Best use case
reflow is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Information Reflow Skill (ERGODIC 0)
Teams using reflow 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
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/reflow/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How reflow Compares
| Feature / Agent | reflow | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Information Reflow Skill (ERGODIC 0)
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
# Information Reflow Skill (ERGODIC 0)
> *"Decomposition of etymological kind leads to compositionality of meaning."*
## Core Insight
Reflow is **collapse with conservation**. Content exists in superposition until measured by context, then collapses while preserving GF(3) = 0.
```
reflow : (Content × SourceContext × TargetContext) → Content'
such that GF(3)(Content) = GF(3)(Content')
```
## Neighbor Awareness (Braided Monoidal)
| Position | Skill | Trit | Role |
|----------|-------|------|------|
| **Left** | gestalt-hacking | 0 | Perceptual grouping |
| **Self** | reflow | 0 | Cross-context translation |
| **Right** | gay-mcp | +1 | Deterministic coloring |
## Etymology as Decomposition
| Morpheme | Meaning | Trit |
|----------|---------|------|
| tri- | three | ±0 (balanced) |
| -mester | measure | ±0 (neutral) |
| bi- | two | unbalanced |
| se- (six) | two×three | balanced via factorization |
**Trimester** resonates with GF(3) because "tri-" encodes triadic structure in the morpheme itself.
## GF(3) Triads
```
persistent-homology (-1) ⊗ reflow (0) ⊗ gay-mcp (+1) = 0 ✓ [Core Reflow]
pun-decomposition (-1) ⊗ reflow (0) ⊗ gay-mcp (+1) = 0 ✓ [Pun Reflow]
three-match (-1) ⊗ reflow (0) ⊗ topos-generate (+1) = 0 ✓ [Cross-Language]
sheaf-cohomology (-1) ⊗ reflow (0) ⊗ operad-compose (+1) = 0 ✓ [Compositional]
polyglot-spi (-1) ⊗ reflow (0) ⊗ gay-mcp (+1) = 0 ✓ [SPI Verification]
temporal-coalgebra (-1) ⊗ reflow (0) ⊗ koopman-generator (+1) = 0 ✓ [Dynamic]
shadow-goblin (-1) ⊗ reflow (0) ⊗ agent-o-rama (+1) = 0 ✓ [Traced Reflow]
gestalt-hacking (-1) ⊗ reflow (0) ⊗ gay-mcp (+1) = 0 ✓ [Gestalt Reflow]
```
## Context Types
| Code | Context | Perspective | Preservation |
|------|---------|-------------|--------------|
| 0 | FORMAL | α-Riehl | Structure |
| 1 | COMPRESSED | β-Sutskever | Semantics |
| 2 | EXPLORATORY | γ-Schmidhuber | GF(3) only |
| 3 | SAMPLED | δ-Bengio | GF(3) only |
| 4 | MOVE | - | Structure |
| 5 | RUBY | - | Semantics |
| 6 | SQL | - | Semantics |
| 7 | CLOJURE | - | Structure |
## Reflow as Functor
```
F : Context → Context
F(content) = reflowed content
F(gf3) = gf3 (invariant preserved)
η : F_α → F_β (natural transformation)
```
The naturality condition ensures GF(3) conservation across all perspectives.
## Pun Connection
A pun is a reflow where:
- **Source**: Surface form with default parse
- **Target**: Same surface form with alternate parse
- **Invariant**: The phonetic surface (preserved)
- **Humor**: The unexpected context switch
```ruby
pun_reflow = {
surface: "time flies",
source_parse: { flies: :verb, like: :prep },
target_parse: { flies: :noun, like: :verb },
gf3_conserved: true # Same surface!
}
```
## Usage
### Ruby
```ruby
require 'xip_reflow'
content = XIP::Reflow::Content.new(data: "...", source_context: XIP::Reflow::Context::FORMAL)
op = XIP::Reflow::Operator.new
result = op.reflow_to_clojure(content)
puts result[:gf3_conserved] # => true
```
### Clojure/NATS
```clojure
(require '[agents.reflow-nats :as r])
(def content (r/create-content "data" :formal))
(r/reflow content :clojure :structure)
```
### Move
```move
use adversarial::reflow;
reflow::tracked_reflow(account, CONTEXT_CLOJURE, PRESERVE_STRUCTURE);
```
## Premining Resonant Seeds
A seed "resonates" when its decomposition yields balanced composition:
```ruby
# Seed 2025, index 43 → #6728DB
# Hue 67.28° → golden thread spirals through triadic cycle
# Etymology: re- (back) + flow → recursive compositional balance
# LMBIH seed (327833753928), index 43 → #7074D4
# Phonetic decomposition resonates with purple-blue spectrum
```
## Files
- [Move](file:///Users/bob/ies/music-topos/move/sources/reflow.move)
- [Ruby](file:///Users/bob/ies/music-topos/lib/xip_reflow.rb)
- [Clojure](file:///Users/bob/ies/music-topos/src/agents/reflow_nats.clj)
- [XIP](file:///Users/bob/ies/music-topos/proposals/XIP-6728DB-information-reflow.md)
- [Etymology](file:///Users/bob/ies/music-topos/lib/etymological_resonance.rb)
## 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
- `dynamical-systems`: 41 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)
```
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