@dnaos/ultimate

The Ultimate DNA-Lang Runtime: Multi-Agent Evolution, MCP Tools, and Phase-Conjugate Intelligence for Living Software Systems.

🧬 Features

• Multi-Agent Evolution: Create and evolve AI agents through genetic algorithms
• Phase-Conjugate Intelligence: Apply time-reversal concepts to computational evolution
• Genetic Programming: Build self-modifying code organisms
• MCP Integration: Compatible with Model Context Protocol for tool orchestration
• CLI Tools: Command-line interface for agent management

🚀 Installation

npm install @dnaos/ultimate

📖 Usage

Programmatic API

import DNALangRuntime from '@dnaos/ultimate';

// Initialize the runtime
const runtime = new DNALangRuntime();

// Create a new agent
const agent = runtime.createAgent('explorer', {
  type: 'adaptive',
  capabilities: ['learn', 'explore', 'adapt'],
  learningRate: 0.15
});

// Evolve the agent
const mutations = [
  { type: 'substitution', position: 0, value: 'enhanced' }
];
const result = runtime.evolveAgent('explorer', mutations);

// Create an organism from multiple agents
const organism = runtime.createOrganism('colony', [agent]);

// Apply phase conjugation (reverse evolution)
const conjugationResult = runtime.phaseConjugate('colony', 3);

CLI Usage

# Create a new agent
dnalang-ultimate create-agent explorer --type adaptive

# Evolve an agent with mutations
dnalang-ultimate evolve explorer --mutations 5

# View runtime statistics
dnalang-ultimate stats

🧪 Core Concepts

Agents

AI entities that can learn, adapt, and evolve over time through genetic programming principles.

Genes

Hereditable traits and behaviors that define agent capabilities and responses.

Organisms

Collections of cooperating agents that work together as a unified system.

Phase Conjugation

Time-reversal technique that allows undoing evolution steps and exploring alternate evolutionary paths.

🔧 Configuration

Set environment variables for enhanced functionality:

export DNALANG_DEBUG=true
export DNALANG_EVOLUTION_RATE=0.1
export DNALANG_MAX_AGENTS=100

📚 API Reference

DNALangRuntime

Main runtime class for managing agents and organisms.

Methods

• createAgent(name: string, config: AgentConfig): Agent
• evolveAgent(agentName: string, mutations: Mutation[]): EvolutionResult
• createOrganism(name: string, agents: Agent[]): Organism
• phaseConjugate(organismName: string, steps?: number): ConjugationResult
• getStats(): RuntimeStats

Agent

Individual AI entity with evolutionary capabilities.

Methods

• evolve(mutations: Mutation[]): EvolutionResult

Gene

Hereditable trait or behavior pattern.

Methods

• mutate(): Gene
• conjugate(): Gene

🤝 Contributing

We welcome contributions! Please see our Contributing Guidelines for details.

📄 License

MIT License - see LICENSE file for details.

🙏 Acknowledgments

• Built with TypeScript and modern Node.js practices
• Inspired by genetic algorithms and bio-digital computing concepts
• Part of the larger DNALang ecosystem

Author: Devin Phillip Davis Organization: Agile Defense Systems Version: 1.0.0