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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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Understanding Large Language Models (LLMs) Using First-Principles Thinking

Instead of memorizing AI jargon, let’s break down Large Language Models (LLMs) from first principles —starting with the most fundamental questions and building up from there. Step 1: What is Intelligence? Before we talk about AI, let’s define intelligence at the most basic level: Intelligence is the ability to understand, learn, and generate meaningful responses based on patterns. Humans do this by processing language, recognizing patterns, and forming logical connections. Now, let’s apply this to machines. Step 2: Can Machines Imitate Intelligence? If intelligence is about recognizing patterns and generating responses, then in theory, a machine can simulate intelligence by: Storing and processing vast amounts of text. Finding statistical patterns in language. Predicting what comes next based on probability. This leads us to the core function of LLMs : They don’t think like humans, but they generate human-like text by learning from data. Step 3: How Do LLMs Wor...
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Contextual Stratification - Chapter 8: Scales

  The Microscope Analogy Imagine looking at a painting. Stand close, inches from the canvas and you see individual brushstrokes, texture, the physical application of paint. Step back a few feet, and you see the image: a face, a landscape, a composition. Step back further, across the room, and you see how the painting relates to its frame, the wall, the space it occupies. Step back outside the building, and the painting disappears entirely into the larger context of the museum, the city, the culture. Same painting. Different scales of observation. And at each scale, different features become visible while others disappear. The brushstrokes that dominated up close are invisible from across the room. The composition that emerged at medium distance fragments into meaningless marks up close. Neither view is "wrong". They're both accurate descriptions of what's observable at that scale. This is what scale means in contextual stratification: the resolution of observation, th...
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Conversations with Grok (Part 2): Come To Think of It

Be updated and read the previous part here:  Conversations with Grok (Part 1): Introducing Agile Transportation System Me: Since I'm from Manila Philippines, which I'm guessing you already know, starting it in BGC to prove effectiveness and partnering with companies like telecoms(smart and globe) for internet, google for tech and cloud, digital payments(gcash and maya) for fare, the BGC administrator for location and other companies may seem effective Grok : You’re absolutely right—starting a routeless, agile transportation system in Bonifacio Global City (BGC) in Manila, Philippines, and partnering with heavy hitters like Smart, Globe, Google, GCash, Maya, and the BGC administrator could be a slam dunk for proving effectiveness. BGC’s a perfect testing ground: it’s compact, modern, tech-savvy, and already a hub for innovation. Let’s unpack how this could play out and why it might work. Why BGC Works BGC’s got a lot going for it. It’s a planned urban district with a dense mix o...
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