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[The following was my first attempt at using o1 and voice instead of my usual voice to Google doc to GPT-4. Asked it to write a 600 word blog post on a minute ramble]


Seeing Through Many Lenses: Understanding Our Multiple Realities


We often talk about “reality” as if it’s a single, solid thing. But the truth is, each of us experiences many different realities inside our own head. Think about it: there’s the visual reality of what our eyes perceive, the smelling reality of scents drifting past our nose, the tactile reality when we touch something, the reality of physical movement as we feel ourselves shift and navigate the world—the list goes on. Our minds combine all these sensory snapshots and create what we commonly call “the real world.” But is it? In a sense, yes—it’s our world, woven together from each sense. Yet each sense can be misleading in isolation, or can be interpreted differently by different people, which complicates the notion of what’s “real.” In the end, there’s an even deeper layer to consider: the shared reality with others, the collective experience that defines much of human existence.


To understand these multiple realities, let’s start with our senses. Our visual reality might trick us with illusions, shadows, or perspective shifts—think of times you’ve misread a street sign in poor light or when something looked closer than it actually was. Our smelling reality might stir up deeply personal memories—like the scent of a specific perfume that instantly transports you back to childhood. Taste, touch, and hearing each offer their own interpretations of the world, sending signals that our brain pieces together. These signals, however, aren’t always as reliable as we assume. We hear about the wind, but maybe our ears are picking up echoes that change our perception of distance. We feel a surface and assume it’s hot or cold, but that can depend on whether our skin is already warm or cold. In other words, all these smaller realities are highly subjective.


Inside our head, we juggle these parallel experiences like different puzzle pieces. The picture we assemble each moment is, in truth, unique to us. That uniqueness can become a problem when we start to believe our personal version of reality is the only valid version. This is where conflicts often arise: two people can witness the same event and walk away with totally different accounts, each absolutely certain that theirs is the correct perspective. Yet if we step back, we see that both are simply painting their own realities, shaped by all those sensory inputs, plus their memories, biases, and emotional states. When we forget that subjective filter, we’re prone to frustration or misunderstandings—especially when we insist our picture is the real deal.


But there’s a bigger question: what’s really real? One way to define this is by looking at our shared reality, the space where multiple individuals agree on facts, observe similar outcomes, and acknowledge a common ground. For example, if ten different people stand at ten different angles around a sculpture, each might describe it differently—but if each person acknowledges they’re looking at the same sculpture, we have a shared understanding. Science, societal norms, and communal experiences all play key roles in shaping this shared layer of reality. It’s not that one person’s individual viewpoint is worthless; rather, individual viewpoints are data points that only become richer, more meaningful, and more “real” when cross-checked against others’ perspectives.


In a world where we can easily become trapped in our own heads—where social media algorithms feed us what we want to see, or where echo chambers confirm our biases—it’s more critical than ever to recognize the difference between our personal, sense-based realities and the collective, shared reality. Being mindful that our personal lens is just one of many fosters empathy and understanding. We realize we can’t automatically assume that our viewpoint is the undisputed truth. Instead, we can take a step back and say, “What’s for real for real?” If we find common ground with others, test our assumptions, and respect that multiple viewpoints can coexist, we’re far less likely to get stuck in the trap of believing our private mental landscape is the ultimate reality. By balancing our rich internal experiences with the shared tapestry of life around us, we honor both the magic of personal perception and the grounding truth of collective understanding.

Explore vs. Exploit

[The following was copied and pasted from GPT-4o after I gave it the transcription of a 2 minute ramble I had on my morning walk and asked it to turn it into a 1000 word blog post]


When I listen to music, I often find myself in two main modes of engagement: exploration and exploitation. Each mode brings its own kind of excitement, and both are essential to my experience as a music lover. It's fascinating how these two modes complement each other, providing a balance between the thrill of discovery and the comfort of the familiar. Music has this powerful ability to take us on new journeys, yet at the same time, remind us of memories we've stored deep in our minds.

