deepspeed

Expert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism, FP16/BF16/FP8, 1-bit Adam, sparse attention

Quality

58%

Does it follow best practices?

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Securityby

Passed

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Fix and improve this skill with Tessl

tessl review fix ./skills/distributed-training/deepspeed/SKILL.md

Quality

Content

35%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

The body is an auto-generated dump: giant verbatim tutorials inline, a malformed code example, and navigation pointing to non-existent files. It is token-heavy and weakly actionable despite real reference files existing on disk.

Suggestions

Replace the inline "Common Patterns" tutorial dumps with a concise quick-reference plus signaled links into references/tutorials.md; remove the duplicated Pattern 3 paragraph.

Fix the malformed ```python block (remove the `### Create aio_handle` line) and align navigation to the actual files (08.md, 09.md, 2020.md, 2023.md, mii.md, other.md, tutorials.md, assets.md, index.md).

Give each reference file a meaningful one-line description instead of "08.md - 08 documentation", and drop the empty scripts/ and assets/ placeholder sections.

Dimension	Reasoning	Score
Conciseness	The "Common Patterns" section pastes entire tutorials verbatim (DeepNVMe, MoE-for-NLG, LRRT) as prose walls, padding the body with documentation Claude could read on demand — the worst-case verbose anchor.	1 / 3
Actionability	A real executable snippet exists (aio_handle creation) but the lone "Example Code Patterns" block is malformed with a leaked markdown heading, and the guidance points to non-existent files, so it is concrete but incomplete/broken.	2 / 3
Workflow Clarity	"Working with This Skill" offers a vague beginner→feature→example path with no validation checkpoints, and its file pointers (getting_started, api, guides) do not exist in the bundle.	2 / 3
Progressive Disclosure	Reference files are listed one level deep, but their labels are meaningless ("08.md - 08 documentation"), navigation points to files that aren't present, and large tutorial content that belongs in references is dumped inline.	2 / 3
	Total	7 / 12 Passed

Description

82%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

The description is specific and trigger-rich with a clear DeepSpeed niche, but it omits any explicit "Use when..." trigger guidance, capping completeness. Adding a when-to-use clause would round it out.

Suggestions

Add an explicit trigger clause, e.g. "Use when configuring ZeRO stages, pipeline parallelism, or mixed-precision (FP16/BF16/FP8) training with DeepSpeed."

Lead with a concrete action verb ("Configures", "Optimizes") instead of the vague "Expert guidance for".

Dimension	Reasoning	Score
Specificity	Lists multiple concrete capabilities — "ZeRO optimization stages, pipeline parallelism, FP16/BF16/FP8, 1-bit Adam, sparse attention" — rather than vague language, matching the multi-specific-actions anchor.	3 / 3
Completeness	It states what the skill covers but has no "Use when..." clause or equivalent explicit trigger guidance, so per the rubric completeness is capped at 2.	2 / 3
Trigger Term Quality	Covers the natural terms a user would say ("DeepSpeed", "distributed training", "ZeRO", "pipeline parallelism", "FP16/BF16/FP8", "sparse attention") with good breadth of common variations.	3 / 3
Distinctiveness Conflict Risk	DeepSpeed-specific triggers (ZeRO stages, 1-bit Adam, FP8, sparse attention) carve a clear niche unlikely to fire for unrelated skills.	3 / 3
	Total	11 / 12 Passed

Validation

93%

Warnings & errors only

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 15 / 16 Passed

Validation for skill structure

Criteria	Description	Result
frontmatter_unknown_keys	Unknown frontmatter key(s) found; consider removing or moving to metadata	Warning

	Total	15 / 16 Passed

Repository: OpenLAIR/dr-claw
Path: skills/distributed-training/deepspeed/SKILL.md
Commit: 6da7f7c

Reviewed: about 8 hours ago

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