Beyond the Scaling Law: A Critique of Brute-Force Computation in Physical-World AI and the Necessity of Closed-Loop Synthesis

 Current developments in Artificial Intelligence are dominated by the "Scaling Law" paradigm, which posits that increasing computational power and dataset size leads to emergent intelligence. While successful in digital linguistics, this open-loop, brute-force approach encounters a "Dimensionality Curse" when applied to high-precision physical interactions. This paper argues that purely stochastic models cannot resolve infinite-dimensional analog disturbances, such as environmental vibrations or micro-turbulences, due to inherent latency and lack of causal grounding. We propose a synergistic framework that integrates heuristic "Brain" cognition (Big Data) with deterministic "Cerebellar" execution (Closed-Loop Control). We demonstrate that a hardware-accelerated, low-power MCU-based feedback system in analog domain outperforms massive GPU/TPU clusters in ensuring physical-world certainty. This method can save 100 million times the computational power required.

The Paradigm Shift: Why Every Physical Industry Must Stop Fighting Entropy.

At GHE Solution, we believe the primary obstacle to economic growth is the cost of managing Information Entropy, defined as the rate at which a system’s disorder renders its data unreliable. The faster the disorder, the more time, energy, and human cognitive capacity that gets wasted by traditional “Entropy Control” methods (i.e., manual scanning, mental […]

The Tragic Truth: Logistics’ Biggest Cost Is Fighting CHAOS.

For decades, the economy, from manufacturing to last-mile delivery, has been bleeding cash in a losing battle against Entropy. We are spending trillions of dollars not to transport goods but to maintain order (to fight entropy) so that people can find what they need. The limitation of the traditional logistics model is that it imposes “ordered […]

The Circulatory Crisis: Why America Must Transcend the Information Entropy of Legacy Logistics

Information Entropy, Macro-Logistics, IoT, Supply Chain Resiliency, Human-Centric Innovation

The Entropy-Driven Economy: Americans Waste Trillions Fighting Chaos

In the United States, end-to-end logistics is burdened by several inefficiencies, including complex operations, a high package-loss rate, and rising costs. Together, these three issues pose a big obstacle to economic growth in the American supply chain. To understand the impact of these inefficiencies, GHE Solution gathered firsthand insights from frontline logistics workers. Employee experiences […]

How the GHE Solution Optimizes Pre-Loader WorkFlows

The pre-loader job requires workers to wake up at 2-3 o’clock in the morning. This goes against natural human health. At GHE Solution, we believe an optimal start time for pre-loaders is at 7 a.m., not 3 to 4 a.m. Currently, the two main risks for pre-loaders are spending too much time inside the vehicle […]

Embracing Entropy Increase and Last-mile Delivery Sustainability

How does embracing entropy increase make last-mile delivery sustainable? To Workers: Embracing entropy increase empowers workers by making their jobs safer and easier, while also doubling their capabilities. GHE’s new approach embraces entropy increase, transforming workers’ roles so they can enjoy work as if it were play. To Customers: Enjoy affordable, faster, and secure delivery […]

GHE Solution Announce Embracing Entropy Increase New Paradigm for Last Mile Delivery at LMD2025 Conference

LAS VEGAS,NV-October 16-17,2025-At LMD 2025, GHE Solution made its inaugural appearance as a Platinum Sponsor and unveiled its revolutionary solution Embracing Entropy Increase Paradigm shift, this game changer new paradigm will empower drivers and package handlers very easily to double efficiency while safer and effortless working. GHE Solution’s Booth at LMD 2025 By integrating wireless light tags onto packages […]

How to Address Consumer Demand for Cheaper, Faster, and Safer Delivery Service

How does the supply chain industry address the need for cheaper, faster, and safer delivery? 1. Extracting workers’ wages or courier profits 🚫2. Upgrading to a smarter delivery system 🟢 The reason why the current last-mile delivery model in the United States can’t meet the modern demand for safer, faster, and more affordable delivery services […]