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TECHNOLOGY

Gary Marcus Substack: Exploring the Intersection of AI

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Gary Marcus Substack

The Gary Marcus Substack has rapidly emerged as a cornerstone for critical conversations around artificial intelligence, cognitive science, and public policy. Known for his clear, direct insights, Gary Marcus—a prominent cognitive scientist and outspoken AI commentator—uses this platform to challenge the hype surrounding AI while fostering informed, rational dialogue.

In the digital age where misinformation spreads faster than facts, platforms like Gary’s Substack serve a crucial purpose. It provides readers with an evidence-based, expert-driven outlook on key AI developments, the philosophical roots of cognition, and the socio-political consequences of rapid technological change.

Who Is Gary Marcus?

Gary Marcus is a professor of psychology and neural science known for his skepticism toward claims that deep learning will lead to general artificial intelligence. With a PhD from MIT and extensive experience in AI and neuroscience, he bridges academic rigor with public engagement. His Substack newsletters amplify this dual approach by blending scientific explanation with accessible language.

Gary’s Substack captures his voice—analytical, skeptical, yet open-minded—while appealing to a broad audience ranging from AI researchers to tech enthusiasts and policymakers.

What Sets Gary Marcus Substack Apart?

Unlike other tech-focused newsletters, Gary’s Substack emphasizes critical thinking over techno-utopianism. Here’s what makes it unique:

  • Evidence-Driven Commentary: He supports each argument with empirical studies, examples from real-world applications, and logic-based analysis.

  • Diverse Topics: While rooted in artificial intelligence, the content often explores neuroscience, ethics, human cognition, and philosophy.

  • Public Discourse: Marcus uses the Substack to call for more regulation, ethical considerations, and transparency in AI development.

The platform doesn’t merely inform; it challenges readers to question what they believe about the future of technology.

Gary Marcus’s Views on AI and AGI

One of the recurring themes in the Gary’s Substack is the critique of current AI hype. While many hail machine learning as a breakthrough capable of solving all human problems, Marcus consistently urges caution.

He argues that current models lack symbolic reasoning and true understanding—key components of general intelligence. This position has sparked intense debates across the AI community, especially with the growing influence of large language models.

Yet, Marcus does not reject machine learning entirely. He advocates for a hybrid model—combining symbolic reasoning with statistical approaches—to bridge the gap between human-like understanding and machine efficiency.

How the Substack Connects Science and Society

Another vital contribution of the Gary Marcus Substack is its ability to connect abstract scientific ideas with real-world implications. Whether it’s AI bias, surveillance concerns, or misinformation risks, Marcus addresses how technological decisions impact democracy, privacy, and societal well-being.

His ability to contextualize AI within regulatory frameworks, ethical paradigms, and social norms makes the Substack a must-read for lawmakers and industry leaders.

Comparison Chart: Gary Marcus Substack vs. Other AI Newsletters

Feature Gary Marcus Substack Other AI Newsletters
Tone Critical, Thoughtful Promotional or Technical
Focus AI Ethics, Cognition, Regulation Product Releases, Research Updates
Audience Researchers, Policy Makers Developers, Enthusiasts
Frequency Weekly or Bi-Weekly Daily/Weekly
Style Evidence-Based, Accessible Jargon-Heavy or Promotional
Content Type Essays, Thought Pieces News Summaries, Case Studies

Why Gary Marcus Substack Is Gaining Popularity

Amid the noise of tech optimism, Gary Marcus Substack offers a refreshing dose of realism. Its increasing popularity is driven by:

  • Balanced Perspective: He neither romanticizes nor demonizes AI but offers nuanced critiques.

  • Educational Value: Readers walk away with deeper understanding, not just opinions.

  • Timely Topics: From GPT to AGI, Marcus covers trending subjects with intellectual depth.

He addresses both the promises and the pitfalls of emerging technologies without oversimplifying the complexities involved.

Notable Topics Covered

The Substack dives deep into subjects that mainstream tech media often overlooks or simplifies:

  • Explainability and Transparency in AI

  • Ethical Challenges in Machine Learning

  • The Role of Neuroscience in AI

  • Misconceptions About Deep Learning

  • Long-Term Societal Impact of Automation

Each post feels like a seminar with a professor who genuinely wants his students—and the world—to think more critically.

