knowledge_distillation

Name: knowledge_distillation
Author: puppyfront-web

32stars0forks

How to install knowledge_distillation?

puppyfront-web/work-by-roles/knowledge_distillation

$npx -y skills add puppyfront-web/work-by-roles --skill knowledge_distillation

Installs into the current project.

Summary

Distills iteration lessons, categorizes them, and injects them into the most relevant Skill.md files with deduplication.

Files · 1

View on GitHub

SKILL.md

1	# Knowledge Distillation
2
3	## 概述
4
5	Analyze iteration data to extract reusable lessons, categorize them into the most relevant skills, and perform idempotent updates to Skill.md files.
6
7	## 能力维度
8
9	### Classification
10
11	Determine which specific skill (e.g., `python_engineering`, `schema_design`) a lesson most accurately belongs to.
12
13	### Deduplication
14
15	Analyze existing "Lessons Learned" sections in target skills to ensure new entries provide unique value and don't replicate existing knowledge.
16
17	### Skill Injection
18
19	Precisely inject or merge structured lessons into the target Skill.md files while preserving the overall file structure.
20
21	## 工具支持
22
23	- markdown: Parse and generate formatted Markdown for Skill sections.
24	- file_read: Load existing Skill.md files for context and deduplication checks.
25	- file_write: Apply targeted updates to Skill.md files.
26	- code_search: Cross-reference lessons with actual code implementation for validation.
27
28	## 约束条件
29
30	- must_identify_target_skill_accurately
31	- must_check_existing_lessons_to_prevent_duplicates
32	- must_maintain_consistent_lesson_format
33	- must_only_modify_lessons_learned_section
34
35	## 能力等级
36
37	### Level 1
38	Identifies obvious lessons and adds them to a generic "General" skill or log.
39
40	### Level 2
41	Correctly categorizes lessons into specific functional skills and avoids exact duplicates.
42
43	### Level 3
44	Performs semantic deduplication, merges related lessons into more powerful generalized rules, and maintains a highly optimized Skill library.

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knowledge_distillation

32stars0forks

View on GitHub

How to install knowledge_distillation?

puppyfront-web/work-by-roles/knowledge_distillation

$npx -y skills add puppyfront-web/work-by-roles --skill knowledge_distillation

Installs into the current project.

Summary

Distills iteration lessons, categorizes them, and injects them into the most relevant Skill.md files with deduplication.

Files · 1

View on GitHub

SKILL.md

1	# Knowledge Distillation
2
3	## 概述
4
5	Analyze iteration data to extract reusable lessons, categorize them into the most relevant skills, and perform idempotent updates to Skill.md files.
6
7	## 能力维度
8
9	### Classification
10
11	Determine which specific skill (e.g., `python_engineering`, `schema_design`) a lesson most accurately belongs to.
12
13	### Deduplication
14
15	Analyze existing "Lessons Learned" sections in target skills to ensure new entries provide unique value and don't replicate existing knowledge.
16
17	### Skill Injection
18
19	Precisely inject or merge structured lessons into the target Skill.md files while preserving the overall file structure.
20
21	## 工具支持
22
23	- markdown: Parse and generate formatted Markdown for Skill sections.
24	- file_read: Load existing Skill.md files for context and deduplication checks.
25	- file_write: Apply targeted updates to Skill.md files.
26	- code_search: Cross-reference lessons with actual code implementation for validation.
27
28	## 约束条件
29
30	- must_identify_target_skill_accurately
31	- must_check_existing_lessons_to_prevent_duplicates
32	- must_maintain_consistent_lesson_format
33	- must_only_modify_lessons_learned_section
34
35	## 能力等级
36
37	### Level 1
38	Identifies obvious lessons and adds them to a generic "General" skill or log.
39
40	### Level 2
41	Correctly categorizes lessons into specific functional skills and avoids exact duplicates.
42
43	### Level 3
44	Performs semantic deduplication, merges related lessons into more powerful generalized rules, and maintains a highly optimized Skill library.

People who liked this also viewed

6 picks

Type