Universe/Language/Text/ai-sage
Research/nonprofit watchAutomated record

ai-sage

Capital-efficient model reach

Rising signal59.6
Rising rankLonglist
Profile completeness36%
Last public activityAug 27, 2026
01

PUBLIC TRACTION

Usage, audience and developer pull

1.3MHF model downloads35.4K per model
671HF followers1.2K total likes
Not resolvedGitHub starsNot resolved forks
37Model portfolio1 datasets · 0 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/TextRetrieval/EmbeddingsAudio/Speech
Most popular HF repositoryai-sage/Giga-Embeddings-instruct648.1K downloads · 119 likes ↗
Top tasks
sentence-similarity (3), automatic-speech-recognition (2), feature-extraction (2), text-generation (23)
Model sizes
10-30B (14); Unknown (12); 100B+ (7); 3-10B (2); 0.5-3B (1); <0.5B (1)
Base families
Not declared
Libraries
sentence-transformers, 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 ↗
  2. HF datasetDataset published or updated ↗
05

THE NEOLAB STACK

Publicly evidenced tooling

Training
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

VAGO solutions
Signal 58.7 · 29K downloads · 43 stars
Cactus Compute, Inc.
Signal 56.7 · 48.1K downloads · 16.8K stars
TensorBlock
Signal 51.2 · 175K downloads · 1.1K stars
Second State
Signal 68.3 · 370.7K downloads · 8.4K stars
ggml-org
Signal 36.9 · 5.2M downloads · 201.1K 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 ↗

NEOLAB TRACKER PRO

Know when the thesis changes.

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