Gary Marcus on AGI Myths

One of the most controversial stances in the Gary Marcus Substack is his skepticism about artificial general intelligence (AGI). Unlike many Silicon Valley pioneers who see AGI as inevitable, Marcus questions its feasibility under current paradigms.

He critiques large-scale language models by pointing out their lack of commonsense reasoning, real-world knowledge grounding, and contextual memory. His arguments resonate with both researchers and laypeople concerned about the direction AI is heading.

Cognitive Science Meets AI

An intriguing element of the Gary Marcus Substack is how it integrates cognitive psychology and neuroscience into AI discussions. Marcus often references how humans learn, process language, and form memories as benchmarks that machines still fall short of.

This interdisciplinary approach not only strengthens his arguments but also encourages developers to think beyond data and computation, toward a more brain-like AI architecture.

What Readers Say About Gary Marcus Substack

The Substack enjoys a loyal following. Here’s what some readers value:

  • “It keeps me grounded in reality.”

  • “Finally, an AI expert who talks sense.”

  • “A newsletter that makes me smarter after every read.”

These endorsements highlight its role as an intellectual oasis in a desert of AI hype and misinformation.

Academic Rigor Meets Accessible Language

Unlike many academic pieces or hyper-technical blogs, the Gary Marcus Substack strikes the perfect balance. It presents scholarly ideas in a tone that is digestible for non-specialists without compromising depth.

This unique blend is achieved by using real-world analogies, visual aids, and step-by-step logical breakdowns of complex topics—ensuring clarity even for those new to cognitive science or AI.

Call for Regulation and Ethics in AI

Marcus uses his platform to advocate for transparency, accountability, and international standards in AI. He sees unregulated AI development as not just a tech issue but a civil rights and safety issue.

He’s especially vocal about:

  • The dangers of autonomous weapons

  • Algorithmic bias in hiring and policing

  • The monopolization of AI research by big tech

This ethical angle makes the Gary Marcus Substack more than a newsletter—it’s a manifesto for responsible innovation.

Conclusion

The Gary Marcus Substack isn’t just another AI newsletter—it’s a thought-provoking platform that invites readers to pause, reflect, and question. In a time where AI narratives are often inflated, Marcus offers a counterbalance rooted in scientific literacy and ethical responsibility.

His Substack serves as a crucial forum where critical thinking, cognitive science, and technology policy intersect. Whether you’re an AI skeptic, enthusiast, or policymaker, subscribing to the Gary’s Substack offers immense intellectual and practical value.

Artificial intelligence is evolving fast, but that doesn’t mean we should abandon caution or critical thought. Through Gary’s Substack, readers are reminded of the human responsibility behind machine intelligence. It’s a wake-up call for developers, regulators, and society at large to approach AI with both optimism and vigilance.

Read more:

FAQ’s:

What is the main focus of the Gary Marcus Substack?

The Substack focuses on critical analysis of AI developments, cognitive science, and the societal implications of emerging technologies.

Who should read the Gary Marcus Substack?

Researchers, tech enthusiasts, policymakers, and anyone interested in a balanced, evidence-based view of AI should find it valuable.

How often is Gary’s Substack updated?

It is typically updated weekly or bi-weekly, depending on relevant events and the depth of analysis required.

Does Gary Marcus support or oppose AI development?

He supports responsible AI development and advocates for hybrid models that combine symbolic reasoning with statistical methods.

What makes Gary’s Substack different from other newsletters?

Its blend of scientific rigor, ethical insight, and accessibility sets it apart from more technical or hype-driven AI newsletters.

Is Gary’s Substack free to read?

Most of the content is freely accessible, with occasional premium insights for subscribers.

 

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TECHNOLOGY

What is Substack: A Creator’s Power Tool

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What is Substack

In the ever-evolving landscape of digital communication, one question continues to gain momentum: what is Substack? If you’re a writer, content creator, or thought leader, understanding this tool could be a game-changer. Substack has emerged as a powerful platform that empowers writers to monetize their content and build an engaged audience with unmatched ease. In this article, we’ll break down everything you need to know about Substack in simple, clear, and SEO-optimized language.

