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Inkling and the new era of open-weights customization
machine learning Jul 16, 2026 7 min read

Inkling and the new era of open-weights customization

Inkling is a multimodal open-weights MoE model (975B total, 41B active) built for customization: up to 1M-token context, controllable thinking effort, and fine-tuning via Tinker (LoRA). The release also demonstrates a self-finetuning loop that defines an objective, trains, evaluates, and swaps weights.

by ahsan
#fine-tuning #inkling #llm systems #moe #tinker

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