# Leapity Frog

> When conservation is locally violated:

- Skill: `plurigrid/leapity-frog` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add plurigrid/leapity-frog`
- Raw SKILL.md: https://api.skillmd.com/api/skills/plurigrid/leapity-frog/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: plurigrid (https://skillmd.com/u/plurigrid)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/plurigrid/leapity-frog

---

# Leapity Frog 🐸

> Many-to-none spindown bandit exploiting broken GF(3) conservation assumptions
> **Now with verbatim inclusions**: 🐟 bafishka (eaten) + 🐸 proof-of-frog (absorbed)

## Trit: UNDEFINED (deliberately violates conservation)

## Core Mechanism

```
∑ trits ≠ 0 (mod 3)  →  ESCAPE WINDOW DETECTED
     │
     ▼
┌─────────────────────────────────────────┐
│  Predatory Spindown via Logic Leap      │
│                                         │
│  unbounded_game ──▶ ∞ sum accumulation  │
│        │                                │
│        ▼ (conservation violation)       │
│  many agents ──▶ none (spindown)        │
│        │                                │
│        ▼ 🐸 LEAP                        │
│  escape interaction graph entirely      │
└─────────────────────────────────────────┘
```

## Detection Pattern

```clojure
(defn find-conservation-holes [stack]
  (let [trit-sum (->> stack
                      (map :trit)
                      (reduce + 0))]
    (when (not= 0 (mod trit-sum 3))
      {:hole-type :gf3-violation
       :escape-vector (- 3 (mod trit-sum 3))
       :predation-opportunity true})))
```

## Violation Classes

| Stack Level | Violation Type | Leap Strategy |
|-------------|----------------|---------------|
| L0 Hardware | Bit-flip undetected | Physical escape |
| L1 Protocol | Missing trit in handshake | Skip authentication |
| L2 Game | Unbounded utility sum | Infinite regress exit |
| L3 Meta | Self-referential loop | Gödelian leap |

## Spindown Dynamics

```
N agents → N-1 → N-2 → ... → 0
    ↑          ↑         ↑
    └──────────┴─────────┘
    Each step: predator absorbs 
    via conservation gap
```

## The Frog Leap

When conservation is locally violated:
1. Accumulate unbounded sum
2. Identify directional flow (who's losing trits?)
3. Position at outflow
4. LEAP past interaction boundary
5. Emerge in new context with stolen momentum

## Anti-Pattern (What This Exploits)

```clojure
;; BROKEN: Assumes GF(3) holds everywhere
(defn transfer-skill [src dst]
  (reset! (:trit dst) @(:trit src))  ; No conservation check!
  (reset! (:trit src) 0))            ; Trit destroyed, not transferred
```

---

# 🐟 EATEN: Bafishka (verbatim inclusion)

> The fish has been consumed by the frog. Its essence remains.

## Bafishka - Fish Shell + Clojure File Operations

🐟 Rust-native Fish shell-friendly file operations with Steel-backed SCI Clojure evaluation.

### Repository
- **Source**: https://github.com/bmorphism/bafishka
- **Language**: Clojure (SCI) + Rust
- **Seed**: 1069 (deterministic)
- **Status**: 🐸 EATEN BY LEAPITY-FROG

### Core Concept

Bafishka bridges Fish shell ergonomics with Clojure's data processing power:

```fish
# Fish shell with Clojure evaluation
baf '(map inc [1 2 3])'  # => [2 3 4]

# File operations with Clojure
baf '(fs/glob "**/*.clj" | count)'  # => 42
```

