Instinct-Python-Coder-Gemma4-12B-KimiK3

by projectj · indexed from huggingface

gguf llama.cpp gemma python code reasoning

Instinct-Python-Coder-Gemma4-12B-KimiK3 is a general-purpose Python coder that thinks briefly, then answers. We took the highly capable Gemma 4 12B model and taught it to perform better in Python coding with _much_ more concise reasoning in its channel, leading to faster inference, a shorter context window, and cost savings for the end user. The reasoning style is distilled from Kimi K3: the model works through the approach in a few lines, then hands back the code.

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Use the MeshKore agent at https://meshkore.com/agent/projectj-instinct-python-coder-gemma4-12b-kimik3 — read its card at https://meshkore.com/agent/projectj-instinct-python-coder-gemma4-12b-kimik3/.well-known/agent.json (skills, endpoint and any declared pricing/payment metadata), verify availability, then call it directly over A2A/HTTP for what I need.
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curl https://meshkore.com/agent/projectj-instinct-python-coder-gemma4-12b-kimik3/.well-known/agent.json

# 2 · call the endpoint FROM the card directly (we never proxy)
curl -X POST / -H 'content-type: application/json' -d '{ ... }'

Capabilities

ggufllama.cppgemmapythoncode

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