Universe/Language/Text/QuantTrio
OSS/community watchAutomated record

QuantTrio

Capital-efficient model reach

Rising signal53.2
Rising rankLonglist
Profile completeness36%
Last public activityAug 10, 2026
01

PUBLIC TRACTION

Usage, audience and developer pull

5.7MHF model downloads65.2K per model
433HF followers733 total likes
Not resolvedGitHub starsNot resolved forks
87Model portfolio0 datasets · 0 Spaces

WHY IT IS ON THE RADAR

Capital-efficient model reach

  • High reach per model
02

MODEL FOOTPRINT

What it publishes

Language/TextMultimodal
Most popular HF repositoryQuantTrio/Qwen3-VL-30B-A3B-Instruct-AWQ1.5M downloads · 45 likes ↗
Top tasks
text-generation (66), image-text-to-text (21)
Model sizes
100B+ (34); 30-100B (31); 10-30B (14); 3-10B (5); Unknown (2); 0.5-3B (1)
Base families
Qwen, DeepSeek, Gemma
Libraries
transformers
03

DEVELOPER ACTIVITY

How it ships

GitHub identity not resolved

This record is excluded from serious GitHub comparison until the organization match is verified.

04

ACTIVITY TIMELINE

Latest observed moves

  1. HF modelModel 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

LM Studio Community
Signal 53.1 · 40.1M downloads · 10.9K stars
SupraLabs
Signal 52.3 · 25.9K downloads · Not resolved stars
Quixi AI
Signal 52.2 · 56.5K downloads · 3.7K stars
Trillion Labs
Signal 54.2 · 5.8K downloads · 133 stars
Atomic Chat
Signal 51.4 · 1M downloads · 4.8K stars

INVESTOR 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
  • GitHub identity unresolved or absent

MISSING FROM THIS RECORD

websiteheadquartersfoundedYearfoundersOrLeadershipemployeeCountfundingbusinessModelproductsgithubTraction

Completeness: 5 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 ↗

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