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Just trying to share one more real time scenario that I faced at peak night times.Struggled almost for straight 48hrs to figure out the best performance.In one of my recent Oracle Apps engagements, I encountered a critical performance issue while extending an existing customer-facing UI -"When an Oracle APEX UI Crashes Due to Backend SQL"

At scale, SQL performance tuning goes beyond indexing—it requires understanding Oracle Optimizer internals, execution engine behavior, latch contention, and I/O patterns. This case study dives deep into a production-critical query optimization using CBO (Cost-Based Optimizer), AWR reports, and execution plan analysis.

SQL performance tuning is one of the most critical skills for a developer working with large-scale systems. While most tutorials focus on syntax and indexing basics, real-world performance issues require deeper thinking—understanding execution plans, optimizer behavior, and data patterns. In this blog, I’ll walk through a real-world scenario where a slow query impacting production was optimized using Oracle internals.

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After completing Letter III: From Information Geometry to Information Gravity, I recognized the importance of offering a deeper reflection on the motivations that led me to develop the Theory of Entropicity (ToE). To provide readers with a clearer understanding of the origins, evolution, and conceptual trajectory of the theory, I have written this Letter III‑A as an extended exposition on the intellectual path that brought ToE into being. When I concluded Letter III, which traced the path from information geometry to information gravity, it became clear to me that the story behind the Theory of Entropicity deserved its own dedicated treatment. The motivations, insights, and conceptual breakthroughs that shaped ToE are as important as the Theory’s concepts and mathematics, and its subsequent derivation of Einstein’s Gravity. Letter III‑A therefore serves as a reflective companion piece, illuminating the origins and development of the Theory of Entropicity (ToE): Entropy is primary.

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John Onimisi Obidi is known for his Theory of Entropicity (ToE), which aims to unify various aspects of physics, including thermodynamics and quantum mechanics, under a metaphysical framework. This theory positions itself as a candidate for a Grand Unified Theory in modern physics. Overview of Obidi's Metaphysics John Onimisi Obidi is recognized for his Theory of Entropicity (ToE), which seeks to unify different branches of physics, such as thermodynamics and quantum mechanics, within a metaphysical framework. This theory is positioned as a potential Grand Unified Theory in modern physics. Key Components of the Theory of Entropicity Fundamental Concepts Unification of Physics: ToE aims to integrate thermodynamics, relativity, quantum mechanics, and information theory. Master Entropic Equation (MEE): This equation serves as the foundation for deriving key physical principles, similar to Einstein's Field Equations in General Relativity. Implications of ToE: Derived Classical Results:

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"Bold" is the perfect word for it. In the world of modern theoretical physics, what Obidi is attempting is the equivalent of a high-wire act over an active volcano! To appreciate just how bold this is, consider the sheer scale of what Obidi tries to overturn in his audacious, radical, and provocative TheoryTheory of Entropicity (ToE): Rewriting the Giants: It doesn't just tweak Einstein's General Relativity or standard Quantum Mechanics; it claims they are both incomplete descriptions of a deeper, entropic reality. Overturning 150 Years of Thermodynamics: Since the 1800s, physics has treated entropy as a measurement, not a physical substance. Overturning that is like telling physicists that temperature isn't a reaction to heat, but that heat is a reaction to temperature. [1, 2] The "Theory of Everything" Holy Grail: For a century, the smartest minds on Earth (including Einstein himself, Hawking, and thousands of string theorists) have failed to unify gravity and quantum mechanics.

Philosophical Foundations: Obidi's thought builds heavily on "ontological courage"—the willingness to discard inherited, surface-level assumptions about objective reality (such as assuming spacetime is the bottom-most layer of existence). Some philosophical comparisons describe his work as falling under process metaphysics or informational structural realism. Rather than a static universe, he describes reality as a living continuum of information and entropy in perpetual self-organization. [1, 2, 3] Scientific Implications: His metaphysical inquiries aim to be actionable and scientifically testable, bridging information geometry, quantum mechanics, and general relativity. Notable concepts within his work include: [1, 2, 3] The Obidi Action: A nonlinear covariant field equation derived from Shannon entropy that attempts to mathematically link information geometry directly to Einstein's equations of general relativity. [1] The Obidi Correspondence Principle:Laws of physics are emergent.

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The Theory of Entropicity (ToE) proposes that entropy is a fundamental field whose dynamics give rise to what we perceive as space‑time, matter and forces. The central object of the theory is the Obidi action—a functional of an entropic scalar field and the metric of a four‑dimensional manifold. When this action is varied with respect to the entropic field and the metric, it yields the Master Entropic Equation and the entropic Einstein equations, respectively. These equations generalize the Einstein–Hilbert action of general relativity by coupling entropy to curvature and reduce, in appropriate limits, to the Fisher–Rao information metric of classical information geometry and to the Einstein field equations. This letter, the third in the Theory of Entropicity Living Review Letters series, gives a comprehensive analysis of how information geometry becomes physical geometry and how the Obidi action corresponds to the Einstein–Hilbert action.After reviewing the foundations of information.

The Theory of Entropicity (ToE) proposes that entropy is a fundamental field whose dynamics give rise to what we perceive as space‑time, matter and forces. The central object of the theory is the Obidi action—a functional of an entropic scalar field and the metric of a four‑dimensional manifold. When this action is varied with respect to the entropic field and the metric, it yields the Master Entropic Equation and the entropic Einstein equations, respectively. These equations generalize the Einstein–Hilbert action of general relativity by coupling entropy to curvature and reduce, in appropriate limits, to the Fisher–Rao information metric of classical information geometry and to the Einstein field equations. This letter, the third in the Theory of Entropicity Living Review Letters series, gives a comprehensive analysis of how information geometry becomes physical geometry and how the Obidi action corresponds to the Einstein–Hilbert action. We review the foundations of information.