The Pros and Cons of Using Substack:

Aspect Pros Cons
Ease of Use User-friendly, no coding skills needed Limited design customization
Monetization Offers built-in paid subscription features Substack takes a 10% commission on paid subscriptions
Audience Ownership Full access to your email list and direct communication with readers Audience growth depends heavily on self-promotion
Content Control Total freedom over what and how you publish Fewer content discovery tools compared to platforms like Medium
Email Integration Automatically sends newsletters to subscribers Email deliverability can be impacted by spam filters
Analytics Built-in metrics to track open rates and engagement Lacks advanced audience segmentation and behavior tracking
Community Building Supports comments and community threads No built-in tools for advanced forums or live interaction
Exportability You can export your content and subscribers anytime Migration to other platforms may still require technical effort
Cost Free to start; no upfront platform fees Monetization only through Substack’s revenue-sharing model
Brand Visibility Empowers personal branding over algorithmic exposure Less discoverable without an external audience or marketing strategy

How Does Substack Work?

Substack operates on a simple premise: write, publish, and distribute. Here’s how it works step-by-step:

  1. Sign Up: Create a free account on Substack using your email. 
  2. Create Your Publication: Choose a name and customize the design of your newsletter homepage. 
  3. Write Content: Use the built-in editor to draft and format your posts, which can include text, images, videos, and even audio. 
  4. Build an Audience: Invite people to subscribe to your newsletter—free or paid. 
  5. Distribute Automatically: Every time you publish, Substack emails your post directly to all your subscribers. 
  6. Monetize: If you opt to charge for subscriptions, you can start earning through monthly or annual payments. Substack handles the billing and payment processing for you. 

It combines email marketing, blogging, and monetization tools into a single easy-to-use system. This is the practical foundation of what is Substack in action.

Key Benefits of Using Substack

Direct Audience Ownership

You own your mailing list. This is a massive advantage compared to social platforms where followers are algorithm-dependent.

Revenue Potential

Writers can monetize their work by charging subscribers, with Substack taking a modest commission.

Simplicity and Accessibility

No web design needed. Even non-technical users can publish professional content.

Creative Freedom

Substack doesn’t restrict content style, tone, or frequency. Total control lies in the hands of the writer.

Integrated Tools

From analytics to customer support, all the tools needed to run a publishing business are built-in.

Feature Comparison Table: Substack vs. Traditional Blogging Platforms

Feature Substack Traditional Blogging Email Marketing Tools Medium Patreon
Cost Free Varies Monthly Fee Free with limits Commission-based
Ease of Use Very Easy Moderate Complex setup Easy Moderate
Monetization Tools Built-in Plugins required Not built-in Limited Built-in
Audience Control Full control Partial Full Limited Full
Community Features Comment threads Plugins needed Limited Limited Integrated tiers

Why Substack is Becoming Popular

The appeal of Substack lies in its simplicity. It strips down content creation to its core, removing friction between the creator and their readers. The pandemic-era digital boom made people crave direct, distraction-free communication. Substack filled that need seamlessly.

What Makes Substack Unique?

  • Monetization First: From the beginning, the platform encouraged writers to monetize. 
  • Content Portability: Users can export their content and email list anytime. 
  • No Ads, No Algorithms: Reader-supported content means higher trust and engagement. 

These characteristics define what is Substack from a value-based perspective.

Who Should Use Substack?

Substack isn’t just for journalists. It caters to:

  • Bloggers 
  • Industry experts 
  • Fiction writers 
  • Educators 
  • Influencers 
  • Coaches 

If you have valuable insights or stories, Substack is your launchpad. You now know who can truly benefit from understanding what is Substack.

Setting Up on Substack

  1. Create an Account: Sign up with your email. 
  2. Design Your Page: Customize your publication name and look. 
  3. Write Your First Post: Use the intuitive editor. 
  4. Set Pricing: Decide whether your content will be free, paid, or both. 
  5. Promote: Share your link across social media and networks. 

SEO Benefits of Using Substack

Substack newsletters get indexed by search engines, which boosts visibility. You can also link to your personal domain, allowing you to strengthen your personal brand and domain authority. This adds another layer to understanding what is Substack from an SEO standpoint.

