Uwaga: ten wariant admin uzywa tych samych wag co gemma4-e4b-claude-coder-GGUF, rozni sie wylacznie kontekstem (num_ctx=32768). Pobierz GGUF z repo e4b i uzyj zalaczonego Modelfile.
The idea
The whole point of this family is to run Claude Code on small, popular, consumer-grade hardware. No datacenter GPU, no cloud bill — just an everyday Mac Mini (or similar 16 GB machine) acting as a fully local, agentic coding assistant. These models make that practical: light enough to fit, smart enough to drive real tool-calling agent loops.
In a time of RAM shortages and the big tech giants tightening usage limits and quotas, owning a capable agent that runs entirely on your own modest hardware stops being a hobby and becomes leverage: no rate limits, no surprise pricing, no dependency on someone else's quota.