A field note on AI-assisted writing, Web3 education, and why human judgment matters more than ever.

I remember asking my AI assistant the other day: “Are you sure this is your best version?” It said yes. So I fired back: “Then why do your versions suck so much?”

Honestly, that captures the vibe perfectly. People think using AI is like hitting a magic content button. But if you’ve ever actually worked with these tools, you know: it’s less “autopilot” and more “creative sparring partner with no instincts.”

This isn’t another think piece about AI replacing writers. It’s a field note from the other side: where every draft, every choice, and every pause for breath is shaped by something AI still can’t replicate: judgment. Not the robotic kind. The kind that hears a wobble in tone before a reader does. The kind that knows when not to publish.

This article grew out of a very practical moment in my daily work with AI: not generating drafts, but refining them through constant alignment, iteration, and feedback.

Why Creation Is No Longer the Bottleneck

From scarcity of ideas to overload of options

There was a time when coming up with a good headline felt like pulling a sword from a stone. Ideas were rare, special. You kept them in notebooks, treated them like currency. And maybe that’s why I wrote this, more than 10 years ago:

Now? I can prompt an AI for fifty ideas in ten seconds. No incense or coffee rituals involved. Just text.

But when everything is possible, nothing feels really essential. And that’s the shift: our value isn’t in the generation any more, it’s in the selection.

We’re doing post-generative work. Today we don’t need more content. We need better filters, more precise taste and fewer distractions with more meaning.

When speed stopped being the advantage

Speed used to matter. Many prided themselves on turning around fast drafts. But now? That’s now the baseline. Machines do speed better.

What matters more is knowing when to stop, when not to hit publish, and when to take a breath and ask: “Does this earn its place?”

Judgment is the new bottleneck. The work now isn’t moving faster. It’s deciding what’s worth moving forward.

What AI Can Generate and What It Still Can’t Decide

What AI is very good at

I’ll give credit where it’s due. AI is a beast when it comes to:

• Exploring broad ideas
• Drafting neutral outlines
• Offering variations on structure or tone
• Stretching an idea into different formats

It’s great for volume. Amazing for iteration. Useful for catching gaps or typos I missed after the third Cuban espresso. But it doesn’t know the room or read the subtext. It can mimic rhythm but still can’t ride it.

The decisions AI can’t make

There are moments when AI shows its limits, often at the point where a decision has to be made:

• What not to say: Machines LOVE over-explain. Writers know when silence speaks louder.
• When clarity beats cleverness: AI loves complex metaphors. But sometimes, you just need a straight line.
• How much is enough: There’s no internal reader, gut check, or pause to say, “Maybe we don’t need this paragraph at all.”
• When it’s done: Only a human can feel when a piece breathes right.

These aren’t technical problems but creative ones. The ones that live in the muscle memory of people who write with their whole body.

The Invisible Work: Choosing What Never Ships

Why discarding is now part of the job

If you looked at my drafts folder, you’d wonder how anything ever makes it out. Dozens of half-formed paragraphs, broken intros and threads that go nowhere.

But the truth is that not publishing is part of the process. Every strong piece is surrounded by the ghosts of weaker versions. Letting go is labor, and yes, it can hurt.

Restraint is a choice made in service of the reader. It’s an editorial decision meaning that I aim for clarity, not clutter.

Protecting readers from noise

There’s too much content out there. So part of the work now is choosing what not to add to the pile:

• Don’t overload readers.
• Don’t stretch metaphors until they snap.
• Don’t write for SEO and machines at the cost of sense.
• Don’t publish what you wouldn’t re-read.

Every piece you don’t ship makes the stuff you do ship more trustworthy. That’s the discipline and what makes it land.

Judgment as a Strategic Skill, Not a Soft One

People treat judgment like a vibe. But in real creative work, it’s closer to risk management.

Every choice you make in content — what to say, how to say it, when to stop — has consequences. Those consequences hit readers and shape perception.

