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Today, we are introducing Inkling. Inkling reasons efficiently across text, image, and audio modalities. We are making the full weights available. https://lnkd.in/gY4NvS5h Available today for fine-tuning on Tinker. Play with it in the Inkling Playground. Cost and latency are important in real-world use cases. Inkling's continuous thinking effort lets you pick your point on the cost/performance curve - reaching the same score with a fraction of the tokens. Inkling natively understands and reasons across text, audio, and images. It’s strong on audio in particular, ranking among the strongest open-weights models on VoiceBench, MMAU, and AudioMC. We’re grateful to our partners for their day-0 support across the open-source ecosystem: NVIDIA, Together AI, Fireworks AI, Databricks, Unsloth AI, Modal, Baseten, LightSeek Foundation, Inferact on VLLM, RadixArk on SGLang. Inkling is the first in a family. We’ve included some details of Inkling-Small, a lighter-weight model trained on a similar recipe, with full weights to follow. We hope you enjoy Inkling, and as always we’re keen to see what you build.