SKILL.md
Full skill instructions
Duck Agent
Quick access to all DuckDB databases and code libraries in IES.
Primary Databases (verified Dec 26, 2025)
| Path | Size | Purpose |
|---|---|---|
/Users/bob/ies/hatchery.duckdb | 492M | Master hatchery index |
/Users/bob/ies/hatchery_analysis.duckdb | 210M | Hatchery analysis results |
/Users/bob/ies/ananas.duckdb | 108M | Music database |
/Users/bob/ies/music-topos/gh_interactome.duckdb | 67M | GitHub interactome |
/Users/bob/ies/openai_world.duckdb | 42M | OpenAI integration |
/Users/bob/ies/music-topos/interaction_entropy.duckdb | 5.5M | Entropy tracking |
/Users/bob/ies/hatchery_order.duckdb | 536K | Hatchery ordering |
Hatchery Series
/Users/bob/ies/hatchery_order.duckdb
/Users/bob/ies/hatchery_measure.duckdb
/Users/bob/ies/hatchery_geometry.duckdb
/Users/bob/ies/hatchery_analysis.duckdb
/Users/bob/ies/hatchery_algebra.duckdb
/Users/bob/ies/hatchery_topology.duckdb
/Users/bob/ies/hatchery_probability.duckdb
/Users/bob/ies/hatchery_logic.duckdb
/Users/bob/ies/hatchery_category.duckdb
/Users/bob/ies/hatchery_acsets.duckdb
Code Libraries
/Users/bob/ies/tools/duckdb_utils.py # 385 lines - Primary skill ecosystem interface
/Users/bob/ies/music-topos/lib/exa_research_duckdb.py # 593 lines - Production ingestion pipeline
/Users/bob/ies/music-topos/lib/ducklake_incremental_sync.py # 902 lines - Incremental sync
Quick CLI
# List all tables in hatchery
duckdb /Users/bob/ies/hatchery.duckdb -c "SHOW TABLES;"
# Query GitHub interactome
duckdb /Users/bob/ies/music-topos/gh_interactome.duckdb -c "SELECT * FROM repos LIMIT 10;"
# Check interaction entropy
duckdb /Users/bob/ies/music-topos/interaction_entropy.duckdb -c "SELECT COUNT(*) FROM interactions;"
Scientific Skill Interleaving
This skill connects to the K-Dense-AI/claude-scientific-skills ecosystem:
Graph Theory
- networkx [○] via bicomodule
- Universal graph hub
Bibliography References
general: 734 citations in bib.duckdb
Cat# Integration
This skill maps to Cat# = Comod(P) as a bicomodule in the equipment structure:
Trit: 0 (ERGODIC)
Home: Prof
Poly Op: ⊗
Kan Role: Adj
Color: #26D826
GF(3) Naturality
The skill participates in triads satisfying:
(-1) + (0) + (+1) ≡ 0 (mod 3)
This ensures compositional coherence in the Cat# equipment structure.