ANFSF V1.5.6 Skill - Enhanced Hybrid Adaptive Parser#

AI Native Full-Stack Software Factory V1.5.6 - Enhanced Hybrid Adaptive Parser with 100% health status (187/187 tests)

Overview#

This skill provides enhanced requirement refinement capabilities for ANFSF (AI Native Full-Stack Software Factory) architecture, featuring:

• Hybrid Adaptive Parser: Smart detection of complex requirements with weighted scoring system
• Negation Handling: Avoids false positives (e.g., "不需要多级审批" is not detected as complex)
• Multi-format Support: Supports Mermaid, PlantUML, and image references
• Template Matching: Automatically matches historical templates
• Complete Rollback: Automatic rollback mechanism with monitoring

Key Features#

1. Hybrid Adaptive Parser#

Intelligently detects complex requirements using weighted scoring system:

• Multi-level审批 workflow: +3 points
• Cross-department collaboration: +1 point per department
• Complex data visualization: +2 points
• External system integration: +2 points
• Complex permission system: +2 points

2. Negation Processing#

Detects negative keywords to reduce false positives:

• "不需要" (not required)
• "无需" (no need)
• "不要" (don't want)
• "no", "without", "not required"

3. Multi-format Content Support#

• Mermaid flowcharts
• PlantUML diagrams
• Image references (OCR preparation)
• Markdown tables and lists

4. Template Matching#

Automatically matches historical templates:

• fixed-asset-investment (固定资产投资)
• project-management (项目管理)
• hr-system (人力资源系统)

Usage#

The skill automatically selects the appropriate parsing strategy based on requirement complexity:

typescript

const skill = new RequirementRefinerSkill(context);
const result = await skill.refine(rawRequirement);

Architecture#

• Layer 8.5 Governance: Full governance control plane
• MemPalace Memory: Enhanced memory architecture with isolated wings
• Evolution Harness: Supported for self-calibration

Installation#

bash

clawhub install @anfsf-v1/openclaw-skill@1.5.6

Requirements#

• Node.js >= 20.0.0
• OpenClaw >= 2026.3.24

License#

MIT