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AI/MLplurigrid

reflow

Information Reflow Skill (ERGODIC 0)

Stars
23
Source
plurigrid/asi
Updated
2026-04-26
Slug
plurigrid--asi--reflow
View on GitHubRaw SKILL.md

// install — copy + paste into any project

mkdir -p .claude/skills && curl -fsSL https://raw.githubusercontent.com/plurigrid/asi/HEAD/plugins/asi/skills/reflow/SKILL.md -o .claude/skills/reflow.md

Drops the SKILL.md into .claude/skills/reflow.md. Works with Claude Code, Cursor, and any agent that loads SKILL.md files from .claude/skills/.

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
pun_reflow = {
  surface: "time flies",
  source_parse: { flies: :verb, like: :prep },
  target_parse: { flies: :noun, like: :verb },
  gf3_conserved: true  # Same surface!
}

Usage

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

(require '[agents.reflow-nats :as r])
(def content (r/create-content "data" :formal))
(r/reflow content :clojure :structure)

Move

use adversarial::reflow;
reflow::tracked_reflow(account, CONTEXT_CLOJURE, PRESERVE_STRUCTURE);

Premining Resonant Seeds

A seed "resonates" when its decomposition yields balanced composition:

# 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

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)

This ensures compositional coherence in the Cat# equipment structure.