpoint proof. BF16 reference weights and NVFP4 are distinct; free-endpoint precision is not established.
- Technical checks and AI visual observations are not independent human scoring. No listening or ASR pronunciation review was performed.
- All eleven tasks have explicit states, with missing delivery, failed core quality and acceptance kept separate.
- Official Baseten throughput and domain-post-training conditions are retained; neither is independently reproduced here or measured on this free route.
- Known cost is a subtotal, not a complete bill. Missing cost/tokens are not zero, and account-wide spending is not attributed to this batch.
Official figures and their scope
These NVIDIA figures are separate from our creative results and have not been independently reproduced by TOKRACE. The first concerns Baseten throughput at 100K input tokens; the second concerns additional domain post-training. Neither is a benchmark of this unchanged OpenRouter free endpoint. “Base” in the second figure means before the additional domain training, not an instruction-untuned pretrained model.


Original axes, legends and credits are retained. Rights remain with NVIDIA and the parties credited in the figures.
- NVIDIA release article and figures (October 15, 2026)
- NVIDIA BF16 reference model card
- NVIDIA NVFP4 release model card
- NVIDIA Build NVFP4 endpoint card
- Exact OpenRouter free route
- OpenMDW-1.1 weights license
Model identity and review links · Dots3-Note Preview SVG review


