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Open models trained from scratch: new architectures, data efficiency and fast local inference.

Recent Activity

GiuliannoV  submitted a paper about 17 hours ago
Think Twice: The Metis-1.6 Technical Report
GiuliannoV  updated a Space 1 day ago
Lernex/README
GiuliannoV  published a model 1 day ago
Lernex/Metis-1.6-Logos-NVFP4
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Lernex

Metis-1.6

Two open reasoning models that run every token through the same layers twice. Apache 2.0.

Pick the build for your machine

pip install dromos
dromos run praxis

Dromos is the inference engine written for Metis, for NVIDIA, Apple silicon and CPUs. dromos doctor shows what fits your machine.

MacApple silicon, MLX Praxis 4-bit2.0 GB Logos 4-bit6.6 GB
NVIDIA BlackwellRTX 50, B200 · NVFP4 Praxis NVFP42.0 GB Logos NVFP46.6 GB
NVIDIA Ada, HopperRTX 40, H100 · FP8 Praxis FP83.5 GB Logos FP811.2 GB
Full precisionBF16, the reference weights Praxis BF166.2 GB Logos BF1620.8 GB
llama.cppGGUF · support merging upstream Praxis Q4_K_M2.0 GB Logos Q4_K_M6.7 GB
Fine-tuningthe pretrained base models Praxis Base6.2 GB Logos Base20.8 GB

Serving with your own stack: pip install vllm-metis or pip install sglang-metis.

Lernex

Learning that learns you. Lessons, practice and a tutor shaped around what you know, what you missed and what made it click.

lernex.com

Metis 1.3 to 1.5

The releases before 1.6, still open with their cards and benchmarks.

datasets 0

None public yet