Genome-Based Conversational AI Agents
Evolutionary Optimization and Liquid Neural Networks
Traditional conversational AI systems rely on static prompt engineering, which is brittle, difficult to optimize, and lacks reproducibility. We present Phylogenic-AI-Agents, a novel framework that treats AI agent personalities as genetic code rather than text prompts.
About Phylogenic-AI-Agents
Phylogenic-AI-Agents encodes conversational capabilities as an 8-trait genome system, evolves optimal personalities through genetic algorithms, and integrates Liquid Neural Networks (LNNs) for temporal memory. Our system achieves <5ms crossover operations, <10ms LNN processing latency, and demonstrates significant improvements in personality stability and optimization efficiency compared to manual prompt tuning.
Experimental evaluation shows that evolved genomes consistently outperform manually crafted prompts across multiple conversational metrics, with 90%+ trait stability over 100 generations. This work represents the first production-ready SDK for genome-based conversational AI, enabling reproducible, evolvable, and explainable agent personalities.
Key Features
8-Trait Genome System
Encode personalities with Empathy, Engagement, Technical Knowledge, Creativity, Conciseness, Context Awareness, Adaptability, and Personability.
Evolutionary Optimization
Use genetic algorithms to automatically evolve optimal agent personalities through selection, crossover, and mutation.
Liquid Neural Networks
Integrate Kraken LNNs for temporal memory and conversation context, ensuring coherence over time.
Production-Ready SDK
Deploy evolved agents across any LLM (OpenAI, Anthropic, Ollama) with simple Python integration.
Pricing
Phylogenic-AI-Agents AI Toolkit
$97
Full SDK for developers. Includes 10 production-ready genomes and evolution recipes.
Coming SoonEvolution Course
$197
Master phylogenic AI with 20 lessons, 30 templates, and code walkthroughs.
Coming SoonDeveloper License
$497
Commercial development rights, priority support, and annotated source code.
Coming SoonEnterprise License
$997
Unlimited enterprise use, custom development, and dedicated support.
Coming SoonProducts launching soon. Join our waitlist or star us on GitHub for updates!
Documentation
Explore our comprehensive documentation to learn how to implement and deploy genome-based AI agents.