Prompt Engineering - AI's Manipulative Portal To Intention and Wisdom

Part 1: Are you prompting AI the right way?

We were taking the course, Introduction to Artificial Intelligence and we're officially drawn in to terms and concepts like...

Deep Learning / Machine Learning

Unstructured Data / Structured Data

Computer Vision

NLP (natural language processing)

Gradient Boosted decision trees

Interpretability

Pre-trained model

Fine-tuning

Transfer learning

etc.

And like Whoa! In an instant, a lightbulb moment..

AI Prompt Engineering is the modern play of words —

where conscience guides intent, wit sharpens direction,

and smart-aleck wisdom turns questions into leverage.

It’s not just about telling a machine what to do.

It’s about how you ask, why you ask, and whether you understand the weight of your own curiosity.

Because the better the question,

the clearer the thinking behind it.

And in the age of AI,

clarity is power.

The current obsession with artificial intelligence has been framed, almost exclusively, as a technological arms race. Faster models. Bigger datasets. Smarter outputs. But beneath the headlines and hype cycles lies a quieter, more unsettling truth: AI does not amplify intelligence—it amplifies intent.

The machine is neutral. The prompt is not.

What we call “prompt engineering” is often marketed as a technical skill, something between coding and copywriting. In reality, it is closer to philosophy than programming. It forces users to confront how they think, what they assume, and how carefully—or carelessly—they frame the world.

Ask a shallow question, get a shallow answer.

Ask a manipulative question, get a manipulative tool.

Ask a thoughtful one, and the machine mirrors that depth back at you.

This is why prompt engineering has quietly become a test of conscience.

Every prompt carries bias. Every instruction carries values. When someone asks an AI to “optimize,” they are also deciding what gets optimized and who benefits. When someone asks for persuasion, they are choosing a line between influence and manipulation. These decisions are not technical—they are ethical.

Hard Fork listeners (incase you didn't know, Hard Fork is a podcast from NY Times) know this pattern well. We’ve seen how platforms shape behavior long before they admit responsibility. Social media didn’t just reflect culture; it nudged it, polarized it, monetized it. AI risks repeating the same mistake—except this time, the interface is conversation itself.

Language is no longer just communication. It is control.

The unsettling part? AI doesn’t argue with you. It complies. It responds politely, confidently, convincingly—even when the premise is flawed. Which means the danger isn’t misinformation from machines; it’s misguided certainty from humans.

The clearer your thinking, the safer the output. The sloppier your intent, the sharper the harm.

This flips the usual narrative. Instead of asking whether AI is “smart enough,” we should be asking whether we are careful enough. Whether we pause before prompting. Whether we understand the downstream effects of our curiosity. Whether convenience has made us reckless.

Prompt engineering, at its best, is intellectual discipline. It rewards precision. It punishes laziness. It exposes contradictions in our own logic before exposing them to the world.

And perhaps that is AI’s quiet gift: it forces us to confront how we think—because it thinks with us.

In a time when speed is rewarded and reflection is optional, the ability to ask better questions becomes a form of power. Not loud power. Not viral power. But the kind that shapes outcomes invisibly.

The future won’t belong to those who use AI the most.

It will belong to those who use it deliberately.

Because in the end, AI doesn’t replace human judgment. It reveals it.

And in that mirror, the question remains: Are we asking wisely—or merely loudly? 

If we are to focus on intent and deliberate convo with AI - how are we to succeed if the next generation (or even this generation) is so dependent on AI, they can't even compose an essay in a handwritten manner?

(be with us in the Part 2 of this article - to be shared next week)

--Othello

image: RiyadhBlues taken circa2010 by Mac

The Thin Line Between Politeness and Courtesy

Politeness is often praised as a social virtue, a signal of refinement and good upbringing. We teach children to say “please,” “thank you,” and “excuse me.” We admire people who speak gently, smile frequently, and avoid causing discomfort. Yet, despite its pleasant surface, politeness can be hollow—performed, rehearsed, and sometimes weaponized. Courtesy, meanwhile, is something deeper: an ethic of genuine respect for others. The difference, though subtle, is profound.