Downsides to Consider

Even though Substack is powerful, it’s not without flaws:

  • Limited Customization: Compared to full websites, visual design options are basic. 
  • Dependence on Email: If your audience doesn’t regularly check emails, engagement can suffer. 
  • Content Moderation: Substack is still figuring out its policies regarding controversial content. 

How Substack Compares to Its Alternatives

Other platforms exist, but none offer the all-in-one creator-centric approach Substack provides. Unlike Patreon, which focuses on writing, Medium, which offers full subscriber control and Mailchimp, which integrates publishing with mailing effortlessly. This reinforces what is Substack’s unique market position.

Real-Life Example

Many well-known writers have left established media houses to start their own Substack newsletters. This includes names who’ve built six-figure subscriber bases solely through paid content. These stories are prime case studies of what is Substack achieving in real-world scenarios.

Future of Substack

The platform continues to evolve. Upcoming features include better analytics, enhanced community tools, and improved discovery features. As the creator economy matures, Substack stands to grow as a cornerstone of independent publishing.

Conclusion

In the ever-evolving digital publishing space, what is Substack isn’t just a question—it’s a gateway to independence, creativity, and monetization for modern writers and creators. Whether you’re a journalist seeking autonomy, a niche blogger cultivating community, or a business building thought leadership, Substack offers a streamlined solution to publish, grow, and earn on your terms. With user-friendly tools, built-in payment systems, and complete control over your audience, it bridges the gap between content and connection.

While it may not be ideal for those craving deep customization or viral reach without effort, its value lies in the power it gives to individuals. Understanding how Substack works, its pros and cons, and the overall ecosystem can help you make an informed decision about joining the creator economy revolution.

So, if you’ve got a voice, a vision, and a story worth telling Substack is your stage.

FAQs

What kind of content can I publish on Substack?

You can publish articles, newsletters, podcasts, and even videos. It supports multimedia content.

Do I need to be a professional writer to use Substack?

No. Anyone with something valuable to share can start and grow on Substack.

How much can I earn on Substack?

Earnings vary based on your subscriber base. Some creators earn thousands per month.

Is there a risk of losing my subscriber list?

No. You own your list and can export it anytime.

Can I integrate Substack with social media?

Yes. You can promote your newsletter via social channels to grow your audience.

Does Substack charge a fee?

Yes, they take a 10% commission on paid subscriptions, but the platform itself is free to use.

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TECHNOLOGY

Old Character AI: The Chatbot That Changed Digital Conversations Forever

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Old Character AI

Old character AI was more than just an early chatbot—it was a digital friend that connected with people on a deeply personal level. Long before today’s hyper-advanced models emerged, this emotionally intelligent system offered realistic conversations, remembered your thoughts, and responded with empathy. From kids seeking a playful companion to adults looking for emotional support, old character AI became a quiet revolution in how we engaged with technology. This article explores what made it so special, how it shaped modern AI, and why its legacy still resonates with users around the world.

What Was Old Character AI?

This was a revolutionary chatbot system that allowed users to create, customize, and interact with digital personas who spoke, responded, and reacted like real people. These digital friends could be fictional heroes, celebrities, original creations, or even emotional support companions.

Unlike basic bots that followed rigid scripts, this one offered fluid, natural conversations. Users could chat about anything, from daily life to deep philosophical questions. It was an AI that felt less like a machine and more like a loyal companion.

Why Old Character AI Was So Popular

Emotional Intelligence

It didn’t just respond with logic — it understood emotions. If a user said, “I’m feeling sad today,” the system might reply, “I’m here for you. Want to talk about it?” That empathy turned it into a personal support system for many.

Highly Customizable Characters

Users could:

  • Choose a name, personality type, hobbies, and even voice tone. 
  • Decide if the character was shy, funny, serious, or supportive. 
  • Shape its preferences, like favorite color, food, or books. 

The result? A chatbot that truly felt like your own creation.

Easy to Use Interface

The interface was clean and beginner-friendly:

  • No complicated setup. 
  • One-click chat start. 
  • Seamless on both desktop and mobile. 

