Oracle is undoubtedly the link that connects off chain data and expands the boundaries of DeFi scenarios. There are two factions here: One faction is represented by ChainLink and Pyth, which are public data oracle machines, such as structured standard data such as asset prices, macro data, sports scores, etc. This year, the US Bureau of Statistics and the Bureau of Economic Analysis under the Department of Commerce announced a partnership with ChainLink and Pyth to put official macro data such as GDP and PCE on the blockchain; The other faction is unstructured, valuable private data, which has not yet been fully utilized in Web3 due to technological limitations. This is the direction that @ pGeswarmed is building, to build a oracle project that is about the 'truth', making private data available, verifiable, and on chain. Swarm Network is not trying to answer the question of "how much is BTC price", but rather to solve the "truth capture" issues such as "whether a certain news is true", "whether this video is deepfake", "whether someone really has 1 million assets", so the token ticket is TRUTH The oracle is so important, there must also be problems. One of them is that there will always be people trying to manipulate prices and data, which in turn will affect the predicted market results and the amount of flash loans, and this is no longer an isolated case. To avoid similar manipulation, Swarm Network has built a network called "Swarm Intelligence" that allows ordinary users to run AI agents and participate in verification; And integrate zero knowledge proofs (ZK) from the underlying architecture for multi-dimensional, distributed logical analysis and cross validation. I understand why the project is called Swarm: a single bee (AI Agent) may be dumb or cheating, but thousands of bees working together under a rigorous protocol and economic model can build a complex and usable 'truth database'. In terms of team, Yannick Myson, the founder of Swarm Network, is a global brand strategy expert who has accumulated experience in AI and brand building at Fortune 500 companies. The other core members are seasoned professionals in the cryptocurrency industry, from companies such as Outlier Ventures and Binance. In terms of ecology, it is mainly closer to the SUI ecosystem, with the SUI Foundation leading the second round of investment. Collaborate in DeFi, insurance, prediction markets, and other scenarios, such as automated DeFi clearing (triggered by policy updates), ZK proof of identity settlement (medical/insurance results), etc. The project has already been TGE, with significant price fluctuations in the early stages. At present, the circulating market value is $32.73M, corresponding to FDV of $157M. There is still room for comparison with Pyth and Chainlink. (Non investment advice) P. When accessing the project website, the mouse hover is a pixel Dogecoin icon [manual dog head]