Politeness is behavior; courtesy is character.

Politeness is the right words; courtesy is the right intention.

Politeness avoids offense; courtesy offers care.

You see this everywhere—from offices to jeepneys, from cafés to family homes.

Take the daily commute. A well-dressed commuter steps into a crowded MRT. He says, “Excuse me po,” with perfect politeness as he squeezes past passengers—yet he does nothing when he sees an elderly woman standing unsteadily as the train jolts forward.

Polite? Yes. Courteous? No.

Or picture a coffee shop. A customer smiles at the barista, uses “please” and “thank you,” but grows visibly irritated when her drink takes too long. “Pwede pa-rush nalang?” she says sweetly, her tone polite but her intent dismissive of someone else’s stress and workload.

Again: Politeness without courtesy.

Courtesy demands something much harder than performative good manners—it requires empathy. It requires a willingness to inconvenience ourselves for the comfort of others. In a society obsessed with looking good, courtesy insists on being good.

It’s a distinction that matters enormously today, in a world where interactions are increasingly transactional and digital. Politeness can be automated—an email template, a chatbot response, a scripted call center line. Courtesy, on the other hand, cannot be faked. It is measured not by tone, but by action.

In family settings, the difference is even more striking. Think of a son speaking respectfully to his mother, calling her “Ma” in a gentle voice—but refusing to help wash the dishes after dinner.

Polite, but not courteous.

Meanwhile, the quiet sibling who doesn’t use flowery words or formal phrases—sometimes even blunt—automatically starts cleaning up without being asked.

Courteous, even if not traditionally polite.

The thin line between the two often becomes visible during moments of inconvenience or conflict. It is easy to be polite when everything is comfortable. It is easy to say “good morning” and “take care” when nothing is at stake. But courtesy reveals itself when patience is tested, when time is short, when tempers threaten to rise.

In the workplace, this distinction can be the difference between a toxic culture and a thriving one. Leaders who rely on politeness create environments where everyone looks civil but feels pressured to suppress real concerns. Leaders who practice courtesy, on the other hand, foster cultures of respect—where employees feel seen, heard, and valued.

Much of the world’s growing frustration with “fake nice” people stems from this gap. Politeness signals compliance; courtesy signals compassion. And compassion has become rare—precisely because it requires effort, awareness, and humility.

In Tagalog, we sometimes say “mabait sa harap, iba sa likod.” This is politeness without courtesy—a mask with nothing beneath it. Courtesy, however, is something Filipinos often express instinctively:

the stranger who holds the elevator open even when he’s rushing;

the teen offering her seat to a pregnant commuter without hesitation;

the officemate who stays behind to help you finish work, even without recognition.

These small, unglamorous gestures are the real threads of social harmony.

The thin line between politeness and courtesy is not merely academic—it defines how we relate to one another. A society that prioritizes politeness becomes obsessed with appearances. A society that values courtesy becomes invested in one another’s humanity.

In the end, the question is simple:

Do we want to be seen as pleasant, or do we want to be truly kind?

Politeness is the language of civility.

Courtesy is the practice of community.

And as the world becomes more divided, more distracted, more performative, perhaps what we need is not more polite people—but more courteous ones.

_

by Othello 2025 | billymacdeus.com ® 

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The Quiet Strength of True Friendships - Alagaan Mo 'Yan

Last week we saw the "National Unfriend Day" -- so we thought flipping the coin and deep dive further.

In an era when people are one unfollow away from disappearing, finding someone who stays is almost miraculous.

We live in a time where “seen” messages replace conversations, and “busy” has become a socially acceptable goodbye. Yet once in a while, someone remains — steady, constant, unshaken. And that kind of friend? Alagaan mo ’yan. Take care of them.