The first mode I enter when listening to music is exploration. This phase is all about searching for something new—whether it’s a song, an artist, or even a genre I haven’t heard of yet. There’s something exhilarating about finding a new track, especially when it comes from an artist I already love or from a completely unfamiliar one. In that moment, it’s like being handed a key to a brand-new world of sound. The anticipation of what that world holds is thrilling. You never know exactly what you’re going to find, and that uncertainty adds to the excitement. It’s a feeling of venturing into the unknown, and the possibilities seem endless.

As I immerse myself in the new music, I listen with heightened attention, eager to uncover the layers and details that make the song special. It’s like opening a gift, savoring each note, each lyric, trying to understand what makes it click. Over time, the novelty may wear off after many listens, but that initial thrill of discovery is something that keeps me coming back to the exploration mode. It feels deeply connected to a human instinct—our desire to find and experience new things.

This instinct for exploration isn’t unique to music. It’s something people have always craved across cultures and throughout history. It reminds me of the explorers of the past, like Lewis and Clark, who set off from places like my hometown of Kansas City, Missouri, over 200 years ago to venture into the uncharted West. There’s a certain parallel between the exploration of physical landscapes and the exploration of music. In both cases, people are driven by curiosity and the desire to experience something they’ve never encountered before. Whether we’re discovering new territories or new songs, it’s the unknown that sparks excitement and wonder.

Of course, exploration is only one half of the equation when it comes to music listening. The other mode I often find myself in is what I like to call exploitation. In this phase, I’m not searching for something new. Instead, I’m enjoying the music I already know and love. Here, the term “exploitation” doesn’t carry the negative connotations it sometimes does. In this context, it’s about taking full advantage of the songs I’ve already discovered and reaping the rewards of the joy and pleasure they bring.

During the exploitation phase, I don’t want to wade through unfamiliar or unappealing tracks in search of a hidden gem. Instead, I’m content to play my favorite songs, the ones I know will bring me happiness. These songs have become reliable sources of positive emotions. They trigger the pleasure centers in my brain, evoking feelings of comfort, nostalgia, or pure enjoyment. It’s like pulling out a box of treasures—each song is a jewel that shines in its own way, reminding me of why I fell in love with it in the first place.

There’s something incredibly satisfying about this mode of listening. It’s less about the rush of discovery and more about the reassurance of the familiar. I’m able to sit back and fully appreciate the music, knowing exactly what to expect. There’s no pressure to evaluate or decide whether I like a song. I already know I do. And that allows me to engage with the music on a deeper, more personal level.

Interestingly, exploitation isn’t always a static experience. Sometimes, it overlaps with exploration in surprising ways. For instance, while revisiting old favorites, I might stumble upon a song I used to love but had forgotten about. When that happens, it’s almost like rediscovering it all over again. Hearing an old song after a long time can instantly transport me back to the moment I first discovered it. The memories come flooding back, and with them, all the emotions tied to that time. It’s a unique experience, blending the comfort of the known with the excitement of rediscovery.

Everyone knows that feeling when an old song unexpectedly comes on, and it takes you back in time. It’s a reminder of how music is not just a soundtrack to our lives, but also a time machine that can bring us back to specific moments. This interplay between the past and the present is one of the reasons I love the exploitation mode. It allows me to revisit not just the songs, but also the experiences and emotions that accompanied them.

In many ways, the exploration and exploitation modes of music listening are two sides of the same coin. Exploration is about seeking out the new, while exploitation is about enjoying what you’ve already found. Both modes are important and offer different kinds of fulfillment. Sometimes, I’m in the mood for the thrill of discovery, ready to dive into unfamiliar sounds. Other times, I want the comfort of my favorite songs, the ones that feel like old friends. Both bring me happiness, and I can’t imagine one without the other.

Ultimately, music listening is a deeply personal experience, and the balance between exploration and exploitation is unique to each person. For me, the key is knowing when to shift between the two. There are times when I crave novelty, and there are times when I need the familiar. Both phases serve their purpose, and both are equally rewarding in their own way.

