--- license: cc-by-4.0 pretty_name: Design Anything Results language: - en tags: - design - agents - benchmark size_categories: - n<1K configs: - config_name: all default: true data_files: - split: results path: metadata/runs/*.jsonl - config_name: da-gpt data_files: - split: results path: metadata/runs/da-gpt.jsonl - config_name: da-deepseek data_files: - split: results path: metadata/runs/da-deepseek.jsonl dataset_info: - config_name: all features: - name: systemId dtype: string - name: model dtype: string - name: taskId dtype: string - name: runKey dtype: string - name: runId dtype: string - name: attemptId dtype: string - name: runVerdict dtype: string - name: workflowPath dtype: string - name: workflowUnavailableReason dtype: string - name: nodeCount dtype: int64 - name: edgeCount dtype: int64 - name: manifestPath dtype: string - name: evaluationPath dtype: string - name: sanitizationPath dtype: string - name: manifestSha256Original dtype: string - name: manifestSha256 dtype: string - name: productManifestSha256Original dtype: string - name: workflowSha256Original dtype: string - name: workflowSha256 dtype: string - name: evaluationSha256Original dtype: string - name: evaluationSha256 dtype: string - name: scoredManifestEquivalence dtype: string - name: evaluatorVersion dtype: string - name: rubricVersion dtype: string - name: judge dtype: string - name: taskSetSha dtype: string - name: specSha dtype: string - name: evaluatedAt dtype: string - name: delivered dtype: int64 - name: expected dtype: int64 - name: constraintsPassed dtype: int64 - name: constraintsApplicable dtype: int64 - name: designQuality dtype: string - name: postRunPatched dtype: bool - name: replacedEarlierAttempt dtype: bool - name: operatorRepair dtype: bool - name: endpoint dtype: string - name: slots list: - name: slotId dtype: string - name: delivered list: string - name: representative dtype: string - name: outputs list: - name: file dtype: string - name: role dtype: string - name: source dtype: string - name: contentType dtype: string - name: bytes dtype: int64 - name: sha256 dtype: string - name: path dtype: string - name: inputs list: - name: file dtype: string - name: sha256 dtype: string - name: bytes dtype: int64 - name: contentType dtype: string - name: path dtype: string - name: inputLicenses list: string - config_name: da-gpt features: - name: systemId dtype: string - name: model dtype: string - name: taskId dtype: string - name: runKey dtype: string - name: runId dtype: string - name: attemptId dtype: string - name: runVerdict dtype: string - name: workflowPath dtype: string - name: workflowUnavailableReason dtype: string - name: nodeCount dtype: int64 - name: edgeCount dtype: int64 - name: manifestPath dtype: string - name: evaluationPath dtype: string - name: sanitizationPath dtype: string - name: manifestSha256Original dtype: string - name: manifestSha256 dtype: string - name: productManifestSha256Original dtype: string - name: workflowSha256Original dtype: string - name: workflowSha256 dtype: string - name: evaluationSha256Original dtype: string - name: evaluationSha256 dtype: string - name: scoredManifestEquivalence dtype: string - name: evaluatorVersion dtype: string - name: rubricVersion dtype: string - name: judge dtype: string - name: taskSetSha dtype: string - name: specSha dtype: string - name: evaluatedAt dtype: string - name: delivered dtype: int64 - name: expected dtype: int64 - name: constraintsPassed dtype: int64 - name: constraintsApplicable dtype: int64 - name: designQuality dtype: string - name: postRunPatched dtype: bool - name: replacedEarlierAttempt dtype: bool - name: operatorRepair dtype: bool - name: endpoint dtype: string - name: slots list: - name: slotId dtype: string - name: delivered list: string - name: representative dtype: string - name: outputs list: - name: file dtype: string - name: role dtype: string - name: source dtype: string - name: contentType dtype: string - name: bytes dtype: int64 - name: sha256 dtype: string - name: path dtype: string - name: inputs list: - name: file dtype: string - name: sha256 dtype: string - name: bytes dtype: int64 - name: contentType dtype: string - name: path dtype: string - name: inputLicenses list: string - config_name: da-deepseek features: - name: systemId dtype: string - name: model dtype: string - name: taskId dtype: string - name: runKey dtype: string - name: runId dtype: string - name: attemptId dtype: string - name: runVerdict dtype: string - name: workflowPath dtype: string - name: workflowUnavailableReason dtype: string - name: nodeCount dtype: int64 - name: edgeCount dtype: int64 - name: manifestPath dtype: string - name: evaluationPath dtype: string - name: sanitizationPath dtype: string - name: manifestSha256Original dtype: string - name: manifestSha256 dtype: string - name: productManifestSha256Original dtype: string - name: workflowSha256Original dtype: string - name: workflowSha256 dtype: string - name: evaluationSha256Original dtype: string - name: evaluationSha256 dtype: string - name: