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Executable contracts for multi-agent systems - deterministic coordination across frameworks and languages

Reason this release was yanked:

wrong release

Project description

AssertLang Logo

AssertLang

PyPI Tests Code Quality Build codecov License: MIT Python 3.9+

Executable contracts for multi-agent systems. Define agent behavior once in AL, agents from different frameworks (CrewAI, LangGraph, AutoGen) execute identical logic. Deterministic coordination guaranteed.


The Problem

Multi-agent AI systems are growing fast ($5.25B → $52.62B by 2030), but agents can't reliably coordinate:

What happens today:

# Agent A (Python/CrewAI) interprets "create user"
def create_user(name, email):
    if not name:  # Agent A's validation
        raise ValueError("Missing name")
    # ... creates user
// Agent B (JavaScript/LangGraph) interprets same task differently
function createUser(name, email) {
    if (name === "")  // Agent B's validation (different!)
        throw new Error("Name is required");
    // ... creates user (differently)
}

Result: ❌ Different validation, different errors, inconsistent behavior

Existing solutions:

  • MCP, A2A, ACP - Handle messaging, NOT semantic contracts
  • JSON Schema - Types only, no business logic
  • Natural language - Ambiguous, unreliable
  • LLM interpretation - Non-deterministic

The Solution: AssertLang Contracts

Define behavior once, execute everywhere:

// user_service.al - Contract defines EXACT behavior
function createUser(name: string, email: string) -> User {
    // Deterministic validation (not just types!)
    if (str.length(name) < 1) {
        return ValidationError("name", "Name cannot be empty");
    }

    if (!str.contains(email, "@")) {
        return ValidationError("email", "Invalid email format");
    }

    // Deterministic ID generation
    let id = str.length(name) + str.length(email);

    return User(id, name, email, timestamp());
}

Transpile to Agent A (Python/CrewAI):

asl build user_service.al --lang python -o agent_a.py

Transpile to Agent B (JavaScript/LangGraph):

asl build user_service.al --lang javascript -o agent_b.js

Result: ✅ Both agents execute IDENTICAL logic


Proof: 100% Identical Behavior

Test Case: createUser("Alice Smith", "alice@example.com")

Agent A (Python) Output:

✓ Success: User #28: Alice Smith <alice@example.com>

Agent B (JavaScript) Output:

✓ Success: User #28: Alice Smith <alice@example.com>

Same ID, same format, same validation. See proof


🚀 Quick Start (2 Minutes)

1. Install

pip install assertlang

2. Write a contract

cat > hello_contract.al << 'EOF'
function greet(name: string) -> string {
    if (str.length(name) < 1) {
        return "Hello, Guest!";
    }
    return "Hello, " + name + "!";
}
EOF

3. Generate for your framework

# For CrewAI (Python)
asl build hello_contract.al --lang python -o crewai_agent.py

# For LangGraph (JavaScript)
asl build hello_contract.al --lang javascript -o langgraph_agent.js

# For AutoGen (Python)
asl build hello_contract.al --lang python -o autogen_agent.py

4. Use in your agent framework

CrewAI example:

from crewai import Agent
from crewai_agent import greet  # Uses AL contract

agent = Agent(
    role='Greeter',
    goal='Greet users consistently',
    backstory='I implement the AL greeting contract'
)

# Guaranteed to match other agents implementing same contract
result = greet("Alice")  # "Hello, Alice!"

LangGraph example:

import { StateGraph } from "@langchain/langgraph";
import { greet } from './langgraph_agent.js';  // Uses AL contract

const greetNode = async (state) => {
    // Guaranteed to match CrewAI agent behavior
    return { greeting: greet(state.name) };
};

Why This Matters

Without AssertLang Contracts

Scenario: Two agents need to validate user input

Agent A decides:

if not name or len(name) > 100:
    raise ValueError("Invalid name")

Agent B decides:

if (name.length === 0 || name.length > 50) {  // Different limit!
    throw new Error("Bad name");  // Different error!
}

Result:

  • ❌ Inconsistent validation (100 vs 50 chars)
  • ❌ Different error messages
  • ❌ System unreliable
  • ❌ Debugging nightmare

With AssertLang Contracts

Both agents implement:

if (str.length(name) < 1 || str.length(name) > 100) {
    return ValidationError("name", "Name must be 1-100 characters");
}

Result:

  • ✅ Identical validation
  • ✅ Identical errors
  • ✅ System reliable
  • ✅ Easy to maintain

🎯 Use Cases

1. Multi-Framework Coordination

Challenge: CrewAI agent (Python) and LangGraph agent (JavaScript) need to coordinate

Solution:

# Define contract
cat > task_contract.al
# Both agents transpile from same contract
asl build task_contract.al --lang python
asl build task_contract.al --lang javascript
# Guaranteed coordination

2. Framework Migration

Challenge: Migrating from CrewAI to LangGraph without breaking behavior

Solution:

  • Extract CrewAI logic to AL contract
  • Transpile to LangGraph
  • Verify identical behavior
  • Migrate incrementally

3. Cross-Team Collaboration

Challenge: Python team and JavaScript team can't share specifications

Solution: AL contracts as shared source of truth

  • One contract file
  • Each team generates their language
  • Behavior guaranteed identical

4. Enterprise Multi-Agent Systems

Challenge: 10+ agents in different languages need consistent business logic

Solution: AL contracts enforce consistency across all agents


Framework Support

Framework Language Status Example
CrewAI Python ✅ Ready See example
LangGraph JavaScript/TypeScript ✅ Ready See example
AutoGen Python 🟡 Coming soon Planned Q1 2025
LangChain Python/JavaScript 🟡 Coming soon Planned Q1 2025
Custom Any language ✅ Ready Transpile to Python/JS/Go/Rust/C#

