Training recipe revealed: 2T-token multimodal pretraining with GRPO specialist distillation

smolix · x · 2026-11-06

A disclosed recipe for a full-modality LLM: continued pretraining of a text LLM on 2T tokens spanning text, audio and video; post-training with GRPO RL specialists for conversation, timing, delegation and task completion, distilled on-policy into a single student; plus a self-improvement loop running in noisy simulated chats. Write-up and technical details are linked.

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