01
PUBLIC TRACTION
Usage, audience and developer pull
5.2MHF model downloads26.2K per model
2.8KHF followers4.6K total likes
201.1KGitHub stars31K forks
197Model portfolio1 datasets · 5 Spaces
WHY IT IS ON THE RADAR
Multimodal platform option
- High reach per model
- Shipping now
- GitHub momentum
02
MODEL FOOTPRINT
What it publishes
Language/TextMultimodalRetrieval/EmbeddingsAudio/Speech
Most popular HF repositoryggml-org/Qwen3.8-27B-GGUF956.4K downloads · 70 likes ↗
- Top tasks
- image-text-to-text (25), text-generation (34), any-to-any (9), text-ranking (2), text-to-speech (1), sentence-similarity (2)
- Model sizes
- Unknown (196); <0.5B (1)
- Base families
- Qwen, Gemma, DeepSeek, Llama, BERT, Phi, Mistral
- Libraries
- transformers, gguf, sentence-transformers, peft
03
DEVELOPER ACTIVITY
How it ships
Original repositories20
Forked repositories6
Pushed in 90 days18
Archived share4%
Most-starred repositoryggml-org/llama.cpp126.8K stars · 22.7K forks ↗
- Languages
- Shell, C++, TypeScript, Python, Rust, Swift, C#
- Topics
- llama, llama-cpp, copilot, developer-tool, llm, gguf, machine-learning, ai, llms, macos
- Latest release
- ggml-org/llama.cpp · Sep 3, 2026
04
ACTIVITY TIMELINE
Latest observed moves
- GitHub releaseRelease b10772 ↗
- GitHub pushRepository activity ↗
- HF modelModel published or updated ↗
- HF SpaceSpace published or updated ↗
- HF datasetDataset published or updated ↗
05
THE NEOLAB STACK
Publicly evidenced tooling
- Training
- PEFT, Transformers
- Compute
- Not disclosed
- Hardware
- Not disclosed
- Tracking
- Not disclosed
- Bottlenecks
- Licensing / rights
“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
TensorBlock
Cactus Compute, Inc.
VAGO solutions
Second State
Swiss AI InitiativeINVESTOR DILIGENCE
Identify the wedge with real user pull and separate platform breadth from unfocused experimentation.
- 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.