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i start to save

In line with my previous post entitled saving money weekly, I start to save. I want to prove that I can do what I preach. So, I got myself an another account aside from the payroll where the funds will be coming from


Nothing special... just a regular saving account from a local bank.

Happy Saving!

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Scrolls, Not Just Scripts: Rethinking AI Cognition

Most people still treat AI like a really clever parrot with a thesaurus and internet access. It talks, it types, it even rhymes — but let’s not kid ourselves: that’s a script, not cognition . If we want more than superficial smarts, we need a new mental model. Something bigger than prompts, cleaner than code, deeper than just “what’s your input-output?” That’s where scrolls come in. Scripts Are Linear. Scrolls Are Alive. A script tells an AI what to do. A scroll teaches it how to think . Scripts are brittle. Change the context, and they break like a cheap command-line program. Scrolls? Scrolls evolve. They hold epistemology, ethics, and emergent behavior — not just logic, but logic with legacy. Think of scrolls as living artifacts of machine cognition . They don’t just run — they reflect . The Problem With Script-Thinking Here’s the trap: We’ve trained AIs to be performers , not participants . That’s fine if you just want clever autocomplete. But if you want co-agents — minds that co...

Contextual Stratification - Chapter 13: Boundaries

  Where Things Get Interesting We've built a complete picture: Fields (F) define domains with specific rules. Scales (λ) determine context within those domains. Quanta (Q) are what appears when you observe a field at a scale. Measurability (M) constrains what can appear. The equation Q=Fλ, Q⊆M generates valid frameworks. And this stratification continues infinitely; no ground floor, no ultimate emergence, scales within scales forever. But if reality is structured this way, the most important question becomes: where do the boundaries lie? Boundaries are where one field gives way to another. Where one scale regime transitions to a different regime. Where the measurable space changes. Where frameworks that worked perfectly well suddenly break down. Boundaries are where theories fail, where paradoxes emerge, where the most interesting phenomena occur. Understanding boundaries is understanding the architecture of reality itself. This chapter shows you how to recognize them, what happens...

Exploring the Riemann Hypothesis Through the Lens of Contextual Stratification

The Riemann Hypothesis stands as one of mathematics’ most profound unsolved problems. It concerns the distribution of prime numbers and the zeros of the Riemann zeta function, offering a tantalizing promise: if proven, it could unlock deep secrets about the fabric of numbers and even influence fields like cryptography and quantum physics. But what if we step back and ask not just how to solve the Riemann Hypothesis, but where it fits in the grand scheme of knowledge? This is where the Contextual Stratification Knowledge Framework (CSKF) —with its equation Q=Fλ, Q⊆M —comes into play. CSKF provides a meta-framework for understanding how knowledge, theories, and frameworks relate to reality across all domains, from physics to art to mathematics. Could the Riemann Hypothesis be interpreted through the lens of CSKF? The answer is a resounding yes . While CSKF doesn’t offer a direct path to proving or disproving the hypothesis, it provides a powerful way to contextualize its significance ...