# Explicitly set to None so hf_config_to_provider_kwargs skips them. # Qwen3-Next is not an MLA model and not a DeepSeek-style MoE / MTP model.

𝗬𝗼𝘂 𝘄𝗮𝗻𝘁 𝘁𝗼 𝗹𝗲𝗮𝗿𝗻 𝗣𝘆𝘁𝗵𝗼𝗻 → 𝘀𝘁𝗮𝗿𝘁 𝘄𝗶𝘁𝗵 𝘁𝗵𝗲 𝗯𝗮𝘀𝗶𝗰𝘀 ...

YAML: The Silent Orchestrator of the AI/ML Lifecycle 🚀 When I started moving from data science to AI/ML engineering, I noticed one thing — almost every tool I touched had a .yaml file behind it.

In the Python v1 programming model, each function is defined as a global, stateless main() method inside a file named __init__.py. The function’s triggers and bindings are configured separately in a ...