Jev in the Wild: data-driven analysis of Jev decision models in the wild
Decision modelsRelated articles
Decision models in local: JEV-35B and the 3B-active System 1
You don't need a big LLM to decide. JEV-35B (35B, 3B active) in NVFP4 on a 32GB GPU and ej (11.4MB) on CPU show how to do routing, classification and quality control without generating a single token.
GGUF: The Format That Keeps Models on Your Hardware
We open the box: what's really inside a .gguf file, why it's a single file, how to read the filename, and how to pick the size for your VRAM, with the real sizes of an 8B model.
How to Choose Your First Local AI Model
The three criteria for picking your first model: use case, memory (with the exact formula) and context. Recommended models for 8, 16 and 24 GB, and your first model in two commands.
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