From asi
Reflows content between contexts like FORMAL, COMPRESSED, RUBY, SQL, and CLOJURE while conserving GF(3) invariant. Useful for cross-context code translation and paradigm shifts.
npx claudepluginhub plurigrid/asi --plugin asiThis skill uses the workspace's default tool permissions.
> *"Decomposition of etymological kind leads to compositionality of meaning."*
Assesses oversized or multi-domain Claude Code skills and refactors by splitting or extracting references. Use for token threshold violations (SK006/SK007) or multiple independent domains.
Enables dynamic skills via trans-triad: transclusion pulls live file content into context, transduction transforms it, transitivity composes chains for fresh, lean context without staleness.
Decide how to split skill content between SKILL.md and reference files for context efficiency and reliable triggering. Use this whenever creating a new Claude skill, refactoring an existing one, or when a SKILL.md is growing past 300-400 lines. Also trigger when the user mentions "progressive disclosure", "reference files", "splitting skills", "skill bundling", "context window for skills", "SKILL.md too long", "what goes in references/", "skill structure", or expresses any uncertainty about where to put content within a skill. Use this even if the user phrases the question as a triggering problem ("how do I make my skill trigger better"), because that question is often confused with the splitting question and needs to be disentangled first.
Share bugs, ideas, or general feedback.
"Decomposition of etymological kind leads to compositionality of meaning."
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')
| Position | Skill | Trit | Role |
|---|---|---|---|
| Left | gestalt-hacking | 0 | Perceptual grouping |
| Self | reflow | 0 | Cross-context translation |
| Right | gay-mcp | +1 | Deterministic coloring |
| 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.
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]
| 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 |
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.
A pun is a reflow where:
pun_reflow = {
surface: "time flies",
source_parse: { flies: :verb, like: :prep },
target_parse: { flies: :noun, like: :verb },
gf3_conserved: true # Same surface!
}
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
(require '[agents.reflow-nats :as r])
(def content (r/create-content "data" :formal))
(r/reflow content :clojure :structure)
use adversarial::reflow;
reflow::tracked_reflow(account, CONTEXT_CLOJURE, PRESERVE_STRUCTURE);
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
This skill connects to the K-Dense-AI/claude-scientific-skills ecosystem:
dynamical-systems: 41 citations in bib.duckdbThis 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
The skill participates in triads satisfying:
(-1) + (0) + (+1) ≡ 0 (mod 3)
This ensures compositional coherence in the Cat# equipment structure.