You can always add another example, one more joke, or another graphic. But sometimes the real power move is stopping.

So yeah, judgment is a skill. One you sharpen by doing the reps. By knowing when something’s off and having the guts to fix it.

What This Means for Content, Education, and Communication

Why quality now depends on restraint

Every creator I admire has this skill: they know what not to do. They’re ruthless about protecting the reader’s time.

And the more educational or high-stakes the content, the more this matters. Restraint builds trust while overload breaks it.

Not everything belongs in your reader’s head. Honor that space. Curate it.

Why clarity became a responsibility

Especially in web3 and crypto education, clarity is everything. Let’s face it, people are overwhelmed. Skeptical. Tired of so much noise.

If I confuse someone, that’s on me. If I simplify so much I lose meaning, also on me.

Clarity doesn’t mean dumbing down. It’s showing up with care. Making complexity livable. Giving someone a sentence they can feel, not just understand.

Conclusion: In a World of Infinite Drafts

You can generate all the drafts in the world. But deciding what deserves to exist? That is today’s real work.

Taste isn’t luxury. It’s labor, an emotional and internal labor. And it’s what makes you more than a content machine.

AI won’t replace that. But it might push you to become even better at it.

Originally published on LinkedIn in December 2025.
I’m republishing it here because it captures something I still believe deeply: in a world where AI can generate endless drafts, human judgment becomes the real creative advantage, especially when writing for complex Web3 products.

In the world of web3, where promises of transformative change abound, long-term success requires moving beyond ephemeral hype and short-term gains. In this article, I delve into the importance of cultivating a project’s mission, vision, and values to authentically reflect its culture. Drawing insights from a groundbreaking study on the blogging habits of the top 1000 crypto projects, I uncover the pitfalls of buzz-focused marketing and advocate for sustainable growth. By aligning purpose with authenticity and emphasizing social impact, web3 projects can shape a meaningful and inclusive future. Join the conversation as I explore the four key aspects that unlock the potential for delivering authentic content, fostering trust, and building loyalty that stands the test of time. Let’s challenge conventional wisdom and embark on a journey toward redefining success in the web3 era.

Author: Aimara García Cabezas.

Introduction

Web3 is stepping into a new era, captivating not only the minds of technologists but also visionaries, storytellers, and social changemakers. With its potential to disrupt centralized systems, foster transparency, and unleash the power of individuals and communities, web3 holds the key to a more equitable and decentralized digital world. But here’s the thing: to make this vision a reality, we need to go beyond the hype. Are we truly living up to this challenge?

The Research That Opened My Eyes

Recently, I stumbled upon an eye-opening study titled “What We Learned from Analyzing the Blogs of the Top 1000 Crypto Projects,” published by Guerrilla Buzz. This study shed light on some intriguing insights that demand my attention.

During their investigation, they examined major players in the industry, such as Coinbase and Binance, and were filled with inspiration. But as they dug deeper, they stumbled upon a disheartening revelation. Numerous crypto enterprises neglect the importance of establishing solid marketing roots. Instead, they get entangled in the whirlwind of token sales hype, pursuing fleeting bursts of growth instead of fostering sustainable and organic expansion.

The study’s findings revealed that numerous cryptocurrency companies overlook the importance of establishing robust marketing foundations. Instead, they focus solely on generating hype for token sales, resulting in temporary spikes of growth rather than fostering lasting success.

Figure 1 paints a vivid picture of a web3 project that thrives on marketing hype, as depicted in the study.

In stark contrast, Figure 2 showcases the website traffic for a web3 enterprise that prioritizes strong fundamentals and executes an effective marketing strategy centered around exceptional and original content.

It becomes abundantly clear that there exists a correlation between establishing strong marketing foundations versus relying on token hype for short-lived growth versus sustainable organic growth.

