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A programming language optimized for LLM code generation

Project description

Sui (粋) - A Programming Language for LLMs

Zero syntax errors. Zero typos. LLMs generate code that just works.

日本語版 README

Try it Now

No installation required - try Sui directly in your browser:

Overview

Sui (粋) is a programming language named after the Japanese aesthetic concept meaning "refined" and "elimination of excess." It is designed so that LLMs can generate 100% accurate code - not through hope, but through structural guarantees.

Why Sui?

Current LLM code generation problems:

  • Bracket mismatches if (x { }
  • Variable typos coutn vs count
  • Indentation errors
  • Complex nested expressions

Sui makes these errors structurally impossible:

Problem Sui's Solution
Bracket mismatch Only {} for functions, no nesting
Variable typos Sequential numbers only (v0, v1, g0) - can't misspell
Indentation errors Line-based, indentation is ignored
Complex nesting One instruction per line, decompose to temps

Design Principles

  1. Zero Syntax Error Rate - Structurally impossible to make syntax errors
  2. Zero Typo Rate - Variables are numbers, not names
  3. Line Independence - Each line is completely self-contained
  4. Pure Logic Language - Computation only; UI delegated to any framework
  5. Future-Proof Efficiency - As LLMs learn Sui, token efficiency will surpass traditional languages

Installation

# PyPI (basic)
pip install sui-lang

# PyPI with WebAssembly support
pip install sui-lang[wasm]

# Homebrew (macOS/Linux)
brew tap TakatoHonda/sui
brew install sui-lang

# From source
git clone https://github.com/TakatoHonda/sui-lang.git
cd sui-lang

Quick Start

Interactive Mode (REPL)

# Start REPL
sui

# Example session
>>> = v0 10
>>> + v1 v0 5
>>> . v1
>>>
15
>>> .exit

Commands: .exit / .quit (exit), .reset (reset state)

Interpreter

# Run file
sui examples/fibonacci.sui

# Run with arguments
sui examples/fib_args.sui 15

# Validate
sui --validate examples/fibonacci.sui

# Show help
sui --help

Transpiler (Sui → Python)

# Show converted code
sui2py examples/fibonacci.sui

# Output to file
sui2py examples/fibonacci.sui -o fib.py

# Convert and execute
sui2py examples/fib_args.sui --run 15

Transpiler (Python → Sui) for humans

# Show converted code
py2sui your_code.py

# Output to file
py2sui your_code.py -o output.sui

WebAssembly

# Compile to WebAssembly binary (requires: brew install wabt)
sui2wasm examples/fibonacci.sui -o fib.wasm

# Execute directly via WebAssembly (requires: pip install sui-lang[wasm])
suiwasm examples/fibonacci.sui

Browser UI

Sui is a pure logic language. UI can be implemented with any framework (React, Vue, Hono.js, vanilla JS, etc).

Sui compiles to Wasm with exports:

  • main() - Initialization
  • f0(), f1(), ... - Functions (callable from JS)
  • g0, g1, ... - Global variables (read/write via .value)
// Any framework works
const wasm = await WebAssembly.instantiate(wasmBytes, { env: { print_i32: console.log }});
button.onclick = () => { wasm.exports.f0(); display.textContent = wasm.exports.g0.value; };

Running without Installation (from source)

# Using python directly
python sui.py examples/fibonacci.sui
python sui2py.py examples/fibonacci.sui
python py2sui.py your_code.py

Syntax

Instructions

Instr Format Description
= = var value Assignment
+ + result a b Addition
- - result a b Subtraction
* * result a b Multiplication
/ / result a b Division
% % result a b Modulo
< < result a b Less than (0/1)
> > result a b Greater than (0/1)
~ ~ result a b Equality (0/1)
! ! result a NOT
& & result a b AND
| | result a b OR
? ? cond label Conditional jump
@ @ label Unconditional jump
: : label Label definition
# # id argc { Function definition start
} } Function definition end
$ $ result func args... Function call
^ ^ value Return
[ [ var size Array create
] ] result arr idx Array read
{ { arr idx value Array write
. . value Output
, , var Input

Variables

Format Meaning
v0, v1, ... Local variables
g0, g1, ... Global variables
a0, a1, ... Function arguments
g100 argc (command-line argument count)
g101, g102, ... argv (command-line arguments)