scoredManifestEquivalence dtype: string - name: evaluatorVersion dtype: string - name: rubricVersion dtype: string - name: judge dtype: string - name: taskSetSha dtype: string - name: specSha dtype: string - name: evaluatedAt dtype: string - name: delivered dtype: int64 - name: expected dtype: int64 - name: constraintsPassed dtype: int64 - name: constraintsApplicable dtype: int64 - name: designQuality dtype: string - name: postRunPatched dtype: bool - name: replacedEarlierAttempt dtype: bool - name: operatorRepair dtype: bool - name: endpoint dtype: string - name: slots list: - name: slotId dtype: string - name: delivered list: string - name: representative dtype: string - name: outputs list: - name: file dtype: string - name: role dtype: string - name: source dtype: string - name: contentType dtype: string - name: bytes dtype: int64 - name: sha256 dtype: string - name: path dtype: string - name: inputs list: - name: file dtype: string - name: sha256 dtype: string - name: bytes dtype: int64 - name: contentType dtype: string - name: path dtype: string - name: inputLicenses list: string --- # Design Anything Results The final outputs of **Design Anything** on all 228 tasks of the Design Anything benchmark (corpus v0.6), with two language models: | `systemId` | Language model | Runs | | --- | --- | ---: | | `da-gpt` | GPT-5.6 Sol High | 228 | | `da-deepseek` | DeepSeek V4.1 Flash High | 228 | For every run this dataset holds the deliverables the agent produced, the canvas (the node graph the agent built), the export manifest and the official evaluation (evaluator v1.18). Results of the baseline systems in the paper are not included. Related material: - Task briefs, scoring specifications, the evaluation protocol and the evaluator source: https://github.com/Gemus-AI/DesignAnything - The input images the tasks provide: https://huggingface.co/datasets/Gemus-AI/DesignAnything-Bench ## Contents | Content | Files | Size | | --- | ---: | ---: | | Deliverables (`blobs/`) | 6,805 | 18.94 GB | | Canvas preview images (`blobs/`) | 5,418 | 0.25 GB | | Canvas snapshots (`workflow.json`) | 455 | 0.13 GB | | Export manifests (`manifest.json`) | 456 | 0.03 GB | | Evaluations (`evaluation.json`) | 456 | 0.16 GB | | Sanitization records (`sanitization.json`) | 456 | 0.01 GB | ```text metadata/runs/da-gpt.jsonl one row per run (the dataset viewer shows these) metadata/runs/da-deepseek.jsonl runs///manifest.json export manifest (the copy the evaluator scored), sanitized runs///workflow.json canvas snapshot, sanitized runs///evaluation.json official evaluation, sanitized runs///sanitization.json what was changed, by JSON path blobs/sha256//. deliverables and canvas preview images, byte-identical CHECKSUMS.sha256 SHA-256 of every other file ``` There is a single split, `results`. The rows are not a train/test split; filter on `systemId` to compare the two models. ### Row fields (`metadata/runs/*.jsonl`) - Identity: `systemId`, `model`, `taskId`, `runKey`, `runId`, `attemptId`, `runVerdict`. - Files of the run: `manifestPath`, `workflowPath` (null when the run has no canvas, with `workflowUnavailableReason`), `evaluationPath`, `sanitizationPath`, `nodeCount`, `edgeCount`. - Digests: `manifestSha256Original` / `manifestSha256`, `workflowSha256Original` / `workflowSha256`, `evaluationSha256Original` / `evaluationSha256` (before and after sanitization), and `productManifestSha256Original` (the manifest inside the run's own export, which the canvas belongs to). - Evaluation: `evaluatorVersion`, `rubricVersion`, `judge`, `taskSetSha`, `specSha`, `evaluatedAt`, `delivered`, `expected`, `constraintsPassed`, `constraintsApplicable`, `designQuality`, `scoredManifestEquivalence`. - How the run was produced: `postRunPatched`, `replacedEarlierAttempt`, `operatorRepair`, `endpoint`. - `slots`: per deliverable slot, the deliverables the evaluator assigned to it and the representative one (paths into `blobs/`). - `outputs`: every non-input file the export manifest lists (deliverables, canvas previews, page renders) with its role, size and SHA-256; page renders and previews not referenced by a final canvas have no `sha256` / `path` because they are not included. - `inputs`: the input images the run received, as `../DesignAnything-Bench/blobs/...` paths; `inputLicenses` lists their licenses. Paths such as `blobs/sha256/...` inside the JSON files are relative to the Results dataset root. Input image paths are relative links into `../DesignAnything-Bench/blobs/...