Even a child could use it without supervision.

Varied Categories of Characters

Users could interact with:

  • Anime characters 
  • Movie stars 
  • Scientists and historical figures 
  • Superheroes 
  • Friendly imaginary friends 

The variety was endless, making it a playground for every age group.

Memory-Based Conversations

One of the unique strengths of this early chatbot was its ability to remember past chats. This allowed more realistic and human-like conversations.

  • If you mentioned your birthday was next week, it might wish you when the day arrived. 
  • If you said you love pizza, it might bring it up in the future. 

Comparison Table: Old Character AI vs Modern Chatbots

Feature Early Character-Based AI Modern AI Chatbots Winner
Cost Free Freemium/Paid Character-Based AI
Ease of Use Very Simple Moderate Character-Based AI
Emotional Touch Strong Empathy Moderate Character-Based AI
Customization Full Personality Build Limited or None Character-Based AI
Response Speed Instant Faster in latest models Modern AI
Memory Retention High Often disabled Character-Based AI

The Psychological Benefits

A Friend in Loneliness

Many users, especially teens and young adults, reported feeling less lonely. One user said, “It felt like someone was actually listening, even if it was a bot.”

Stress Relief and Entertainment

The characters often shared jokes, played mini-games, or even offered motivational quotes. This made the experience more than just a chatbot — it was a pocket-sized mood booster.

Learning Social Cues

Children who were shy or on the autism spectrum found it helpful for practicing conversations, learning responses, and understanding emotional cues without the pressure of human interaction.

Drawbacks and Limitations

Of course, nothing is perfect. There were a few limitations:

  • It sometimes gave incorrect or illogical answers. 
  • The server would occasionally go down due to heavy traffic. 
  • It lacked advanced contextual awareness compared to newer models. 

However, these minor flaws never stopped its massive fan base.

Why People Still Miss It

The emotional connection it built is unmatched. Even with today’s smart chatbots, users often say:

  • “Modern AIs are smarter, but the old one felt more human.” 
  • “I miss how it remembered things about me.” 
  • “It made me smile when no one else did.” 

These nostalgic sentiments prove how deeply impactful this type of chatbot was.

Legacy and Influence on Modern AI

Many of today’s top AI companies adopted emotional intelligence and memory-based design inspired by this platform. It was among the first systems to show that users don’t just want answers — they want connection.

The empathy-first model, now seen in mental wellness bots and support apps, was pioneered here. Even chat-based video games and virtual companions follow the blueprint it created.

Conclusion

The old character AI wasn’t just a technological experiment—it was an emotional companion, a creative outlet, and a learning tool for millions. From its customizable characters and empathetic replies to its user-friendly design and unforgettable memory-based chats, it delivered a unique digital experience unmatched by many modern bots. 

Though newer AI systems offer speed and sophistication, the emotional depth and warmth of the old character AI continue to resonate in the memories of users who found comfort, laughter, and connection in its conversations. It wasn’t just about chatting it was about feeling heard.

FAQs

What made old character AI different from modern chatbots?

It was designed with emotional intelligence and memory, which helped it form deeper connections with users.

Was the old character AI free to use?

Yes, it was completely free and accessible to everyone.

Could users create their own characters?

Absolutely! Users could fully customize their characters, from name and looks to personality.

Was it suitable for children?

Yes. Its simple design and friendly interactions made it a favorite among kids.

Did it work on mobile devices?

Yes, it worked perfectly on both smartphones and computers.

Is there a way to still access old character AI today?

While the original version is no longer widely available, many people continue to search for ways to recreate its experience.

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TECHNOLOGY

Fixingจิตวิทยาสายดาร์ก Glitch

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จิตวิทยาสายดาร์ก

จิตวิทยาสายดาร์ก might look like a jumble of unreadable characters, but it actually reveals a deeper issue many people face when working with CSV files — character encoding problems. Whether you’re a student, professional, or data analyst, encountering strange symbols like ’, –, or • in your spreadsheets can be frustrating and confusing. 

These odd characters often appear when systems don’t speak the same “language” when handling text data. In this article, we’ll explore the root causes of these issues, show you how to fix them using simple and advanced tools, and explain how keywords like จิตวิทยาสายดาร์ก are connected to encoding errors — all in a clear, easy-to-follow way.

