Universe/Vision/Image/Large Model Systems Organization
OSS/community watchAutomated record

Large Model Systems Organization

High-impact specialist publisher

Rising signal44.6
Rising rankLonglist
Profile completeness43%
Last public activityAug 28, 2026
01

PUBLIC TRACTION

Usage, audience and developer pull

448.6KHF model downloads8.2K per model
950HF followers5.7K total likes
45.4KGitHub stars5.4K forks
55Model portfolio4 datasets · 1 Spaces

WHY IT IS ON THE RADAR

High-impact specialist publisher

  • Shipping now
02

MODEL FOOTPRINT

What it publishes

Vision/ImageLanguage/Text
Most popular HF repositorylmsys/DeepSeek-R1-NextN123K downloads · 5 likes ↗
Top tasks
text-generation (1), text-to-image (2), image-to-image (2)
Model sizes
Unknown (34); 0.5-3B (10); <0.5B (5); 10-30B (4); 100B+ (1); 3-10B (1)
Base families
FLUX, Qwen
Libraries
transformers, sglang
03

DEVELOPER ACTIVITY

How it ships

Original repositories5
Forked repositoriesNot verified
Pushed in 90 days1
Archived share20%
Most-starred repositorylm-sys/FastChat39.5K stars · 4.8K forks ↗
Languages
Python, JavaScript
Topics
Not detected
Latest release
lm-sys/lm-sys.github.io · Nov 6, 2025
04

ACTIVITY TIMELINE

Latest observed moves

  1. GitHub pushRepository activity ↗
  2. HF modelModel published or updated ↗
  3. GitHub releaseRelease test ↗
  4. HF datasetDataset published or updated ↗
  5. HF SpaceSpace published or updated ↗
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

UCSC-VLAA
Signal 64.6 · 10.5K downloads · 4.3K stars
Depth Aything
Signal 44.3 · 3M downloads · Not resolved stars
Ultralytics
Signal 45.8 · 34.8K downloads · 137.5K stars
Open Food Facts
Signal 42.7 · 694 downloads · 6.9K stars
Neta.art
Signal 42.1 · 4.7K downloads · 1.8K stars

INVESTOR DILIGENCE

Validate repeat users, benchmark delta, data advantage, distribution channel, and financing need.

  • HF member count is only a public-profile proxy
  • Low declared-task coverage

MISSING FROM THIS RECORD

websiteheadquartersfoundedYearfoundersOrLeadershipemployeeCountfundingbusinessModelproducts

Completeness: 6 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.

Hugging Face organizationObserved 2026-09-03 ↗GitHub organization APIObserved 2026-09-03 ↗

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.

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