modular/skills

migrate-max-v2-to-v3

Use when migrating a MAX model from the V2 graph API (max.nn, TensorValue, explicit Graph construction) to ModuleV3 (max.experimental.nn, Tensor, F.lazy() + compile()). Triggers on: "migrate to ModuleV3", "port a max.nn model to max.experimental", "convert TensorValue to Tensor", "update my model to the V3 API", "ModuleV3 migration". Workflow: read the concept map, rewrite imports and __call__ signatures, and replace graph building with compile(weights=...). Align weight names with the new module hierarchy and move the KV cache unflatten into forward(). Port sharding to a DeviceMesh when the V2 model is sharded, then verify greedy outputs match the V2 implementation.