An 11.4 MB open-weight decision model: the System-1 for devices
Decision modelsRelated articles
A Model Without a GPU: When the CPU Is Actually Enough
In 2026, CPU-only inference is no longer a fallback: when it genuinely works, what speed to expect, and which levers to pull to squeeze the most out of your processor.
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.
KV cache: why your RAM needs more than just the model
What the KV cache is, the formula to calculate it with real numbers from Llama 3.1 8B and Qwen3 8B, and the three levers to manage it: context, quantization and flash attention.
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