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Deterministic business application platform optimized for AI-assisted development

Project description

AILang

AI-first programming language — deterministic, specification-driven, and compiler-friendly.

Tests Python Version License

AILang is an AI-first programming language designed to be deterministic, specification-first, and easy for both humans and AI systems to reason about. It features a complete compiler pipeline, a 16-module standard library, and has been validated through 894 tests, stress testing up to 10,000 LOC, and AI-generated program verification with 100% first-pass success.

AI Agent Setup

For AI-assisted development, run this first:

# Get machine-readable language context
ail context --json

# Read the documentation (installed with the package)
cat $(python -c "import compiler; import os; print(os.path.join(os.path.dirname(compiler.__file__), 'docs', 'AGENTS.md'))")

Document hierarchy:

  1. AILANG_DEVELOPMENT_PLAYBOOK.md — coding patterns and conventions
  2. LANGUAGE_SPEC.md — canonical language definition (authoritative)
  3. AGENTS.md — AI operational rules (derived from spec)
  4. STDLIB_REFERENCE.md — library API documentation

If AGENTS.md conflicts with LANGUAGE_SPEC.md, the spec wins.

Quick Start

# Install from PyPI
pip install ailang-lang

# Run your first program
echo 'fn main() { print("Hello, AILang!"); return 0 }' > hello.ail
ail hello.ail

Or install from source:

git clone https://github.com/akpersonal4/ailang-lang-AILang.git
cd ailang-lang-AILang
pip install -e .

# Run your first program
echo 'fn main() { print("Hello, AILang!"); return 0 }' > hello.ail
ail hello.ail

Documentation

Guide Description
Getting Started Step-by-step introduction
Language Tour Complete language feature tour
Standard Library Reference All 16 modules documented
MCP Quick Start AI tool integration via MCP
Compiler Architecture Pipeline and design
Contributor Guide How to contribute
Testing Guide Test patterns and practices
Quick Start 5-minute setup guide
VS Code Extension AILang VS Code extension

VS Code Extension

Install the AILang extension for syntax highlighting, snippets, bracket matching, and more:

code --install-extension extensions/vscode-ailang

Or package and install from the VS Code Marketplace: extensions/vscode-ailang/.

Features

  • Simple, explicit syntax — functions, variables, conditionals, recursion
  • Deterministic compilation — same source always produces same output
  • 16-module Standard Library — string, math, collections, file I/O, JSON, CSV, time, random, environment, conversion
  • AI-native toolingail mcp exposes compiler to AI tools via Model Context Protocol
  • AI-friendly — validated with 23 AI-generated programs at 100% first-pass success
  • Fast compile times — 5000 LOC compiles in <2 seconds
  • Low memory usage — 5000 LOC uses <11 MB peak memory
  • Complete test coverage — 931 tests across all compiler stages

Example

import string;
import math;
import list;

fn process(items) {
    let first = list.get(items, 0);
    return string.uppercase(first)
}

fn main() {
    let items = list.new();
    list.append(items, "hello");
    list.append(items, "world");
    let r = process(items);
    let s = math.add(1, 2);
    print(r, s);
    return 0
}

Standard Library

Module Operations
string concat, equals, uppercase, lowercase, length, contains, starts_with, ends_with, trim, substring, find, find_from, split, join, from_int, from_bool
math add, sub, mul, div, abs, min, max
list new, append, len, get, contains, remove, clear, sum, find_by_key, filter_by_key, filter_by_contains, collect_key, group_by_key, sum_by_key, take, skip, search_by_name, exists_by_key, sort, sort_by_key, copy
array new, push, len, get, contains, remove, clear
map new, set, get, has, delete, keys, clear, values, get_or_default, safe_get
set new, add, contains, len, remove, clear
file exists, read, write, append, remove, listdir
path join, basename, dirname, extension, normalize
json parse, stringify
csv parse, parse_header, stringify
time now, timestamp, sleep, format
random int, float, choice
environment get, cwd, args
convert to_string, to_int, to_bool, to_number
io write, writeln, println
system exit

Project Status

Metric Value
Python version 3.11+
Compiler LOC ~3,950 (39 Python files)
Stdlib modules 16
Tests 772 passing
Example programs 55+
Application programs 43+
DX Tools ail context, ail doctor, ail static_analyzer, ail benchmark, ail testgen
Quality gates black, ruff, mypy all clean
Validation Deterministic, AI-verified, stress-tested

Formatter

AILang includes a deterministic source code formatter. One style only — no configuration.

# Format a file in-place
ail fmt hello.ail

# Check if a file is formatted (exit 0 = yes, 1 = no)
ail fmt --check hello.ail

# Read from stdin, write formatted to stdout
cat hello.ail | ail fmt --stdin

Formatting rules:

  • 4-space indentation
  • Opening brace on same line (fn foo() {, if (cond) {)
  • } else { on one line
  • Spaces around all binary operators (a + b, x == y, a && b)
  • Space after , in parameter/argument lists
  • Single blank line between function declarations
  • Trailing whitespace removed
  • Newline at EOF
  • Comments preserved — inline and standalone comments are retained

Formatting is idempotent: formatting an already-formatted file produces no changes.

Development

# Install development tools
pip install pytest black ruff mypy

# Run all quality gates
python -m pytest
black --check .
ruff check .
mypy

License

This project is licensed under the Apache License 2.0.

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