01
PUBLIC TRACTION
Usage, audience and developer pull
627.8KHF model downloads13.4K per model
678HF followers2.4K total likes
487GitHub stars44 forks
47Model portfolio2 datasets · 2 Spaces
WHY IT IS ON THE RADAR
Capital-efficient model reach
- High reach per model
- Shipping now
- Multi-modality surface
02
MODEL FOOTPRINT
What it publishes
Language/TextMultimodalVision/ImageRetrieval/Embeddings
Most popular HF repositorynumind/NuMarkdown-8B-Thinking360.2K downloads · 491 likes ↗
- Top tasks
- image-to-text (5), token-classification (8), image-text-to-text (11), feature-extraction (2), text-generation (7)
- Model sizes
- 3-10B (20); Unknown (15); <0.5B (8); 0.5-3B (4)
- Base families
- Qwen, Phi
- Libraries
- transformers, gliner, mlx
03
DEVELOPER ACTIVITY
How it ships
Original repositories3
Forked repositoriesNot verified
Pushed in 90 days2
Archived share0%
Most-starred repositorynumindai/nuextract254 stars · 23 forks ↗
- Languages
- Jupyter Notebook, Python
- Topics
- information-extraction, llm, llm-inference, llm-training, machine-learning, nlp
- Latest release
- numindai/nuextract-platform-sdk · Aug 19, 2026
04
ACTIVITY TIMELINE
Latest observed moves
- HF modelModel published or updated ↗
- GitHub pushRepository activity ↗
- GitHub releaseRelease v0.3.2 ↗
- HF SpaceSpace published or updated ↗
- HF datasetDataset published or updated ↗
05
THE NEOLAB STACK
Publicly evidenced tooling
- Training
- MLX, Transformers
- Compute
- Not disclosed
- Hardware
- Not disclosed
- Tracking
- Not disclosed
- Bottlenecks
- Licensing / rights, Evaluation
“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
Second State
Cactus Compute, Inc.
VAGO solutions
GSAI-ML
MiniMaxINVESTOR DILIGENCE
Confirm the team and compute inputs behind reach per model; benchmark quality versus the base family.
- 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.