In the end, I think this duality reflects a broader truth about life. We are always balancing the desire to discover new things with the need to appreciate and enjoy what we already have. Music, with its ability to both challenge and comfort us, mirrors this balance beautifully. Whether I’m exploring new sounds or exploiting my old favorites, I’m reminded of the richness and diversity that music brings to my life. It’s a never-ending journey, and I’m grateful for both the new discoveries and the old, cherished songs that make the ride worthwhile.

On the Algorithmic Purgatory of Being a Reply Guy

[The following was copied and pasted from GPT-4o after I gave it the transcription of a 1 minute ramble I had on my morning walk and asked it to turn it into a 300 word blog post]


On Twitter, I’ve noticed that my replies get far more likes and views than my original tweets. It feels like I’m stuck in "algorithmic purgatory," where the system pushes me to react to others instead of sharing my own ideas.

Twitter seems to value engagement over creativity. My replies always outperform my original thoughts, which makes me feel like Twitter encourages reacting rather than creating. This has led me to reply more, even though I don’t want to become just another "reply guy."

The platform keeps me hooked by making fast replies more visible. The quicker I respond, the more attention I get. But this also stops me from thinking up and sharing original ideas. Twitter should be a place for creativity, but the algorithm only seems to care if people engage with my replies, not my original content.

This system has made me more reactive. Instead of creating, I feel pushed to respond to whatever’s popular. It’s frustrating because I want to share new ideas, but replies are what get noticed.

Even though I’m aware of this, it’s hard to change. Like many, I adapt to the environment I’m in, and Twitter’s setup makes it hard not to reply constantly. I feel stuck in this loop—wanting to create but being drawn into reacting instead.

On Planning for Overages

[The following was copied and pasted from GPT-4o when I gave it the transcription of a 30 second ramble I had walking to the gym and asked it to turn it into a 500 word blog post]


Planning for the future, especially when you're trying to save money, can be challenging and often feels counterintuitive. Consider, for example, a construction project. It's well-known that projects tend to run over budget, often by about 20%. If you're trying to prepare for this possibility and want to set aside an additional 20% for any potential overages, the question becomes: how much of the total project budget should you actually plan for?

Many people might instinctively think the answer is 80%. They assume that if they save 20%, they should just subtract that amount from 100%, leaving 80%. However, this is a common mistake that stems from a misunderstanding of percentages and fractions. If you were to stop at 80%, thinking that you've saved 20%, you'd actually be setting aside 25% for overages, not 20%. This happens because 20% of 80 is one-fourth, or 25%. So, by budgeting only 80%, you end up with more money set aside than intended.

To illustrate this more clearly, think of it this way: the correct amount you should budget for is actually closer to 83.33%. If you allocate 83.33% of your budget for the project, then 20% of that 83.33% is exactly the amount you'll save for overages, aligning perfectly with your goal. It may seem strange or unintuitive, but when you work through the numbers, the logic becomes clearer. Imagine you have a total project amount of 6 units. If you save 1 unit (which is 20% of 5 units), you're left with 5 units for your project, and the 1 unit saved represents the 20% overage amount perfectly.

So, when thinking about budgeting in this way, it's easy to see why many people make mistakes. The math involves fractions that don't immediately make sense. However, once you look closely at the numbers, you begin to understand the truth. This example from construction management demonstrates a common mathematical misunderstanding, where simple calculations can lead to significant differences in planning and saving. Recognizing these small but crucial details can make all the difference when preparing for the unexpected.

Bending Light

[The following was copied and pasted from GPT-4o when I gave it the transcription of a one minute ramble I had walking to the gym and asked it to turn it into a 1000 word blog post]


When we observe the universe, there’s a tendency to focus on what we know, on the predictable, on the well-trodden paths that science has meticulously mapped out for us. But often, the universe throws a curveball—a moment or a phenomenon that defies our expectations, and in those moments, we find a deeper beauty and a richer understanding. One such example is the way sunlight interacts with clouds, a phenomenon that might seem ordinary at first glance, but reveals a fascinating complexity upon closer inspection. This interaction is not just a simple matter of light traveling through space; it’s a dance of photons, bending, refracting, and creating illusions that challenge our understanding of the natural world.

