Individual skill
import-model
Use when importing a new model architecture into MAX from a Hugging Face model ID. Triggers on: "import a model into MAX", "add model to MAX", "bring up <HF model> in MAX". Workflow: inspect the Hugging Face config and modeling code, then scaffold from a similar ModuleV3 architecture. Implement each layer as a max.nn Module that matches HF, serve, then verify against the Hugging Face reference. When the server runs but output is wrong (gibberish, greedy mismatch, coherent-then-diverges), load debug-model for the divergence hunt.
import-model/SKILL.md
Source commit 0e44ae625e3bc0d158f3243e1636f3861eedf3a4
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 5, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 207
- Repository last updated
- Nov 7, 2026
- License
- NOASSERTION
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- engineering Derived category
- operations Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
.gitattributesasset · 128 bytes.gitignoreasset · 47 bytesREADME.mddoc · 3,589 bytesSKILL.mdcore · 30,064 bytesSKILL.mdcore · 30,064 bytesSKILL.mdcore · 30,064 bytesSKILL.mdcore · 30,064 bytesSKILL.mdcore · 30,064 bytesSKILL.mdcore · 30,064 bytesSKILL.mdcore · 30,064 bytesSKILL.mdcore · 30,064 bytesSKILL.mdcore · 30,064 bytesSKILL.mdcore · 30,064 bytesSKILL.mdcore · 30,064 bytesSKILL.mdcore · 30,064 bytesSKILL.mdcore · 30,064 bytesSKILL.mdcore · 30,064 bytesSKILL.mdcore · 30,064 bytespixi.tomlasset · 3,364 bytesreferences/distributed-transformer.mddoc · 10,889 bytesreferences/divergences.mddoc · 18,044 bytesreferences/implement-graph.mddoc · 15,698 bytesreferences/layer-by-layer-debugging.mddoc · 7,673 bytesreferences/map-to-max.mddoc · 5,831 bytesreferences/max-vs-port-isolation.mddoc · 3,831 bytesreferences/native-arch-check.mddoc · 4,410 bytesreferences/pitfalls-config.mddoc · 6,467 bytesreferences/pitfalls-graph.mddoc · 5,035 bytesreferences/pitfalls-serving.mddoc · 4,516 bytesreferences/pitfalls-weights.mddoc · 4,735 bytesreferences/pitfalls.mddoc · 2,994 bytesreferences/plan-and-veto.mddoc · 2,860 bytesreferences/read-config-json.mddoc · 9,340 bytesreferences/read-modeling-code.mddoc · 8,953 bytesreferences/recognize-walls.mddoc · 7,698 bytesreferences/rename-weights.mddoc · 9,901 bytesreferences/rewrite-donor-docstrings.mddoc · 6,167 bytesreferences/serve-and-iterate.mddoc · 5,881 bytesreferences/state-dict-audit.mddoc · 6,186 bytesreferences/template.mddoc · 8,327 bytesreferences/tests-and-ci.mddoc · 2,604 bytesreferences/validation-tiers.mddoc · 6,295 bytesscripts/__init__.pyruns · 1,049 bytesscripts/check_port.pyruns · 8,297 bytesscripts/check_walls.pyruns · 5,317 bytesscripts/checkpoint_metadata.pyruns · 4,062 bytesscripts/compare_layers.pyruns · 15,852 bytesscripts/conftest.pyruns · 1,650 bytesscripts/donor.pyruns · 22,840 bytesscripts/dtype_utils.pyruns · 2,465 bytesscripts/full_copy.pyruns · 8,627 bytesscripts/hub_config.pyruns · 1,589 bytesscripts/import_model.pyruns · 4,204 bytesscripts/inspect_hf.pyruns · 8,777 bytesscripts/list_checkpoint_keys.pyruns · 3,959 bytesscripts/list_native_archs.pyruns · 3,875 bytesscripts/max_arch_paths.pyruns · 13,530 bytesscripts/run_oss_gates.pyruns · 12,027 bytesscripts/scaffold.pyruns · 12,235 bytesscripts/templates.pyruns · 31,568 bytesscripts/test_scripts.pyruns · 46,163 bytes
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