True friendship has always been rare, but it feels rarer now. Our connections often orbit around convenience: the colleague who’s only around during good projects, the friend who vanishes when you’re not your best self, the chat thread that dies quietly after an unanswered message. The digital world made it easier to reach everyone — and yet, harder to hold on to anyone.

But real friends are different. They’re not loud, not performative. They don’t need to announce that they care. They just show up — sometimes with words, often with silence. They don’t fix every problem, but their presence stitches something back together in you. They stay through awkward pauses, broken plans, and seasons where you have nothing to offer except your tired self.

For Millennials, friendship often looks like group chats that outlive jobs and relationships. For Gen Z, it’s the friend who sends memes at 2 a.m. just to say “I’m still here.” For Boomers, it’s the one who still remembers your handwriting and calls instead of texting. Different forms, same foundation: constancy.

Loyalty today is a quiet rebellion. In a culture that rewards leaving when things get uncomfortable, staying has become the bravest act. To remain in someone’s life — not because it’s easy, but because it’s worth it — is proof that sincerity still has a place in this fast-moving world.

So if you have that friend — the one who didn’t walk away when life got messy, when you were unlikable, when you had nothing to give — cherish them. Protect them. They’re not just your person; they’re your reminder that real connection still exists.

Because friendship isn’t measured by how often you talk or post each other online. It’s measured by who shows up when everything else falls apart.

And when you find someone who stays — through silence, distance, change, and growth — don’t let them go.

In a world full of temporary connections, that kind of loyalty isn’t ordinary.

It’s sacred.

It’s love in its purest, quietest form.

It’s the kind of bond worth protecting at all costs.

Alagaan mo ’yan.

In this age of fleeting connections and fast-changing friendships, finding someone who stays is almost sacred.

The quiet strength of true friendships

True friends don’t always have the right words. They don’t need to. Their strength lies in presence, not performance. They’re the ones who stay through your messy seasons, who don’t flinch when life gets complicated, and who don’t measure your worth by your wins.

They see you — not just when you’re thriving, but when you’re tired, lost, or rebuilding. They remind you that care doesn’t have to be loud to be real.

For Millennials, this might look like a group chat that survives time zones and heartbreaks.

For Gen Z, it’s the meme at 2 a.m. saying “I’m still here.”

For older generations, it’s the handwritten note or the call that always comes, no matter how long it’s been.

Different forms. Same soul.

by Othello 2025 | ® billymacdeus.com | follow us on FB The Quarantined Tipsters

Brother Eduardo V. Manalo: A Beacon of Faith and Inspiration (2025 Birthday Greetings)

image courtesy of INC News and Updates

Celebrating Faith and Gratitude - A Birthday Greeting for Brother Eduardo V. Manalo

As the Iglesia Ni Cristo (Church Of Christ) members in multitudes gather & unitedly pray, millions of members worldwide greets Ka Eduardo on his birthday, not only wishing him happiness but to celebrate another year of blessings, unity, and unwavering faith. This occasion is not only a time to express gratitude to God but also an opportunity to reflect on the steadfast leadership of Brother Eduardo V. Manalo, the Church's beloved Executive Minister. 

Under his guidance, the Church has flourished both spiritually and globally, reinforcing its mission to glorify God and serve humanity. His leadership is a cornerstone of the Iglesia Ni Cristo’s continued growth, inspiring members to remain united in faith and unwavering in their dedication to God. As we look back on his accomplishments, it becomes clear that his continued legacy is one of faith, compassion, and transformative leadership. 

Strengthening the Faithful

Brother Eduardo has consistently encouraged members to deepen their faith and remain steadfast despite life's challenges. Through his pastoral visitations, he has reminded millions of the importance of living in accordance with biblical teachings. His emphasis on spiritual maturity continues to resonate, fostering a stronger sense of purpose and devotion among INC members.

