01
PUBLIC TRACTION
Usage, audience and developer pull
18.4KHF model downloads2.6K per model
231HF followers1.7K total likes
5.3KGitHub stars427 forks
7Model portfolio2 datasets · 0 Spaces
WHY IT IS ON THE RADAR
Developer distribution advantage
- Usage outruns audience
- Shipping now
- GitHub momentum
02
MODEL FOOTPRINT
What it publishes
Language/Text
Most popular HF repositorydefog/sqlcoder-7b-213.5K downloads · 441 likes ↗
- Top tasks
- text-generation (7)
- Model sizes
- Unknown (4); 3-10B (2); 30-100B (1)
- Base families
- Not declared
- Libraries
- transformers
03
DEVELOPER ACTIVITY
How it ships
Original repositories28
Forked repositories2
Pushed in 90 days5
Archived share17%
Most-starred repositorydefog-ai/sqlcoder4K stars · 276 forks ↗
- Languages
- Python, JavaScript, Jupyter Notebook, TypeScript, Vue
- Topics
- Not detected
- Latest release
- defog-ai/defog · Jun 20, 2025
04
ACTIVITY TIMELINE
Latest observed moves
- GitHub pushRepository activity ↗
- GitHub releaseRelease v1.0.0 ↗
- HF modelModel published or updated ↗
- HF datasetDataset published or updated ↗
05
THE NEOLAB STACK
Publicly evidenced tooling
- Training
- 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
MiniMax
DICTA: The Israel Center for Text Analysis
GSAI-ML
Abacus.AI, Inc.
ai-sageINVESTOR DILIGENCE
Validate developer-to-model conversion, enterprise usage, and repeat adoption.
- HF member count is only a public-profile proxy
MISSING FROM THIS RECORD
foundedYearfoundersOrLeadershipemployeeCountfundingbusinessModelproducts
Completeness: 8 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.