Consider the way sunlight appears to curve around the edges of clouds. At first, it seems like an optical illusion—a trick of the eye. But there’s more to this phenomenon than meets the eye. When sunlight reaches the edge of a cloud, it encounters a boundary between two different mediums—air and the water droplets within the cloud. This boundary causes the light to bend, a process known as refraction. As light passes from one medium to another, its speed changes, causing the light to change direction. This bending is subtle, yet it’s enough to make the light appear as though it’s curving around the cloud.

This bending of light is governed by the principles of diffraction and refraction, where the change in the light’s speed as it moves from one medium to another causes it to deviate from its original path. The degree of bending depends on the wavelength of the light and the angle at which it strikes the boundary between the two mediums. The result is a subtle yet perceptible curving of light around the cloud, creating an ethereal halo or a bright outline that seems to defy the expectation that light should always travel in straight lines.

Yet, despite this apparent curving, if we were to zoom in on the process, we would see that the light is still traveling in straight lines. This is the paradox at the heart of this phenomenon—the light appears to curve, but it is actually following a series of straight paths, each one bending slightly as it crosses the boundary between air and cloud. It’s a reminder that what we perceive isn’t always a straightforward reflection of reality. Our minds are wired to seek patterns, to find order in chaos, and sometimes this leads us to see things that aren’t there, or to miss the subtle complexities that are.

This phenomenon is a perfect example of how the universe often defies our expectations. We’re used to thinking of light as something that moves in straight lines, something predictable and constant. But in reality, light is as dynamic and complex as the universe itself. It interacts with its surroundings in ways that can be surprising, even counterintuitive. And in those moments when our expectations are challenged, we have an opportunity to learn something new, to see the world in a different light—literally and figuratively.

The beauty of the universe lies not just in its order, but in its ability to surprise us, to show us things that we didn’t expect. It’s in those moments of surprise, when our understanding is challenged, that we grow, that we deepen our understanding of the world around us. The phenomenon of sunlight curving around clouds is just one example of this. It’s a reminder that the universe is full of wonders, many of which are hidden in plain sight, waiting for us to notice them, to question them, to explore them.

The more we explore these unexpected phenomena, the more we realize that the universe is not just a static, predictable place. It’s dynamic, full of surprises, and infinitely complex. Every time we think we have it figured out, it throws something new at us, something that challenges our understanding and forces us to think in new ways. And that’s what makes the study of the universe so fascinating. It’s not just about learning facts and figures; it’s about opening our minds to the possibilities, to the unexpected, to the things that don’t fit neatly into our preconceived notions of how the world works.

In a way, the universe is like a great puzzle, with pieces that don’t always fit together in the way we expect them to. But it’s in the process of trying to fit those pieces together, of trying to understand the unexpected, that we gain new insights, that we see the world in a new way. The bending of sunlight around clouds is just one small piece of that puzzle, but it’s a piece that can teach us a lot about the nature of light, of clouds, and of the universe itself.

So next time you see sunlight streaming through the clouds, take a moment to appreciate the complexity of what you’re seeing. It’s not just light traveling in a straight line; it’s light interacting with the world in a way that’s both simple and complex, both predictable and surprising. It’s a reminder that the universe is full of surprises, and that the most interesting things often happen when our expectations are challenged, when we see something that doesn’t quite fit with what we thought we knew.

And in those moments, when we’re faced with the unexpected, we have a choice. We can either dismiss it as an anomaly, something that doesn’t matter, or we can embrace it, explore it, and see what it can teach us. Because it’s in those moments of surprise, of unexpected beauty, that we find the true magic of the universe. It’s in those moments that we realize just how much there is left to learn, and how exciting that journey of discovery can be.