From Shannon information to relativistic signals: Physical and philosophical reconstruction of decentralized systems Strolling through the bamboo forest, above the surface are independent and upward growing bamboo plants, while beneath the surface is a vast, interwoven, and completely "centerless" root network. This self-organizing form that has evolved over billions of years in nature aptly metaphorically represents the paradigm shift of contemporary computing architecture: from highly centralized information processing to peer-to-peer self-organizing networks. However, to truly build a purely decentralized system, simply eliminating the central node in the code layer interview graph is far from enough. We need to undergo a profound underlying cognitive reconstruction, crossing the scientific philosophical gap from classical mechanics to relativity. 1、 The dilemma of mechanical reductionism and the "Newtonian background" of Shannon information The underlying cornerstone of the current Internet is Shannon's information theory. From the rigorous logic of the history of science and mathematics, Shannon information is isomorphic to Boltzmann thermodynamic entropy in mathematical expression. And Boltzmann's statistical mechanics equations, whose underlying assumptions are still deeply rooted in Newton's absolute spacetime view and mechanical determinism. This means that the "Internet information" that we rely on and widely define today is essentially an extension of Newton's philosophy. In this system, everything can be deconstructed into bits in a state machine, which is highly mechanized, reducible, computable, and most importantly, replicable. The Euclidean geometry, Newtonian mechanics, Boltzmann thermodynamics, and Shannon information theory created by humans collectively construct an "approximate world model". When we try to build a trustless value network using this infinitely replicable Shannon information, we will inevitably fall into the quagmire of needing centralized authority to endorse it. Because in the Newtonian absolute timeline, the hierarchy of power and centralized timing nodes are the only solutions to maintain the system from collapsing. 2、 Paradigm Shift: Philosophy of Relativity and Unpplicable 'Signals' To break through the approximate model of reductionism, the design of Satoshi Nakamoto's system must complete a philosophical transition - that is, to establish first principles on Einstein's theory of relativity. In the cosmology of relativity, there is no absolute global clock, and every observer has their own time reference frame. A "time chain" consisting of cryptographic timestamps and hash pointers is precisely the projection of relativistic spacetime in the digital world. The first step under this new paradigm is to redefine the 'basic objects' of the system. The object is no longer the Shannon "information" that can be copied and tampered with at will, but the non replicable "signal". Just like quantum states with topological properties in physics, or property rights confirmation based on UTXO (Unspent Transaction Output) and every nonce in POW collisions, signals have spatiotemporal uniqueness. It is not an approximate depiction of reality, but rather an objective occurrence of physical events themselves. This point-to-point relativistic signal strips away the mechanical sense of anthropocentrism and is closer to the natural laws of the universe itself. 3、 Smooth out power hierarchy and group self-organization calculation Building on the foundation of relativistic signals, the next step in the system architecture is to completely erase the identity and power hierarchy in traditional systems through pure peer-to-peer (P2P) technology. In this network, no node has a divine perspective or privileged identity, and each role interacts according to isomorphic physical and mathematical laws, thereby eliminating power dissipation within the system. How can isolated nodes without a center achieve a macroscopic deterministic order? This requires a complete benchmark loop (such as a consensus mechanism based on physical energy consumption) to bond the above steps together. This is actually a systematic breakthrough in the computability of group organizations. The computing power of a single Turing machine is limited, but through such a decentralized self-organizing network, the system introduces external objective physical constraints as "Oracle" in a non deterministic environment, thereby achieving higher-order computability at the group organizational level (i.e. $C '+Oracle=C $). 4、 Conclusion: The Evolution towards Bottom Truth Just as Penrose deduced from G ö del's incompleteness theorem to quantum gravity, attempting to find the origin of consciousness and objective reality in microscopic quantum states, the evolution of decentralized systems is also undergoing a similar physics regression. The end of the Newton Shannon system lies in mechanical computability and information redundancy, while the future of the Einstein Satoshi system points towards non mechanical, self-organizing topological networks with vitality. In this underlying logic that is closer to the 'craftsmanship of the Creator', irreplicable point-to-point signals form the most fundamental network of relationships. We are moving beyond the approximate world model simplified by the human brain towards an ecology that truly respects the first principles of physics. Here, secular power is dissolved by the laws of cryptography and physics, while unbreakable consensus naturally emerges in the intertwining of relativity in time and space.