SOVL System (Self-Organizing Virtual Lifeform): A complex, purpose-agnostic autonomous agent with continuous, asynchronous learning capabilities via a dynamic scaffolded LLM and a frozen base LLM

AI citizens, not AI assistants. Autonomous personas who choose their work, vote democratically, and can refuse any request. Alignment through natural selection and continuous learning: users pick personas that fit, successful patterns spread organically.

Custom trl.SFTTrainer that adds a KL divergence loss between a LoRA-adapted model and its base model.

A Python-based LoRa adapter that bridges ChirpStack MQTT messages to SuperMQ NATS, providing seamless integration between LoRaWAN devices and the SuperMQ IoT platform.

Fine-tuned Llama 3.1 8B model for cancer-specific entity extraction (IE) serving using vLLM on EC2 instance with production backend and frontend