llm-finetuning 1.0.0 Immutable snapshotLatest
Pinned to commit 156b7a5e7a8b93642628a339ee4039c925b34c7f, captured .
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Current package description (not historical)
Eval-gated LLM fine-tuning lifecycle (LoRA/QLoRA, DPO, GRPO/RLVR, vision SFT, quantized export). Use when fine-tuning an open-weights model end-to-end: building the eval harness first, selecting method and model, preparing data, training with Unsloth or TRL, gating checkpoints, and exporting GGUF/FP8.
Install
This version is listed in the verified marketplace claude-code-workflows (repository wshobson/agents). Run these in Claude Code, in order:
- Add the marketplace
/plugin marketplace add wshobson/agents - Install the plugin
/plugin install llm-finetuning@claude-code-workflows
These commands install the marketplace's current upstream state, not the pinned commit snapshot on this page; the two can differ.
Contents 15
Skill10
-
checkpoint-promotion
plugins/llm-finetuning/skills/checkpoint-promotion/SKILL.mdPermalink -
dataset-curation
plugins/llm-finetuning/skills/dataset-curation/SKILL.mdPermalink -
eval-harness-first
plugins/llm-finetuning/skills/eval-harness-first/SKILL.mdPermalink -
finetuning-method-selection
plugins/llm-finetuning/skills/finetuning-method-selection/SKILL.mdPermalink -
grpo-rlvr-training
plugins/llm-finetuning/skills/grpo-rlvr-training/SKILL.mdPermalink -
lora-qlora-recipes
plugins/llm-finetuning/skills/lora-qlora-recipes/SKILL.mdPermalink -
preference-optimization
plugins/llm-finetuning/skills/preference-optimization/SKILL.mdPermalink -
quantized-export
plugins/llm-finetuning/skills/quantized-export/SKILL.mdPermalink -
trace-to-training-data
plugins/llm-finetuning/skills/trace-to-training-data/SKILL.mdPermalink -
vision-sft
plugins/llm-finetuning/skills/vision-sft/SKILL.mdPermalink
Agent3
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llm-finetuning-architect
plugins/llm-finetuning/agents/llm-finetuning-architect.mdPermalink -
llm-finetuning-eval-engineer
plugins/llm-finetuning/agents/llm-finetuning-eval-engineer.mdPermalink -
llm-finetuning-training-engineer
plugins/llm-finetuning/agents/llm-finetuning-training-engineer.mdLinked component Permalink
Command2
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finetune
plugins/llm-finetuning/commands/finetune.mdPermalink -
promote-checkpoint
plugins/llm-finetuning/commands/promote-checkpoint.mdPermalink
Nothing matches.
Dependencies, compatibility and skill declarations
Recorded dependencies 0
No dependency requirements were recorded from plugin.json or marketplace entries. Only manifest fields saved with the snapshot are shown here; dependency declarations in other files are outside the current collection scope.
Recorded compatibility
No compatibility requirement was recorded for this snapshot from plugin.json or a marketplace entry. Only manifest fields saved with the snapshot are shown here. Declarations in a skill's SKILL.md header are collected separately and, when present, shown on their own under “Skill file declarations”; they never overwrite or fill in this value.
Skill file declarations 10
The content below was read separately from the header of each skill file (SKILL.md) at its pinned commit. It is text the file declares about itself, shown as an annotation only. It is stored apart from the snapshot's dependencies and compatibility (manifest fields) above and does not overwrite them. It is not the package license, version, install count or a release record, and none of it is verified.
Evidence scope and limits
- Each entry is one file at one pinned commit, and field states hold for that file only. Components that point to the same file are merged into one entry; files with identical content share one extraction.
- “Declared in file” means the file's header has the field. “Not declared in this file” appears only when the header parsed successfully and lacks the field. “Invalid declaration” means the field is present but its type, length or characters do not meet the requirements; it is never rewritten or truncated. “Not read” means no usable header was obtained (not yet read, read failed, no header, or an unparseable header), which says neither that the field was declared nor that it was not.
- Compatibility and license text are the file's own wording. They do not show that anything runs, are not legal advice, and are not a license verification. metadata.version is only an annotation inside the file; it is not the package version and is not used to judge which is newer.
- This list groups the version's skill components by their recorded source. A listed source may still be unpinned, unread or unavailable; each entry shows its state. Collection runs in bounded batches and does not promise complete coverage.
- A file whose read failed shows a “retry eligible” time. It is only when the collector may try again, not a schedule, and it does not promise a read or completion.
1–10 of 10 skill file sources · As of
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Not readplugins/llm-finetuning/skills/checkpoint-promotion/SKILL.mdComponents using this file 1
- checkpoint-promotion
plugins/llm-finetuning/skills/checkpoint-promotion/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
22566d5595f2ed5574d16aec6b971924b57ee49d- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- checkpoint-promotion
-
Not readplugins/llm-finetuning/skills/dataset-curation/SKILL.mdComponents using this file 1
- dataset-curation
plugins/llm-finetuning/skills/dataset-curation/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
96cc001a8bf6e7df68ac0c11033178ff213d973d- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- dataset-curation
-
Not readplugins/llm-finetuning/skills/eval-harness-first/SKILL.mdComponents using this file 1
- eval-harness-first
plugins/llm-finetuning/skills/eval-harness-first/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
4ac652f9c70a3ba42dd6394376e6f54db20ab553- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- eval-harness-first
-
Not readplugins/llm-finetuning/skills/finetuning-method-selection/SKILL.mdComponents using this file 1
- finetuning-method-selection
plugins/llm-finetuning/skills/finetuning-method-selection/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
f8939e057acbbcbbb57bda2abdaec0ba2a1af82e- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- finetuning-method-selection
-
Not readplugins/llm-finetuning/skills/grpo-rlvr-training/SKILL.mdComponents using this file 1
- grpo-rlvr-training
plugins/llm-finetuning/skills/grpo-rlvr-training/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
a21fbbb15b57d49743a99b099ba6558ae9401251- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- grpo-rlvr-training
-
Not readplugins/llm-finetuning/skills/lora-qlora-recipes/SKILL.mdComponents using this file 1
- lora-qlora-recipes
plugins/llm-finetuning/skills/lora-qlora-recipes/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
5d2c41aa1e1fc01919de908760a1ad71f8ca6ca4- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- lora-qlora-recipes
-
Not readplugins/llm-finetuning/skills/preference-optimization/SKILL.mdComponents using this file 1
- preference-optimization
plugins/llm-finetuning/skills/preference-optimization/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
aff13cb2851a7c727a9735a7d387d4f68e4b7719- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- preference-optimization
-
Not readplugins/llm-finetuning/skills/quantized-export/SKILL.mdComponents using this file 1
- quantized-export
plugins/llm-finetuning/skills/quantized-export/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
fe4678f9e9a112a4dfd1557e56b897e4cd5fab81- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- quantized-export
-
Not readplugins/llm-finetuning/skills/trace-to-training-data/SKILL.mdComponents using this file 1
- trace-to-training-data
plugins/llm-finetuning/skills/trace-to-training-data/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
cbf9e5d2ee00118991aa1f9042d56537b18f091f- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- trace-to-training-data
-
Not readplugins/llm-finetuning/skills/vision-sft/SKILL.mdComponents using this file 1
- vision-sft
plugins/llm-finetuning/skills/vision-sft/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
8a312d9b9679c9392f235d93787632c69d7ad716- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- vision-sft