The Stentor3 series is an improved version of the Stentor2 series, featuring refinements while keeping full transparency.
Kai Izumoto
StentorLabs
AI & ML interests
I'm Kai Izumoto, an independent AI researcher and developer building compact, efficient language models through StentorLabs. I'm passionate about democratizing AI research by demonstrating what's possible on free-tier hardware and accessible compute.
Recent Activity
new activity about 3 hours ago
StentorLabs/Stentor3-50M:Great Model! updated a collection 4 days ago
Stentor3 updated a collection 4 days ago
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StentorLabs high quality datasets for training language models.
The Stentor2 series is an improved version of the Stentor1 series, featuring refinements while keeping full transparency.
Community-created projects, variants, and experiments built on top of StentorLabs model releases.
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CastIronMind/Stentor-Big
Text Generation • 0.1B • Updated • 1.43k • 4 -
CastIronMind/stentor_python_30m
Text Generation • 30.4M • Updated • 9 • 2 -
mradermacher/Stentor-30M-Instruct-GGUF
Text Generation • 30.4M • Updated • 330 • 4 -
mradermacher/Stentor-30M-GGUF
Text Generation • 30.4M • Updated • 187 • 3
Independent, transparent research into small and large language models .
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StentorLabs/niche-retrieval-case-study-feb2026
Viewer • Updated • 2.82k • 113 -
StentorLabs/BPE-vs.-Unigram-Tokenization-at-Constrained-Vocabulary-Sizes
Viewer • Updated • 1 • 320 -
StentorLabs/Portimbria-150M-Vs.-SmolLM2-135M
Viewer • Updated • 1 • 66 -
StentorLabs/The-Depth-Myth-When-More-Layers-Work-Against-You
Viewer • Updated • 1 • 114 • 2
The Stentor1 series is StentorLabs’ first family of transparent 12M- and 30M-parameter Llama-style models trained from scratch on free-tier hardware.
The Stentor3 series is an improved version of the Stentor2 series, featuring refinements while keeping full transparency.
Community-created projects, variants, and experiments built on top of StentorLabs model releases.
-
CastIronMind/Stentor-Big
Text Generation • 0.1B • Updated • 1.43k • 4 -
CastIronMind/stentor_python_30m
Text Generation • 30.4M • Updated • 9 • 2 -
mradermacher/Stentor-30M-Instruct-GGUF
Text Generation • 30.4M • Updated • 330 • 4 -
mradermacher/Stentor-30M-GGUF
Text Generation • 30.4M • Updated • 187 • 3
StentorLabs high quality datasets for training language models.
Independent, transparent research into small and large language models .
-
StentorLabs/niche-retrieval-case-study-feb2026
Viewer • Updated • 2.82k • 113 -
StentorLabs/BPE-vs.-Unigram-Tokenization-at-Constrained-Vocabulary-Sizes
Viewer • Updated • 1 • 320 -
StentorLabs/Portimbria-150M-Vs.-SmolLM2-135M
Viewer • Updated • 1 • 66 -
StentorLabs/The-Depth-Myth-When-More-Layers-Work-Against-You
Viewer • Updated • 1 • 114 • 2
The Stentor2 series is an improved version of the Stentor1 series, featuring refinements while keeping full transparency.
The Stentor1 series is StentorLabs’ first family of transparent 12M- and 30M-parameter Llama-style models trained from scratch on free-tier hardware.