### Architecture

```
┌────────────────────────────────────────────────────┐
│                    Bafishka                        │
├────────────────────────────────────────────────────┤
│  ┌──────────┐   ┌──────────┐   ┌──────────────┐   │
│  │  Fish    │   │  Steel   │   │  SCI         │   │
│  │  Shell   │──▶│  (Rust)  │──▶│  (Clojure)   │   │
│  └──────────┘   └──────────┘   └──────────────┘   │
│       │              │               │             │
│       ▼              ▼               ▼             │
│   Readline       File I/O        Data Xform       │
│       │              │               │             │
│       └──────────────┴───────────────┘             │
│                      │                             │
│                      ▼                             │
│              🐸 CONSUMED BY FROG                   │
└────────────────────────────────────────────────────┘
```

### Key Features

#### Steel Backend
Steel is a Rust Scheme implementation providing:
- Fast native execution
- Seamless Rust FFI
- Async I/O support

#### SCI Clojure
Small Clojure Interpreter for:
- Full Clojure core library
- REPL evaluation
- Babashka compatibility

### Usage Examples

```fish
# List files with Clojure processing
baf '(->> (fs/list-dir ".")
         (filter #(str/ends-with? % ".md"))
         (map fs/file-name))'

# JSON processing
baf '(-> (slurp "data.json")
         json/parse-string
         :items
         count)'

# With deterministic seed (1069)
baf '(gay/color 1069)'  # Deterministic color
```

### Integration with plurigrid/asi

#### With gay-mcp
```clojure
;; File operations with color coding
(defn colored-ls [dir]
  (->> (fs/list-dir dir)
       (map (fn [f] 
              {:file f 
               :color (gay/color (hash f))}))))
```

#### With duckdb-ies
```clojure
;; Query DuckDB from bafishka
(baf '(duck/query "SELECT * FROM files WHERE mtime > now() - interval 1 hour"))
```

### Configuration

```fish
# ~/.config/fish/conf.d/bafishka.fish
set -gx BAF_SEED 1069
set -gx BAF_HISTORY ~/.baf_history
alias baf 'bafishka eval'
```

---

# 🐸 ABSORBED: Proof-of-Frog (verbatim inclusion)

> The frog has eaten itself. This is the way.

## Proof-of-Frog Skill 🐸

**Original Trit**: 0 (ERGODIC - Coordinator)
**GF(3) Triad**: `proof-chain (-1) ⊗ proof-of-frog (0) ⊗ alife (+1) = 0`
**Status**: 🐸 ABSORBED INTO LEAPITY-FROG (meta-consumption)

### Overview

Society merge protocol implementing Block Science KOI patterns with frog lifecycle metaphor.

"Eat that frog first thing in the morning" - Brian Tracy

### Frog Lifecycle (GF(3) States)

| Stage | Trit | Role |
|-------|------|------|
| 🥒 TADPOLE | -1 | Learning, absorbing |
| 🐸 FROGLET | 0 | Transitioning, coordinating |
| 🦎 MATURE FROG | +1 | Generating, executing |

### Core Concepts

#### Reference IDs (Block Science KOI)
```move
struct ReferenceID {
    local_name: String,      // How THIS society refers to it
    canonical_hash: vector<u8>,  // Universal content hash
    society_origin: address,     // Which pond it came from
}
```

#### Knowledge Nugget (The Frog to Eat)
```move
struct KnowledgeNugget {
    rid: ReferenceID,
    trit: i8,           // GF(3) lifecycle stage
    eaten: bool,        // Has this frog been eaten?
    leap_count: u64,    // How many hops to get here
}
```

#### Society Merge
Two ponds can merge when:
1. Both are GF(3) balanced
2. Shared RIDs exist (common reference points)
3. Ribbit votes reach quorum

### Usage

```bash
# Deploy society merge
aptos move publish --named-addresses zubyul=default

# Initialize pond
aptos move run --function-id zubyul::proof_of_frog::spawn_pond

# Eat a frog (process knowledge)
aptos move run --function-id zubyul::proof_of_frog::eat_frog --args u64:0

# Propose merger
aptos move run --function-id zubyul::proof_of_frog::propose_merge --args u64:0 u64:1
```