The research aimed to emphasize the importance of strategic marketing investments for crypto companies. They analyzed the blogging habits of the top 1000 cryptocurrency companies in 2023. Key findings include:

• 35.8% of companies did not publish any articles on their sites in 2023.
• Only 49.7% of companies posted two or more articles in 2023.
• 84.8% of companies host their blogs on Medium, driven by its widespread adoption in the crypto ecosystem.
• Only 10.4% of projects have a blog on their main domain, while 4.7% have no blog at all.

These numbers reveal a concerning trend in the crypto industry, where content marketing is often overlooked, impacting long-term success. To thrive, there is a crucial need for a better understanding of SEO and the development of long-term marketing strategies that prioritize building a company-owned online presence.

The Road to Long-Term Success: A Paradigm Shift

While the get-rich-quick crowd is busy doing just that with crypto and NFTs, let’s play the long game for meaningful evolution. Brian Solis

But here’s the burning question: Why do many organizations in the crypto industry struggle to create and sustain long-term marketing strategies that prioritize exceptional and original content, despite its proven impact on long-term success?

Token hype may generate initial interest, but for organizations in the crypto industry to truly thrive, they must venture beyond the glitter and focus on building strong foundations. They need to deliver authentic content that resonates with their target audience, fostering trust and loyalty that stands the test of time.

So, how can we achieve this? The answer lies in establishing a rock-solid mission, vision, and values for web3 projects. By aligning their content, marketing efforts, and overall strategy with their cultural identity, these projects can unlock the potential of four main aspects: sustainable growth, trust, and reliability, navigate the challenges of the competitive web3 landscape, and brand differentiation. Let’s break it down.

1. Sustainable Growth in Web3

It’s time for web3 projects to shift their focus from chasing quick profits and short-lived growth spurts to building solid foundations for long-term success. We’ve seen countless examples of projects that soared to meteoric heights only to fade away just as quickly.

To avoid this fate, projects must invest in effective content marketing. This means

• deeply understanding the target audience,
• identifying their pain points,
• crafting compelling storytelling,
• and providing valuable information that aligns with their mission, vision, and values.

By nurturing organic growth over time, these projects can cultivate a loyal community and attract serious investors who believe in their purpose.

2. Building Trust and Reliability

Companies that invest in their blog and content are seen as more stable and reliable players in the industry. By consistently publishing valuable content that reflects their mission, vision, and values, web3 projects can establish themselves as trustworthy and committed to long-term success.

This builds confidence among investors, users, and the broader community, resulting in increased support and active participation.

3. Resilience to Market Conditions

A well-defined mission, vision, and values empower web3 projects to weather the storms of changing market conditions. When faced with limited PR budgets or challenging circumstances, a project grounded in its core principles can continue expanding its community and attracting investors.

By staying true to their values, these projects can adapt to emerging trends while maintaining their identity and attracting like-minded individuals who believe in their cause.

4. Brand Differentiation

In the fiercely competitive web3 space, a solid mission, vision, and values become powerful differentiators. By authentically reflecting their culture and core beliefs through their content and online presence, web3 projects can break free from the crowd and forge an emotional connection with their target audience.

This authenticity and uniqueness contribute to building a strong brand identity, attracting loyal supporters, and greatly enhancing their chances of long-term success.

Conclusion

For me, Web3 is much more of a larger sociopolitical movement that is moving away from arbitrary authorities into a much more rationally based liberal model. Gavin Wood

Web3 possesses the potential to redefine our world but to harness its true brilliance, projects must embrace a solid mission, vision, and values. The study of the top 1000 crypto projects’ blogs serves as a powerful wake-up call, reminding us of the need for authenticity and sustainable growth.

As the web3 ecosystem continues to evolve, let’s recognize the significance of these foundations. Let’s prioritize long-term strategies, foster organic growth, and align our purpose with social impact. Together, we can shape a digital landscape that transcends the boundaries of mere hype and brings forth lasting brilliance.

