01
PUBLIC TRACTION
Usage, audience and developer pull
10.5KHF model downloads116.5 per model
173HF followers907 total likes
4.3KGitHub stars308 forks
90Model portfolio38 datasets · 0 Spaces
WHY IT IS ON THE RADAR
Developer distribution advantage
- Usage outruns audience
- Shipping now
- Multi-modality surface
02
MODEL FOOTPRINT
What it publishes
Vision/ImageMultimodalLanguage/Text
Most popular HF repositoryUCSC-VLAA/gpt-edit-simpler18.2K downloads · 13 likes ↗
- Top tasks
- text-generation (1), zero-shot-image-classification (8), question-answering (5), image-text-to-text (22), image-feature-extraction (26), image-to-image (2)
- Model sizes
- Unknown (55); 3-10B (25); 30-100B (4); 0.5-3B (3); 10-30B (2); <0.5B (1)
- Base families
- Qwen
- Libraries
- transformers, open_clip, diffusers, OpenCLIP, openclip
03
DEVELOPER ACTIVITY
How it ships
Original repositories45
Forked repositoriesNot verified
Pushed in 90 days4
Archived share0%
Most-starred repositoryUCSC-VLAA/story-iter960 stars · 131 forks ↗
- Languages
- Python, Jupyter Notebook, JavaScript, Shell
- Topics
- llm, safety, foundation-models, multimodal-learning, reasoning, contrastive-learning, pytorch, zero-shot-classification, r1, benchmark
- Latest release
- UCSC-VLAA/VLAA-GUI · Apr 23, 2026
04
ACTIVITY TIMELINE
Latest observed moves
- HF datasetDataset published or updated ↗
- GitHub pushRepository activity ↗
- HF modelModel published or updated ↗
- GitHub releaseRelease v1.1.1 ↗
05
THE NEOLAB STACK
Publicly evidenced tooling
- Training
- Diffusers, Transformers
- Compute
- Not disclosed
- Hardware
- Not disclosed
- Tracking
- Not disclosed
- Bottlenecks
- Not disclosed
“Not disclosed” means no evidence was found in the sampled public metadata or top model card—not that the lab does not use the tool.
06
COMPARABLE LABS
Nearest modality peers
IDEA-Research
joyfox
Large Model Systems Organization
Segmind
Pruna AIINVESTOR DILIGENCE
Validate developer-to-model conversion, enterprise usage, and repeat adoption.
- HF member count is only a public-profile proxy
MISSING FROM THIS RECORD
headquartersfoundedYearfoundersOrLeadershipemployeeCountfundingbusinessModelproducts
Completeness: 7 of 14 tracked field groups. Unknowns are explicit so an analyst can close them.
DATA PROVENANCE
Every claim should be auditable.
Platform counters are a point-in-time public snapshot. Editorial facts are only promoted after source review.
NEOLAB TRACKER PRO
Know when the thesis changes.
Weekly deltas, funding and team alerts, portfolio watchlists, CSV exports and an analyst-ready API turn a static profile into a sourcing system.