Examples

Fibonacci

# 0 1 {
< v0 a0 2
! v1 v0
? v1 1
^ a0
: 1
- v2 a0 1
$ v3 0 v2
- v4 a0 2
$ v5 0 v4
+ v6 v3 v5
^ v6
}
= g0 10
$ g1 0 g0
. g1

Output: 55

FizzBuzz

= v0 1
: 0
> v1 v0 100
? v1 9
% v2 v0 15
~ v3 v2 0
? v3 1
% v4 v0 3
~ v5 v4 0
? v5 2
% v6 v0 5
~ v7 v6 0
? v7 3
. v0
@ 4
: 1
. "FizzBuzz"
@ 4
: 2
. "Fizz"
@ 4
: 3
. "Buzz"
@ 4
: 4
+ v0 v0 1
@ 0
: 9

File Structure

sui/
├── README.md           # This file (English)
├── README_ja.md        # Japanese README
├── LICENSE             # MIT License
├── sui.py              # Interpreter
├── sui2py.py           # Sui → Python transpiler
├── sui2wasm.py         # Sui → WebAssembly binary compiler
├── suiwasm.py          # WebAssembly runtime (execute via wasmtime)
├── py2sui.py           # Python → Sui transpiler (for humans)
├── examples/
│   ├── fibonacci.sui
│   ├── fib_args.sui
│   ├── fizzbuzz.sui
│   ├── list_sum.sui
│   ├── args_demo.sui
│   └── counter_app/      # Full app example (Sui + Wasm + HTML)
└── prompts/
    ├── system_prompt_en.md  # LLM system prompt (English)
    ├── system_prompt_ja.md  # LLM system prompt (Japanese)
    └── examples.md          # Application examples (Sui + UI)

LLM Integration

Sui is designed for LLM code generation. Use the prompts in prompts/ directory:

  1. Copy the system prompt from prompts/system_prompt_en.md
  2. Paste it into ChatGPT / Claude / Gemini / etc.
  3. Ask to generate Sui code for your task
  4. Run with sui your_code.sui

See prompts/examples.md for prompt templates and expected outputs.

Name Origin

Sui (粋) - A Japanese word meaning "refined," "sophisticated," or "the essence." It represents the aesthetic of eliminating excess and keeping only what is essential.

Token Efficiency: Now vs Future

Current state (LLMs don't know Sui yet):

Language Fibonacci Counter
Sui 79 tokens 44 tokens
Python 30 tokens 30 tokens

Future state (after LLMs learn Sui):

  • v0, g0 → 1 token each (currently 2)
  • Patterns like + g0 g0 1 → compressed
  • Estimated: 40-50% reduction

But token count isn't the point. The real value:

  • 0% syntax error rate (vs ~5-10% for Python/JS)
  • 0% typo rate (variables can't be misspelled)
  • 100% parseable output (every line is valid or clearly invalid)

vs Other Languages

vs Python/JavaScript

Aspect Python/JS Sui
Syntax errors Common Impossible
Variable typos Common Impossible
Bracket matching Error-prone Trivial
Token efficiency (now) Better Worse
Token efficiency (future) Same Better

vs Assembly

Aspect Assembly Sui
Instructions Hundreds ~20
Registers 8-32 Unlimited
Learning curve Steep Minimal

Roadmap

  • Interpreter (Python)
  • Transpiler (Sui → Python)
  • Transpiler (Python → Sui, for humans)
  • Interactive mode (REPL)
  • WebAssembly output (WAT + runtime)
  • Mathematical primitives (linear algebra, statistics) (#8)
  • Package manager (hash-based IDs) (#9)
  • Type annotations (optional)
  • LLVM IR output

Future: Mathematical Extensions

Sui will extend with numeric-ID based primitives (no identifiers):

; Matrix operations (proposed)
M 0 v2 v0 v1   ; v2 = matmul(v0, v1)
M 1 v2 v0 v1   ; v2 = matadd(v0, v1)
M 2 v2 v0 0    ; v2 = transpose(v0)

; Statistics (proposed)
S 0 v1 v0      ; v1 = mean(v0)
S 1 v1 v0      ; v1 = std(v0)

Design principles maintained:

  • No identifiers (numeric IDs only)
  • One instruction per line
  • Zero typo possibility

See Issue #8 for details.

License

MIT License

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