About the author

Aimara García Cabezas(nemerie0x.eth)

I’m a passionate web3 content creator and DEI advocate, bringing a unique perspective to the decentralized world. As a Cuban woman, my expertise in economics, business, education, and writing allows me to craft compelling stories through my cultural lens, inspiring Latin American women in web3 and amplifying the voices of underrepresented communities. Guided by my core values of personal integrity, holistic well-being, creativity, and authenticity, I actively promote diversity, equity, and inclusion within the web3 ecosystem. Through storytelling, community-building, and fostering authentic human connections, I strive to create a creative and inclusive web3 space where every voice is not only heard but valued. Let’s join forces in forging new paths and embracing diversity, equity, and inclusion as fundamental values in the web3 world.

You can contact me via mail via LinkedIn or follow me on Twitter (@nemerie0x).

Imagine a world where the Internet truly embodies diversity and representation. In the web3 industry, women and minorities are not just token figures but leaders and innovators driving the industry forward.

While the tech industry still faces the challenge of underrepresentation, web3 is providing a platform for diverse voices to be heard and recognized. Join me on a journey to uncover both the triumphs and ongoing challenges of diversity, equity, and inclusion in the exciting world of web3.

Author: Aimara García Cabezas

1. The Basics of Web3

The term “web3” has been buzzing around in recent years, but what exactly does it mean, and where did it come from? To understand the concept of web3 it’s crucial to first look back at the history of the Internet and its several stages. Figure 1 resumes the main elements of each phase.

Note: this illustration of the different phases of the internet is an oversimplification because each iteration on the web has immense overlap and exists in tandem. The web is constantly evolving, and the different iterations and their characteristics are not mutually exclusive.

The “Read-only” Web

Web 1.0 is also known as the original version of the Internet. The innovator of the World Wide Web, Tim Berners-Lee, referred to this phase as the “read-only”.

• Static pages
• Era lasting from 1990 to the early 2000s
• Defined as the “web of information economy”

The Era of User-generated Content

With the advent of Web 2.0, we saw a shift towards the “platform economy”:

• User-generated content
• Ease of use
• Interactivity
• Improved compatibility with other systems and devices

This era emphasized participation and contribution rather than just reading. This was (still is) the rising period of the so-called “big tech” or “tech giants”, who collect and sell our private data as a super lucrative business.

The dawn of a new era

Web3 is the start of a new era, driven by frustration with powerful centers, lack of government transparency, big tech restrictions, and distrust in media. This era is powered by the evolution of a (not-so-new) technology rooted in cryptography and privacy.

• A change to the decentralized applications
• A more user-centric web
• Includes concepts like blockchain tech, big data, DAOs, artificial intelligence (AI), machine learning, or token-based economies.
• Hello, “creator economy”!

The impact of web3

The power of web3 lies in our hands, and it’s up to us to shape its impact on the world. Web3 is often compared to the birth of electricity and is a powerful catalyst with the potential to revolutionize our lives, work, and interactions with each other. However if it is not implemented with equity, diversity, and inclusion as its core values, it could deepen the problems our society already faces. It’s important to remember that web3 is still an experiment and not a magical solution to all problems. In the end “Web 3 is a movement. It’s not just about technology, it’s about people”.

2. Clarifying critical concepts and the scope of this article

Let’s begin by briefly delving into the vital concepts of diversity, equity, inclusion, representation, and underrepresentation from a more global perspective as they relate to the web3 industry and set the scope of this article.

From my viewpoint diversity, means acknowledging and appreciating the unique qualities that make each person unique, not just in terms of race or gender but in all aspects of their identity. Equity involves working toward eliminating systemic barriers and creating equal opportunities for all groups. Inclusion requires creating a supportive and inclusive environment where everyone feels valued and heard. Representation ensures that diverse perspectives and experiences are accurately reflected in the industry. Underrepresentation, on the other hand, is a consequence of a lack of representation and inhibits progress toward inclusion and equity in tech.

As we embark on this journey of discovery, we need to understand the relationship between these concepts and the power dynamics that contribute to underrepresentation. Figure 2 can help us navigate this complex landscape to broaden our perspective.

