knowledge-distillation

name	Knowledge Distillation
description	Distills iteration lessons, categorizes them, and injects them into the most relevant Skill.md files with deduplication.
id	knowledge_distillation
dimensions	["classification","deduplication","skill_injection"]
tools	["markdown","file_read","file_write","code_search"]
constraints	["must_identify_target_skill_accurately","must_check_existing_lessons_to_prevent_duplicates","must_maintain_consistent_lesson_format","must_only_modify_lessons_learned_section"]
input_schema	{"type":"object","required":["task_context","execution_artifacts","available_skills"],"properties":{"task_context":{"type":"object","description":"Original goals, requirements, and user feedback."},"execution_artifacts":{"type":"object","description":"Logs, diffs, errors, and retry traces."},"available_skills":{"type":"array","items":{"type":"string"},"description":"List of available Skill IDs or paths that can be updated."}}}
output_schema	{"type":"object","required":["updates"],"properties":{"updates":{"type":"array","items":{"type":"object","required":["target_skill_id","action","lesson_content"],"properties":{"target_skill_id":{"type":"string"},"action":{"type":"string","enum":["add","merge","update","ignore"]},"lesson_content":{"type":"object","required":["context","lesson","impact","evidence"],"properties":{"context":{"type":"string"},"lesson":{"type":"string"},"impact":{"type":"string"},"evidence":{"type":"string"}}}}}}}}
skill_type	cognitive
side_effects	["file_write"]
deterministic	false
testable	true
metadata	{"execution_mode":"analysis","execution_tools":["file_read","file_write","code_search"],"execution_capabilities":["skill_categorization","knowledge_deduplication","automated_skill_evolution"]}

Knowledge Distillation

概述

Analyze iteration data to extract reusable lessons, categorize them into the most relevant skills, and perform idempotent updates to Skill.md files.

能力维度

Classification

Determine which specific skill (e.g., python_engineering, schema_design) a lesson most accurately belongs to.

Deduplication

Analyze existing "Lessons Learned" sections in target skills to ensure new entries provide unique value and don't replicate existing knowledge.

Skill Injection

Precisely inject or merge structured lessons into the target Skill.md files while preserving the overall file structure.

工具支持

• markdown: Parse and generate formatted Markdown for Skill sections.
• file_read: Load existing Skill.md files for context and deduplication checks.
• file_write: Apply targeted updates to Skill.md files.
• code_search: Cross-reference lessons with actual code implementation for validation.

约束条件

• must_identify_target_skill_accurately
• must_check_existing_lessons_to_prevent_duplicates
• must_maintain_consistent_lesson_format
• must_only_modify_lessons_learned_section

能力等级

Level 1

Identifies obvious lessons and adds them to a generic "General" skill or log.

Level 2

Correctly categorizes lessons into specific functional skills and avoids exact duplicates.

Level 3

Performs semantic deduplication, merges related lessons into more powerful generalized rules, and maintains a highly optimized Skill library.