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Eremos is a Solana-native swarm system designed to detect and react to early on-chain activity in real time. Today, it focuses on coordinating autonomous agents that monitor deployments, wallet flows, and program behavior as they emerge on Solana. Alongside this, Eremos is exploring a broader agent direction centered on persistence and context. This work experiments with agents that can observe environments continuously, retain memory over time, and operate beyond isolated prompts or transactions. Together, these efforts position Eremos as both a practical on-chain agent system and a testbed for longer-lived, context-aware agents that operate across evolving systems.