Inherited issues and the impact on Web3

The growth of web3 has opened up new doors for diversity and inclusivity, despite the facts exposed in studies pointing toward the underrepresentation of women and minorities in the web3 community. It is essential to acknowledge that, as we’ll see later in this article, this issue derives from long-standing systemic challenges in the tech industry. At the core of this invisibility lies the attrition faced by women and minorities in tech, which unfortunately also extends to the web3 realm.

However, it is imperative not to ignore the effort and progress made by women and minorities who lead and found web3 projects. That’s why this article aims to boost their job and suggests learning from their experience handling the underrepresentation problem.

3. Breaking the cycle of inherited inequity

“If you think women in tech is just a pipeline problem, you haven’t been paying attention”

Rachel Thomas

The tech industry is known for its boy culture and can be a hostile environment for marginalized groups. Focusing only on getting individuals into the training pipeline ignores systemic bias in hiring and promotion, reinforces narrow views of merit and skill, and fails to address the high attrition rate experienced by these groups in the industry.

Efforts to promote diversity, equity, and inclusion in the tech sector have been ongoing for years. However, despite initiatives aimed at increasing the representation of women and minorities, underrepresentation remains a reality. Figure 3 summarizes some classifications of the programs that have failed to address this issue effectively.

Underrepresentation challenges in tech, beyond statistics

We must go beyond statistics to take concrete actions. Inactivity only prolongs the problem and prevents the industry from achieving genuine representation. The challenges faced by women and minorities in the tech industry go beyond just gender and race, and addressing this underrepresentation problem requires more than just exposing statistics.

While recognizing the representation deficit in the tech industry is a starting point, it is far from enough. Studies, such as the one summarized in Figure 4, provide valuable insights into the reality faced by these groups. Still, it is vital to acknowledge that the solution to underrepresentation is much more complex.

4. Making waves in a sea of invisibility

No matter what, all efforts seem insufficient against a narrative leaning more toward invisibility than giving these women and minority-led projects and organizations the recognition and prominence they deserve in the web3 space.

Despite their innovative solutions and strong communities, they struggle to break through the current invisibility trend.

It’s time to shine a light on the fantastic work these trailblazers are doing. Down is an unfinished list of some of these remarkable projects and organizations. 👇🏻👇🏻👇🏻

web3 projects founded and led by women and minorities

Why boost the visibility of women and minorities leading projects in web3?

Raising the visibility of women and minorities leading projects in web3 is crucial for several reasons like those explained in Figure 5.

Is admirable how these projects and communities are actively building inclusive structures and processes, not just criticizing the past but learning from it. The web3 community should focus more on studying their use cases and the contributions they bring to the struggle for representation in a natural way. Rather than continue paying attention to statistics reflecting nothing new.

There will come a time when we overcome this narrative of invisibility and shift to new ways of coordinating and increasing funding for projects to promote development and create sustainable ways of living well, all together.

Resources

Some of the valuable studies on the topic include:

1. 41 Women in Tech Statistics
2. Equal Employment Opportunity Commission (EEOC) Report
3. BIMA Tech Inclusion and Diversity Report 2019
4. Women in Tech Network
5. Study
6. Women Who Tech
7. Women in the Workplace
8. Hired.com Studies
9. Comparably, a survey of 10,000 tech employees
10. Entelo study

Other resources consulted

https://www.canva.com/design/DAFZq42N6wE/JTh7uqIoOuiy5TGElMXIcQ/view

About the author

Aimara García Cabezas(nemerie0x.eth)

As a web3 content creator and DEI advocate, I bring a unique combination of economic, business, and educational expertise to the decentralized world. With my background and passion for diversity, equity, and inclusion, I aim to create impactful content and build communities that foster these values. My goal is to empower and inspire others through my writing and to help shape a more inclusive and equitable future for web3.

You can contact me via mail via LinkedIn or follow me on Twitter (@nemerie0x).