Validator-gated fine-tuning for small text, vision, and vision-language models: one model.yml drives prepare, train, evaluate, export, serve. Local-first (Apple Silicon), edge/vLLM-servable.

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apple-silicon cli edge-ai fine-tuning llm lora machine-learning mlops onnx peft plugins python pytorch qlora sft small-language-models synthetic-data training transformers vlm
5 Open Issues Need Help Last updated: Jul 22, 2026

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documentation good first issue

Validator-gated fine-tuning for small text, vision, and vision-language models: one model.yml drives prepare, train, evaluate, export, serve. Local-first (Apple Silicon), edge/vLLM-servable.

Python
#apple-silicon#cli#edge-ai#fine-tuning#llm#lora#machine-learning#mlops#onnx#peft#plugins#python#pytorch#qlora#sft#small-language-models#synthetic-data#training#transformers#vlm
documentation good first issue

Validator-gated fine-tuning for small text, vision, and vision-language models: one model.yml drives prepare, train, evaluate, export, serve. Local-first (Apple Silicon), edge/vLLM-servable.

Python
#apple-silicon#cli#edge-ai#fine-tuning#llm#lora#machine-learning#mlops#onnx#peft#plugins#python#pytorch#qlora#sft#small-language-models#synthetic-data#training#transformers#vlm
good first issue

Validator-gated fine-tuning for small text, vision, and vision-language models: one model.yml drives prepare, train, evaluate, export, serve. Local-first (Apple Silicon), edge/vLLM-servable.

Python
#apple-silicon#cli#edge-ai#fine-tuning#llm#lora#machine-learning#mlops#onnx#peft#plugins#python#pytorch#qlora#sft#small-language-models#synthetic-data#training#transformers#vlm
enhancement good first issue

Validator-gated fine-tuning for small text, vision, and vision-language models: one model.yml drives prepare, train, evaluate, export, serve. Local-first (Apple Silicon), edge/vLLM-servable.

Python
#apple-silicon#cli#edge-ai#fine-tuning#llm#lora#machine-learning#mlops#onnx#peft#plugins#python#pytorch#qlora#sft#small-language-models#synthetic-data#training#transformers#vlm
help wanted good first issue

Validator-gated fine-tuning for small text, vision, and vision-language models: one model.yml drives prepare, train, evaluate, export, serve. Local-first (Apple Silicon), edge/vLLM-servable.

Python
#apple-silicon#cli#edge-ai#fine-tuning#llm#lora#machine-learning#mlops#onnx#peft#plugins#python#pytorch#qlora#sft#small-language-models#synthetic-data#training#transformers#vlm