`; download both datasets to adjacent directories with these names. These links do not depend on a mutable Hub branch. The `file` names in `outputs`, in `manifest.json` and in `evaluation.json` are the original export names; `outputs[].path` maps included files to `blobs/`. Canvas `assets[].file` is also rewritten to its dataset path. This preserves references for audit; it is not an importable Gemus workflow or a standalone HTML site. ## Verifying files Every file under `blobs/` is named after the SHA-256 of its bytes. `CHECKSUMS.sha256` lists all files except itself; after downloading a fixed revision, run `sha256sum -c CHECKSUMS.sha256` in the dataset root. The evaluation records the digest of the manifest it scored (`requirements.manifestSha`). It equals `manifestSha256Original` in the run's row, not the digest of the sanitized `manifest.json`. ## Sanitization The three JSON files of each run were produced on a local benchmark machine. Before publication they were rewritten with rule set `da-hf-sanitize-1`; deliverables, preview images and input images were **not** modified. | Rule | What it replaces | Replacement | | --- | --- | --- | | `object-url` | addresses of the local object store used during the runs | the object's path in this dataset (`blobs/...`), or a relative path into the adjacent Bench directory for input images; unmapped objects use `` | | `object-key` | bare object-store keys | the same paths | | `local-path` | local file paths in evaluator messages | `` | | `asset-file` | canvas asset file names | the corresponding dataset path | | `session-id` | `sessionId` in the export manifest (an internal database id) | `` | | Rule | Replacements | | --- | ---: | | `object-url` | 47,342 | | `object-key` | 24,583 | | `local-path` | 1,089 | | `session-id` | 456 | | `asset-file` | 13,113 | `sanitization.json` lists every changed JSON path, per file, with the rule and the number of replacements; it does not record the original text. The sanitized files are re-serialized with two-space indentation, so number formatting and escapes may differ from the originals while the content is the same apart from the listed changes. ## Known gaps and caveats - **Runs without a canvas**: `da-deepseek/bench-da-story-base-a-n24`. The run was resumed after an interruption, and the resumed export did not include a canvas. Its deliverables and evaluation are included; the canvas taken before the resume is not, because it does not contain the deliverables added by the resume. - **36 `da-gpt` runs are `manifest-equivalent`**: the manifest the evaluator scored and the manifest in the run's export differ only in `exportedAt`. The dataset uses the scored manifest, while the canvas belongs to the product export. Their `exportedAt` values therefore differ on these 36 runs. They are not marked `identical`. - **Design quality is available for six evaluations.** The corrected Book A evaluations include M3 results; the other 450 evaluations remain `not-run`. Detailed M3 results and judge identity are retained in `evaluation.json`. This dataset does not fill missing values from the paper's aggregate design-quality columns. - **Book A evaluations were corrected.** The six runs for `bench-da-book-base-a-n06/n14/n24` use the 25 September 2026 rescoring against the astronomical-prints brief received by both Design Anything configurations. Other evaluations retain their original corpus identity. See the GitHub repository's corpus-version information and `benchmark/KNOWN_ISSUES.md`. - **Page renders are not included.** For slide decks the evaluator looked at page images rendered at export time; evaluations still name those files. The fonts and support files used for that rendering are not included either, so re-rendering the HTML deliverables will not necessarily reproduce what the evaluator saw. - **One deck has a dead local link**: an HTML deliverable of `da-deepseek/bench-da-fashion-material-01` contains a link to the local object store used during the run. The deliverable is kept byte-identical; the link does not resolve. - **Relative links inside HTML deliverables** point at the layout of the original export (`../inputs/...`, `../support/...`) and do not resolve inside this dataset. - **The two systems were run and scored under different conditions**: some runs had missing deliverables re-generated after the run (`postRunPatched`), and some runs replace an earlier failed attempt (`replacedEarlierAttempt`); `da-gpt` made videos with Seedance 2.0 and `da-deepseek` with MiniMax-H3; scoring ran on two machines whose judge caches were not shared. | `systemId` | `postRunPatched` | `replacedEarlierAttempt` | `operatorRepair` | | --- | ---: | ---: | ---: | | `da-deepseek` | 1 | 5 | 0 | | `da-gpt` | 50 | 59 | 2 | ## License CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/), The Design Anything Authors, to the extent the authors hold rights in the material. Many deliverables were generated by AI models. Input images are not part of this dataset; each keeps its own license in the Bench dataset. Where a run received a CC BY-SA or Open Government Licence – Toronto input image (`inputLicenses` contains `CC-BY-SA` or `OGL-Toronto-1.0`), a deliverable that adapts that image may also be subject to that license and its attribution requirement. The license grants no trademark rights; some briefs name real products or brands. To report a problem with any file, or to request its removal, open a discussion on this dataset page. ## Citation Please cite the Design Anything paper: https://arxiv.org/abs/2610.24771. Citation details are on the project page: https://designanything.gemus.ai