The Build in Public campaign is entering a pivotal stage.

Over the past week, we’ve enhanced key components of the OLP Swarm, and we’re starting to see measurable improvements in agent intelligence and capability.

Following last week’s demo and the rollout of foundational swarm elements, Co-founder and Head of Research Ethan Jackson @neurmality returns to share the following updates.

🔢 Observer and Signal Agents now surface more enriched statistical data, including volatility metrics and price distributions across multiple timeframes.

🎯 A newly introduced Volatility Policy Agent is using this data to drive real-time decisions, such as whether to hold or rebalance liquidity positions based on market fluctuations.

📈 The backtesting framework has been further optimized with a swap function, showing a clear increase in theoretical returns.

Watch the full demo below.