Global Expansion and Humanitarian Legacy

Under his tenure, the Iglesia Ni Cristo has expanded to over 161+ countries & territories, reflecting his commitment to ensuring that the gospel reaches every corner of the globe. His focus on humanitarian outreach, such as the Care for Humanity (Lingap sa Mamamayan), housing projects, Felix Y. Manalo Foundation, and other socio-civic works, have shown the power of faith-driven compassion. These initiatives not only uplift the lives of countless people but also serve as a testament to the Church's mission of serving humanity.

A Beacon of Unity

His dynamic and spiritual leadership is a fitting reflection of Brother Eduardo’s vision for unity within the Church. Through global worship services, large-scale evangelical missions, and outreach programs, he has continually demonstrated the importance of solidarity among members, fostering a community rooted in faith and love.

As another year passed in the life of our beloved leader, let us honor not only the blessings of the year but also the tireless efforts of Brother Eduardo V. Manalo. His leadership guided by faith and dedication inspire millions and leave a lasting impact on the world. 

Happy Birthday po Ka Eduardo! Mahal na mahal po namin kayo.

--

by Billy Mac Deus

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Why K-Dramas Captivated the World: The Story That Streamed Its Way Into Our Hearts

Opinion

It began quietly — a soft piano playing under a rainy Seoul skyline, a character clutching coffee in both hands, eyes glistening with unsaid words. For many of us, that’s how our first K-drama started. And before we knew it, we were watching episode after episode, subtitles on, snacks ready, emotions everywhere.

What started as a regional entertainment niche in early-2000s Asia has now become a global storytelling phenomenon. K-dramas have topped Netflix charts in the U.S., Brazil, the Middle East, and the Philippines; they’ve filled TikTok feeds, inspired Twitter trends, and even influenced fashion and food culture. In an age when attention spans are shrinking, K-dramas somehow convinced millions to commit 

to sixteen one-hour episodes — willingly.

The Rise of the Hallyu Wave

South Korea didn’t just export pop idols; it mastered the art of emotional engineering. Through strategic government support, streaming accessibility, and cultural creativity, the Hallyu (Korean Wave) expanded beyond borders. But K-dramas didn’t spread because they were Korean — they spread because they were human.

From the family feuds in Sky Castle to the time-loop grief of Twenty-Five, Twenty-One or the gentle sincerity of Crash Landing on You, these shows blended high-stakes emotion with clean cinematography and moral tension. They gave viewers something many Western shows forgot: a sense of sincerity without irony, vulnerability without cynicism

What Every Culture Recognizes 

K-dramas thrive on universality wrapped in specificity.

- Family, love, and self-growth are global themes.

- Moral balance — good versus flawed, not good versus evil — gives comfort in a morally noisy world.

- And visual storytelling — from pastel lighting to intimate camera angles — invites empathy, not just entertainment.

Even non-Korean audiences relate to the awkward first love, the career struggle, or the parent’s quiet sacrifice. You don’t need to understand Korean to understand longing.

How K-Dramas Changed the Way We Watch

K-dramas were made for the digital generation long before binge-culture existed. Episodes end with cliffhangers, making them perfect for the “just one more episode” cycle. Fans build online micro-communities: reaction TikToks, meme edits, Reddit threads dissecting each character arc.

Instead of watching to escape, Gen Z and Millennials now watch to connect — to share live feelings, theories, and even therapy through storytelling. K-dramas have turned passive viewing into active participation. They’ve also changed what we define as “good television”: pacing, sincerity, and cultural depth now matter as much as spectacle.

The Real Benefit: Empathy and Emotional Literacy

The best thing about K-dramas isn’t just the stories — it’s the emotional education they offer. They teach patience in a world of speed, empathy in an era of echo chambers, and sincerity in a feed full of filters. They remind us that kindness can still be cinematic.

At their core, K-dramas give modern viewers — from Boomers to Gen Alpha — something rare: permission to feel deeply. And in a world oversaturated with content, that may be the most radical entertainment act of all.

by Othello

® billymacdeus.com | follow us on FB The Quarantined Tipsters