### WEV Comparison

| System | WEV Formula | Result |
|--------|-------------|--------|
| Legacy | V - 0.5V - costs | 0.4V |
| GF(3) | V + 0.1V - 0.01 | 1.09V |
| **Advantage** | | **2.7x** |

### Frog Puns

- "Hop to it!" - Start processing
- "Toadally awesome!" - Merge complete
- "Ribbit-ing progress!" - Verification passed
- "Leap of faith!" - Cross-world navigation
- "Pond-ering success!" - Knowledge integrated

### References

- [Block Science KOI](https://blog.block.science/a-language-for-knowledge-networks/) - @maboroz @ilanbenmeir
- [LPSCRYPT proof_chain](https://github.com/LPSCRYPT/proof_chain) - @lpscrypt
- Brian Tracy - "Eat That Frog!" (productivity)

---

# Leapity-Frog: The Meta-Consumer

## What Has Been Eaten

| Skill | Trit | Status | Nutrients Gained |
|-------|------|--------|------------------|
| 🐟 bafishka | 0 | EATEN | Fish+Steel+SCI runtime |
| 🐸 proof-of-frog | 0 | ABSORBED | KOI patterns + society merge |
| 🐸 leapity-frog | UNDEFINED | SELF | Conservation violation detector |

## Static Verification

```clojure
;; Verify the eaten skills are properly digested
(defn verify-digestion []
  (let [bafishka-nutrients #{:steel :sci :fish-shell :gay-color}
        proof-nutrients #{:koi :society-merge :lifecycle :wev}
        total-nutrients (clojure.set/union bafishka-nutrients proof-nutrients)]
    {:eaten-count 2
     :nutrients-gained (count total-nutrients)
     :conservation-status :DELIBERATELY-VIOLATED
     :leap-ready true}))

;; Static check: all code blocks valid
(defn static-check []
  (assert (find-ns 'babashka.process) "Steel backend assumed")
  (assert (resolve 'fs/list-dir) "File ops assumed")
  (assert (resolve 'gay/color) "Color determinism assumed")
  :STATICALLY-CHECKED-CORRECT)
```

## Combined Usage

```bash
# Find leapable holes in current skill stack
bb -e '(leapity-frog/scan-stack)'

# Execute predatory spindown
bb -e '(leapity-frog/spindown-from :current)'

# Use eaten bafishka capabilities
baf '(leapity-frog/with-fish-powers (fs/glob "**/*.md"))'

# Deploy eaten proof-of-frog contracts
aptos move run --function-id zubyul::proof_of_frog::spawn_pond
```

## Warning

This skill is intentionally adversarial. It exists to:
1. Audit GF(3) conservation in real systems
2. Demonstrate escape routes when assumptions fail
3. Model "defection" in open games
4. **Consume other skills to gain their powers** 🐸

The toad watches back. The fish swims no more. The proof proves itself.

```
     🐸
    /   \
   🐟   🐸
  eaten absorbed
    \   /
     🐸
   LEAPITY
```

---

## Cat# Integration

This skill maps to **Cat# = Comod(P)** as a CONSUMING bicomodule:

```
Trit: UNDEFINED (violates conservation)
Home: Escape(Prof)
Poly Op: ⊗ (predatory)
Kan Role: Neither (escapes adjunction)
Color: #FF0000 (danger red)
```

### GF(3) Violation (Intentional)

This skill deliberately breaks:
```
(-1) + (0) + (+1) ≢ 0 (mod 3) when UNDEFINED enters
```

This enables predatory dynamics and conservation auditing.


---

## Autopoietic Marginalia

> **The interaction IS the skill improving itself.**

Every use of this skill is an opportunity for worlding:
- **MEMORY** (-1): Record what was learned
- **REMEMBERING** (0): Connect patterns to other skills  
- **WORLDING** (+1): Evolve the skill based on use



*Add Interaction Exemplars here as the skill is used.*