polysimy-effect-chains
Verify multiple effect interpretations through propagator networks with temporal coalgebra bisimulation and common fixpoint solutions.
Best use case
polysimy-effect-chains is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Verify multiple effect interpretations through propagator networks with temporal coalgebra bisimulation and common fixpoint solutions.
Teams using polysimy-effect-chains 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/polysimy-effect-chains/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How polysimy-effect-chains Compares
| Feature / Agent | polysimy-effect-chains | 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?
Verify multiple effect interpretations through propagator networks with temporal coalgebra bisimulation and common fixpoint solutions.
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
# Polysimy Effect Chains Skill
> *"Multiple meanings flow through constraint networks to common solutions"*
**Status**: NOT IN plurigrid/asi (local only)
**Trit**: 0 (ERGODIC - coordinator)
**Color**: #26D826 (Green)
**Principle**: Effect polysimy → Propagation → Bisimulation → Common fixpoint
---
## Overview
**Polysimy** = multiple effect interpretations coexisting in a cell/channel.
**Effect chains** = sequences of transformations through propagator networks.
**Common solution** = fixpoint where all polysemic interpretations converge.
This skill bridges:
- `propagators` (+1) - bidirectional constraint flow
- `polysimy-effect-chains` (0) - effect coordination
- `temporal-coalgebra` (-1) - bisimulation verification
## Core Concepts
### 1. Polysemic Cells
Cells that hold **multiple effect interpretations** simultaneously:
```clojure
{:id :cell-a
:effects [{:type :generate :transform inc}
{:type :coordinate :transform #(* % 2)}
{:type :validate :transform identity}]
:value 20
:trit 0}
```
### 2. Effect Chain Composition
Effects compose through the cell, creating a derivation stream:
```
init(10) → generate(inc) → coordinate(*2) → validate(id) → 22
```
### 3. Common Solution via Bisimulation
Two effect chains have a **common solution** iff they are **bisimilar**:
```
bisimilar?(chain-a, chain-b) ⟺
observe(chain-a).head == observe(chain-b).head ∧
effects-count(chain-a) ≡ effects-count(chain-b) (mod 3)
```
## API
```clojure
(require '[polysimy-effect-chains :as pec])
;; Create polysemic cell
(def cell (pec/make-cell :my-cell {:trit 0}))
;; Chain effects
(def chain-a
(-> cell
(pec/chain {:type :generate :init 10 :f inc})
(pec/chain {:type :coordinate :f #(* % 2)})
(pec/chain {:type :validate :f identity})))
;; Verify common solution
(pec/find-common-solution chain-a chain-b)
;; => {:bisimilar true
;; :common-value 22
;; :gf3-conserved true}
```
## GF(3) Integration
Forms valid triads:
```
propagators (+1) ⊗ polysimy-effect-chains (0) ⊗ temporal-coalgebra (-1) = 0 ✓
gay-mcp (+1) ⊗ polysimy-effect-chains (0) ⊗ sheaf-cohomology (-1) = 0 ✓
```
## Temporary Verification Pattern
For **temporary** (intermediate) verification before full fixpoint:
```clojure
(defn verify-temporary [cells depth]
(loop [d 0]
(when (< d depth)
(let [obs (map observe cells)]
(if (all-bisimilar? obs)
{:status :bisimilar-at-depth :depth d}
(recur (inc d)))))))
```
## Commands
```bash
# Verify effect chain bisimulation
just polysimy-verify chain-a chain-b
# Find common solution
just polysimy-common [cells...]
# Temporary verification to depth N
just polysimy-temp-verify 10
```
## Relationship to Uncommitted Skills
This skill relates to other **local-only skills not in plurigrid/asi**:
| Skill | Relation |
|-------|----------|
| `discrete-backprop` | Backward effect propagation |
| `dynamic-sufficiency-goblin` | Effect sufficiency checking |
| `skill-bonds` | Effect chain bonding |
| `ultrametric-distance` | Effect distance measurement |
## Mathematical Foundation
### Effect Polysimy
$$\text{Poly}(C) = \sum_{e \in \text{Effects}} e \circ C$$
Multiple effects acting on the same cell carrier.
### Bisimulation Quotient
$$X / {\sim} \cong \text{codom}(\text{anamorphism to } \nu F)$$
Cells are equivalent iff they unfold to the same infinite stream.
### Common Solution Existence
$$\exists \text{common} \iff H^0(\mathcal{U}, \mathcal{F}) \neq \emptyset$$
A common solution exists iff the zeroth cohomology is non-empty.
---
**Skill Name**: polysimy-effect-chains
**Type**: Effect Coordination
**Trit**: 0 (ERGODIC)
**NOT IN**: plurigrid/asi (should be committed)
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