möbius-color-duality

Möbius inversion for Gay.jl color duality - closes sparsification spine gap

16 stars

Best use case

möbius-color-duality is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Möbius inversion for Gay.jl color duality - closes sparsification spine gap

Teams using möbius-color-duality should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/möbius-color-duality/SKILL.md --create-dirs "https://raw.githubusercontent.com/plurigrid/asi/main/plugins/asi/skills/möbius-color-duality/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/möbius-color-duality/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How möbius-color-duality Compares

Feature / Agentmöbius-color-dualityStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Möbius inversion for Gay.jl color duality - closes sparsification spine gap

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# Möbius Color Duality Skill

> *"Möbius inversion recovers local structure from global aggregates."*

## The Gap

The Amp thread corpus (1,807 threads) is **85.6% mapped to sparsification spine** but has a critical gap:

```
Generation (Synthesis)     ████████░  49.2% ⭐ WELL-DEVELOPED
Validation (Verification)  ████░░░░░  21.6% ✓ SOLID
Execution (Control)        ███░░░░░░  15.2% ✓ ADEQUATE
Ontology (ACSet)           ██░░░░░░░   6.8% ⚠️ THIN
Decomposition (Hierarchy)  █░░░░░░░░   5.6% ⚠️ WEAK
Inversion (Duality)        ░░░░░░░░░   1.6% ❌ CRITICAL GAP
```

The system can **generate** but not **invert**. This skill closes that gap.

## Core Insight

**Forward (Generation)**: seed → color indices → structures  
**Backward (Inversion)**: structures → color distributions → recover seed

## Implementation

Module: `lib/gay_möbius_inversion.py` (490 lines)

Key classes:
- `ColorMöbiusInverter`: Numerical inversion for color spaces
- `TriadicColorInverter`: GF(3) ternary extension

## Status

✓ **Core implementation**: Möbius function, forward/backward inversion  
✓ **Duality graph generation**: Contravariant functor structures  
⊘ **GF(3) integration**: Ternary state extension  
⊘ **Amp corpus application**: Test on actual thread colorization  

## Sparsification Spine Integration

**Tier**: Layer 5 - INVERSION (Duality/Reversal)  
**Trit**: +1 (PLUS/Generator)  
**Coverage**: Begins to fill 1.6% → expand to 10%+ target

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