Skill Genesis Model — Autonomous Skill Discovery & Creation AI
A specialized AI model purpose-built for discovering and creating skills. Unlike general LLMs, this model has dedicated neural pathways for ecosystem analysis, gap detection, content generation, and quality optimization.
Architecture
┌──────────────────────┐
│ Orchestrator Core │
│ (Discovery Planner) │
└──────┬───────┬───────┘
│ │
┌────────────┘ └────────────┐
│ │
┌────────▼────────┐ ┌────────▼────────┐
│ Ecosystem │ │ Skill │
│ Analyzer Agent │ │ Generator Agent │
└────────┬────────┘ └────────┬────────┘
│ │
┌────────▼────────┐ ┌────────▼────────┐
│ Gap Detector │ │ Content │
│ Module │ │ Optimizer Agent │
└────────┬────────┘ └────────┬────────┘
│ │
┌────────▼────────┐ ┌────────▼────────┐
│ Quality │ │ Cross-Reference │
│ Scorer Agent │ │ Linker Agent │
└────────┬────────┘ └────────┬────────┘
│ │
└────────────┬─────────────────────┘
│
┌──────▼──────┐
│ Memory & │
│ Feedback │
│ Loop │
└─────────────┘
Quick Start
from skill_genesis import SkillGenesisModel
model = SkillGenesisModel()
model.discover_and_create_batch(domain="kubernetes", count=15)
Verification Checklist
- Model loads and initializes all agent modules
- Ecosystem analysis returns actionable gap report
- Skill generator creates valid SKILL.md content
- Quality scorer assigns consistent scores
- Cross-referencer links skills without cycles
- Full pipeline: discover → plan → create → score → link → audit