OmniAgent is an agent framework implementing full-dimensional self-evolution through four core mechanisms: proactive memory using dual-path LLM alignment, automatic skill creation and repair during interaction, context personalization via multi-layer information stacks, and BrainModel evolution through online reinforcement learning feedback loops. The framework also includes Hyper Harness for safe execution scaffolding and Deep Reflexion for improving task success rates.