Machine learning detects patterns, block chain guarantees trust and immutability, and modern causal inference identifies directional linkages, yet none alone exposes the full energetic anatomy of complex systems; the Hamiltonian Higher Order Elasticity Dynamics(2HOED) framework bridges these gaps. Grounded in classical mechanics but extended to Economics order elasticity terms, 2HOED represents economic, social, and physical systems as energy-based Hamiltonians whose position, velocity, acceleration, and jerk of elasticity jointly determine systemic power, Inertia, policy sensitivity, and marginal responses. Because the formalism is scaling free and coordinate agnostic, it transfers seamlessly from financial markets to climate science, from supply chain logistics to epidemiology, thus any discipline in which adaptation and shocks coexist. By embedding standard econometric variables inside a Hamiltonian, 2HOED enriches conventional economic analysis with rigorous diagnostics of resilience, tipping points, and feedback loops, revealing failure modes invisible to linear models. Wavelet spectra, phase space attractors, and topological persistence diagrams derived from 2HOED expose multistage policy leverage that machine learning detects only empirically and block chain secures only after the fact. For economists, physicians and other scientists, the method opens a new causal energetic channel linking biological or mechanical elasticity to macro level outcomes. Portable, interpretable, and computationally light, 2HOED turns data streams into dynamical energy maps, empowering decision makers to anticipate crises, design adaptive policies, and engineer robust systems delivering the predictive punch of AI with the explanatory clarity of physics.

I built a data analytics business organically in 2019, and I took it down in 2020. In 2021, I left Canada for South East Asia and I became a full-time writer. Every Tuesday I share my journey, thoughts, and ideas as a remote writer living in South East Asia. For any inquiries you can contact me on LinkedIn or Twitter.

Soon after, we saw the invention of flight, changing how the world traveled. In our lifetime, we have seen the transformative effect the internet has had on humanity. Now, we are witnessing the rise of not one but two world-changing technologies, blockchain technology and artificial intelligence (AI). Companies and institutions are only just realizing the potential of these technologies and have begun deploying them, resulting in the complete transformation of industries. At AIWORK, we firmly believe in the transformative capabilities of blockchain and AI.

Former Managing Director and Head of Investment Banking in South East Asia for Morgan Stanley (opened their investment banking office in Singapore in 1992). Head of Investment Banking in Asia/Japan and Member of Global Investment Banking Management Committee for Deutsche Bank (formerly called Deutsche Morgan Grenfell) in 1995.

KUALA LUMPUR, 1 JUNE 2018 – Celcom Axiata Berhad, in its ongoing journey to create awesome moments and experiences for its customers, today announced its latest channel to serve customers -- a state-of-the-art Intelligent Virtual Agent service. Celcom's Intelligent Virtual Agent service brings together cutting-edge Artificial Intelligence (AI) and Machine Learning technology, giving birth to two personas – Clive and Emma – with their own personalities that will interact with customers 24 7 with regard to their inquiries and transactions. The combination of technology, transaction capability and personality is the first of its kind in Asia. Both Clive and Emma are powered with Microsoft's AI & machine learning technology and will have the opportunity to initiate conversations with consumers with a personal and humanised touch, providing an awesome customer experience anywhere and at any time. Microsoft's Machine Learning feature will allow Clive and Emma to auto-learn questions variations via a knowledge-based system that improves their effectiveness over time.

With nearly 400 breeds spanning almost every corner of the planet, dogs have long followed man on his travels. In a bid to piece together the complex evolution of dogs, researchers have looked at the genetic sequences of 161 modern breeds. The resulting map unearths new evidence that dogs travelled with humans across the Bering land bridge 15,000 years ago, and will likely help researchers identify disease-causing genes in both dogs and humans. In a bid to piece together the complex evolution of dogs, researchers have looked at the genetic sequences of 161 modern breeds. Researchers from the National Institutes of Health (NIH) in Maryland say their findings highlight how the oldest dog breeds evolved, or were bred to fill certain roles.