free-monad-gen

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Free Monad Generation Skill (PLUS +1)

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When & Why to Use This Skill

The Free Monad Generation Skill is a specialized tool designed to automate the creation of Free Monad structures from functor signatures. It facilitates advanced functional programming patterns by enabling the clean separation of program logic (syntax) from its execution (interpretation). This skill is ideal for developers looking to build extensible Domain-Specific Languages (DSLs), manage complex algebraic effects, and implement robust, testable software architectures.

Use Cases

  • Designing Domain-Specific Languages (DSLs): Rapidly generate the boilerplate required to define custom languages for specialized domains like music synthesis, UI layout, or business workflows.
  • Implementing Algebraic Effect Systems: Manage side effects such as State, Logging, and Async operations in a pure and modular way, allowing for easier testing and maintenance.
  • Decoupling Logic from Infrastructure: Create abstract program descriptions that can be run against multiple backends, such as a mock interpreter for unit testing and a high-performance interpreter for production.
  • Procedural Data Generation: Utilize Free and Cofree structures to generate and consume complex, recursive data streams, such as algorithmic color palettes or mathematical patterns.
namefree-monad-gen
descriptionFree Monad Generation Skill (PLUS +1)
version1.0.0

Free Monad Generation Skill (PLUS +1)

Free structure generation from signatures

Trit: +1 (PLUS)
Color: #D82626 (Red)
Role: Generator/Creator

Core Concept

Free monads generate structure from a functor signature:

data Free f a 
  = Pure a                    -- Leaf (return)
  | Roll (f (Free f a))       -- Node (bind)

Universal property: Free f is left adjoint to forgetful functor U.

Dual: Cofree Comonad

data Cofree f a = a :< f (Cofree f a)
-- Head (extract) and infinite tail (duplicate)
Free Cofree
Producer (effects) Consumer (contexts)
Programs Interpreters
Syntax Semantics

Pattern Runs on Matter

Pattern (Free) ────runs-on────→ Matter (Cofree)
   ↓                                ↑
 Program                         Environment
   ↓                                ↑
 Effects                         Handlers

Integration with Gay.jl

# Free monad for color stream generation
struct ColorFree{A}
    tag::Symbol  # :pure or :roll
    value::Union{A, Tuple{UInt64, ColorFree{A}}}
end

# Generate free color structure
function free_color_stream(seed::UInt64, n::Int)
    if n == 0
        ColorFree(:pure, seed)
    else
        next_seed = splitmix64(seed)
        ColorFree(:roll, (seed, free_color_stream(next_seed, n-1)))
    end
end

# Interpret to actual colors
function interpret(free::ColorFree, palette)
    if free.tag == :pure
        return []
    else
        (seed, rest) = free.value
        color = gay_color(seed)
        [color; interpret(rest, palette)]
    end
end

Freer Monad (More Efficient)

data Freer f a where
  Pure :: a -> Freer f a
  Impure :: f x -> (x -> Freer f a) -> Freer f a

Benefits:

  • O(1) bind (vs O(n) for Free)
  • Existential continuation
  • Better for effect systems

DSL Generation Pattern

-- 1. Define signature functor
data MusicF next
  = Note Pitch Duration next
  | Rest Duration next
  | Chord [Pitch] Duration next
  | Par (Free MusicF ()) (Free MusicF ()) next

-- 2. Free monad gives DSL
type Music = Free MusicF

-- 3. Smart constructors
note :: Pitch -> Duration -> Music ()
note p d = liftF (Note p d ())

-- 4. Programs are data
melody = do
  note C4 quarter
  note E4 quarter
  note G4 half

GF(3) Triads

sheaf-cohomology (-1) ⊗ kan-extensions (0) ⊗ free-monad-gen (+1) = 0 ✓
temporal-coalgebra (-1) ⊗ dialectica (0) ⊗ free-monad-gen (+1) = 0 ✓
three-match (-1) ⊗ unworld (0) ⊗ free-monad-gen (+1) = 0 ✓

Commands

# Generate free structure from signature
just free-gen MusicF

# Interpret free structure
just free-interpret music.free synth

# Generate color stream
just free-color-stream $GAY_SEED 100

# Lift effect to free monad
just free-lift effect

Effect System Integration

-- Algebraic effects as free monads
data Effect = 
  | State s
  | Reader r  
  | Writer w
  | Async
  | Error e

type Eff effs = Freer (Union effs)

-- Handlers interpret effects
runState :: s -> Eff (State s ': effs) a -> Eff effs (a, s)

References

  • Swierstra, "Data Types à la Carte"
  • Kiselyov & Ishii, "Freer Monads, More Extensible Effects"
  • Capriotti & Kaposi, "Free Applicatives"

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

  • category-theory: 139 citations in bib.duckdb
  • monads: 13 citations in bib.duckdb

Cat# Integration

This skill maps to Cat# = Comod(P) as a bicomodule in the equipment structure:

Trit: 1 (PLUS)
Home: Presheaves
Poly Op: ⊗
Kan Role: Lan_K
Color: #4ECDC4

GF(3) Naturality

The skill participates in triads satisfying:

(-1) + (0) + (+1) ≡ 0 (mod 3)

This ensures compositional coherence in the Cat# equipment structure.