Generating Knowledge

Knowledge Generation

JSON knowledge file generation with mandatory schema validation against schemas/knowledge-file.schema.json

Generates structured JSON knowledge files for target projects with mandatory schema validation against schemas/knowledge-file.schema.json.

Canonical Schema Reference

All knowledge files MUST validate against schemas/knowledge-file.schema.json. Required fields:

| Field | Type | Constraints | |-||-| | $schema | const | Must be "http://json-schema.org/draft-07/schema#" | | id | string | Pattern: ^[a-z0-9-]+$, min 3 chars, matches filename without .json | | title | string | Min 10 chars | | description | string | Min 20 chars | | version | string | Semantic version | | category | enum | ONLY: core, rag, agent-patterns, integration, observability, specialized, workflow, optimization, security, testing, ai-ml, trading, sap, dotnet, java, web | | axiomAlignment | object | Required keys: A1_verifiability, A2_user_primacy, A3_transparency, A4_non_harm, A5_consistency (each min 10 chars) | | patterns | object | Min 1 property. Each entry MUST have: description (min 20), use_when (min 10), code_example (min 20), best_practices (array, min 2 items each min 10 chars) | | best_practices | array | Min 2 concrete items (min 15 chars) - MANDATORY | | anti_patterns | array | Min 2 concrete items (min 15 chars) - MANDATORY | | related_skills | array | Min 1 item, each ^[a-z0-9-]+$ | | related_knowledge | array | Min 1 item, each ^[a-z0-9-]+\\.json$ |

Category mapping: data-science → ai-ml, general → specialized, devops → integration, meta → core

CRITICAL: patterns must be an OBJECT (not array), with entries containing description, use_when, code_example, and best_practices.

Correct Knowledge File Structure

{
  "$schema": "http://json-schema.org/draft-07/schema#",
  "id": "my-patterns",
  "title": "My Domain Patterns for Reference",
  "description": "Patterns for handling domain-specific integrations and workflows.",
  "version": "1.0.0",
  "category": "integration",
  "axiomAlignment": {
    "A1_verifiability": "Patterns include verifiable assertions.",
    "A2_user_primacy": "User intent guides pattern selection.",
    "A3_transparency": "Pattern logic is documented.",
    "A4_non_harm": "Patterns avoid harmful side effects.",
    "A5_consistency": "Patterns align with project conventions."
  },
  "patterns": {
    "pattern-key": {
      "description": "When to use this pattern with sufficient detail.",
      "use_when": "Integration with external API required.",
      "code_example": "// Example code snippet here...",
      "best_practices": [
        "First best practice with enough detail.",
        "Second best practice requirement."
      ]
    }
  },
  "related_skills": ["designing-apis", "integration"],
  "related_knowledge": ["api-patterns.json"],
  "best_practices": ["First best practice", "Second best practice"],
  "anti_patterns": ["First anti-pattern", "Second anti-pattern"]
}

Common Violations

Process

1. Determine required files — Based on stack, identify needed knowledge files (e.g. naming-conventions, api-patterns).
2. Map category — Use schema-allowed categories; apply mapping for legacy values (data-science→ai-ml, etc.).
3. Build structure — Populate all required fields per schema; ensure patterns is object with complete entries and best_practices/anti_patterns are provided.
4. Validate — Run schema validation and verify_structures.py before committing.

Post-Creation Sync

After creating or updating knowledge files, run:

91. python scripts/build_knowledge_crossref.py
92. python scripts/validation/verify_structures.py

Then run repo-sync skill to validate artifact consistency.

Important Rules

1. Use {directories.XXX} path variables — NEVER hardcode directory paths. See {directories.config}/settings.json for the full mapping.
2. Lowercase kebab-case filenames — All knowledge files must use lowercase kebab-case (e.g. best-practices.json).
3. Validate against schema — Always run validation before committing. Use schemas/knowledge-file.schema.json.

References

• {directories.knowledge}/stack-capabilities.json
• {directories.knowledge}/best-practices.json
• {directories.knowledge}/knowledge-cross-reference.json
• schemas/knowledge-file.schema.json

When to Use

This skill should be used when strict adherence to the defined process is required.

Prerequisites

• Basic understanding of the agent factory context.
• Access to the necessary tools and resources.

Best Practices

• Always follow the established guidelines.
• Document any deviations or exceptions.
• Regularly review and update the skill documentation.