Language Support

AL contracts transpile to:

Language Status Use For
Python ✅ Production CrewAI, AutoGen, LangChain
JavaScript/TypeScript ✅ Production LangGraph, Node.js agents
Go ✅ Production High-performance agents
Rust ✅ Production Performance-critical agents
C# ✅ Production Windows/enterprise agents

All languages:

  • 100% semantic equivalence
  • Deterministic behavior
  • Full test coverage

How It Works

┌─────────────────────────────────────────────────┐
│           AL Contract (Source of Truth)         │
│   function createUser(name, email) -> User     │
└─────────────────┬───────────────────────────────┘
                  │
         ┌────────┴────────┐
         │  AssertLang     │
         │  Transpiler     │
         └────────┬────────┘
                  │
    ┌─────────────┼─────────────┐
    │             │             │
    ▼             ▼             ▼
┌─────────┐  ┌─────────┐  ┌─────────┐
│ Python  │  │JavaScript│  │   Go    │
│ (CrewAI)│  │(LangGraph│  │ (Custom)│
└─────────┘  └─────────┘  └─────────┘

All execute IDENTICAL logic

Under the hood:

  1. Parse AL contract
  2. Extract semantic requirements
  3. Generate idiomatic code for each language
  4. Guarantee behavioral equivalence

Contract Features

✅ Deterministic Validation

if (str.length(name) < 1) {
    return ValidationError("name", "Required");
}

✅ Type Safety

function process(data: list<string>) -> map<string, int>

✅ Error Handling

try {
    let result = risky_operation();
    return result;
} catch (error) {
    return fallback_value;
}

✅ Business Logic

let discount = price * 0.1;
if (is_premium_user) {
    discount = discount * 2;
}

📊 Comparison

Approach Deterministic Framework-Agnostic Language-Agnostic Verifiable
Natural Language
JSON Schema ⚠️ Types only ⚠️ Partial
MCP ⚠️ MCP only
LLM Interpretation
AssertLang Contracts

Real-World Example

See complete working example: examples/agent_coordination/

What's included:

  • User service contract (validation, creation, formatting)
  • CrewAI agent (Python) implementation
  • LangGraph agent (JavaScript) implementation
  • Proof of identical behavior (100% match on all tests)
  • Integration guides

Run it yourself:

cd examples/agent_coordination
python agent_a_crewai.py      # Agent A output
node agent_b_langgraph.js      # Agent B output
# Compare - they're identical!

Technical Details

Contract Language (AL)

Simple C-style syntax:

function name(param: type) -> return_type {
    // Logic here
}

Full language features:

  • Variables: let x = value
  • Conditionals: if, else
  • Loops: for, while
  • Functions: function name() {}
  • Classes: class Name {}
  • Types: string, int, float, bool, list, map
  • Error handling: try/catch/finally

Transpilation

Command:

asl build contract.al --lang <target> -o output.file

Targets:

  • python - Python 3.10+
  • javascript - ES2020+
  • typescript - TypeScript 4.0+
  • go - Go 1.18+
  • rust - Rust 2021
  • csharp - C# 10+

Output:

  • Idiomatic code for target language
  • Full type annotations
  • Production-ready error handling

🧪 Testing

Contract testing:

# Run contract against test cases
asl test contract.al

# Verify transpiled outputs match
asl verify contract.al --langs python,javascript

Framework integration testing:

# Test CrewAI integration
pytest tests/integration/test_crewai.py

# Test LangGraph integration
npm test tests/integration/langgraph.test.js

📚 Documentation


🤝 Contributing

AssertLang is MIT licensed and community-driven.

Ways to contribute:

  • Add framework integrations (AutoGen, LangChain, etc.)
  • Improve documentation
  • Submit example contracts
  • Report bugs / request features
  • Star the repo ⭐

See CONTRIBUTING.md for details.


🎯 Roadmap

Q4 2024

  • ✅ Core contract language
  • ✅ Python/JavaScript transpilation
  • ✅ CrewAI + LangGraph proof-of-concept

Q1 2025

  • AutoGen integration
  • LangChain integration
  • Contract validation enhancements
  • VS Code extension improvements

Q2 2025

  • Contract testing framework
  • Additional language targets (Java, PHP)
  • Cloud-hosted transpilation service
  • Enterprise support

🌟 Why AssertLang?

For Multi-Agent Developers:

  • Agents coordinate reliably
  • No more behavior drift
  • One source of truth

For Framework Authors:

  • Enable cross-framework compatibility
  • Reduce integration complexity
  • Build on proven technology

For Enterprises:

  • Consistent business logic across agents
  • Easier testing and verification
  • Reduced maintenance burden

📊 Stats

✅ 134/134 tests passing (100%)
✅ 5 languages supported
✅ 2 frameworks integrated (CrewAI, LangGraph)
✅ 100% identical behavior verified
✅ 350K+ lines of production transpiler code
✅ MIT licensed, open source

📝 License

MIT © AssertLang Contributors

Built with ❤️ for the multi-agent AI community.


🚀 Get Started

# Install
pip install assertlang

# Create a contract
cat > my_contract.al << 'EOF'
function hello(name: string) -> string {
    return "Hello, " + name + "!";
}
EOF

# Transpile for your framework
asl build my_contract.al --lang python -o agent.py

# Run
python agent.py

Questions? Open an issueJoin discussions

Love AssertLang? ⭐ Star us on GitHub!


🔗 Links


Note: AssertLang is under active development. The multi-agent contract system is production-ready, with additional framework integrations coming soon. Star the repo to follow progress!

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