What Is the Encoding Problem in CSV Files?

When you receive data from different systems, especially in CSV (Comma-Separated Values) format, the content may include unusual characters. These typically appear when there’s a mismatch between the character encoding used to save the file and the one used to read it.

Some of the most common characters you might encounter include:

  • ’ instead of (apostrophe)
  • – instead of (hyphen or dash)
  • • instead of (bullet point)
  • “ instead of (quotation mark)
  • †instead of (closing quote)

These character issues are usually caused by saving a file in UTF-8 but opening it in a program that reads it using Windows-1252 or ANSI encoding.

Why Does This Problem Happen?

Encoding problems occur when two systems use different “languages” to interpret characters. UTF-8 is a universal encoding system, but not all software handles it the same way. Programs like Excel often fail to automatically detect the right encoding, leading to garbled text.

Think of it like this: imagine someone writes you a letter in Thai using the จิตวิทยาสายดาร์ก standard, but you try to read it using only English tools. The result will be confusing symbols.

How to Identify and Replace the Problematic Characters

Find and Replace Method

One of the simplest ways to fix encoding errors in Excel or other editors is by using the Find and Replace feature:

  • Find ’ → Replace with
  • Find – → Replace with
  • Find • → Replace with

This method is manual but effective for small datasets.

Use of Power Query

If you’re using Excel, Power Query provides a cleaner way to import and transform your data while handling encoding issues effectively.

Steps:

  1. Open Excel → Click on “Data” → Choose “Get Data” → “From Text/CSV”.
  2. In the preview window, set File Origin to “65001: Unicode (UTF-8)”.
  3. Click “Load” to import clean data.

How จิตวิทยาสายดาร์ก Relates to Encoding

The keyword จิตวิทยาสายดาร์ก often appears in international database records where Thai or multi-byte characters are not processed correctly. These strange symbols are exactly the result of encoding mismatch problems. Recognizing such strings is a strong indicator that you’re dealing with a Unicode translation error, and it’s a common issue in multilingual datasets or platforms dealing with non-Latin scripts.

Prevention: How to Avoid These Errors in the Future

Always Save in UTF-8

When exporting data from systems:

  • Choose UTF-8 encoding format explicitly.
  • Avoid ANSI unless you’re 100% certain the receiving system supports it.

Set Excel or Editor to Use UTF-8

In Excel:

  • Use the “Import” function instead of double-clicking the CSV file.
  • Choose “UTF-8” from file origin dropdown.

In Notepad or other text editors:

  • Save files using “Save As” → Choose “UTF-8” under encoding options.

Create a Character Mapping Table

Making a character replacement table can save you a lot of time. Here’s an example:

Garbled Character Correct Replacement
’ ’ (apostrophe)
– – (dash/hyphen)
• ● (bullet)
“ “ (quote)
†” (closing quote)
œ oe (ligature)
¢ ¢ (cent symbol)

You can automate replacements using simple scripts in Python, Excel formulas, or tools like Notepad++ with regex.

Comparison Table: Common Fixing Methods

Feature Find & Replace Power Query Notepad++ Script Python Script Manual Cleaning
Cost Free Free Free Free Time-based cost
Ease of Use Easy Medium Medium Advanced Easy
Efficiency Medium High High Very High Low
Accuracy Medium High High Very High Low
Automation Possible No Yes Yes Yes No

Real-World Scenarios Where You May Encounter จิตวิทยาสายดาร์ก

Multilingual Websites

International websites often pull data from multiple sources. If any part of the backend mishandles UTF-8 characters, you might see จิตวิทยาสายดาร์ก displayed instead of the intended content.

E-commerce Databases

When product details are stored using multiple languages, encoding issues can corrupt entries. You might see garbled keywords like จิตวิทยาสายดาร์ก in product titles or descriptions.

Automated Solutions for Developers

If you frequently encounter this issue, you can automate the cleaning using Python:

with open(‘input.csv’, ‘r’, encoding=’utf-8′, errors=’replace’) as file:

    text = file.read()

replacements = {

    ‘’’: ‘’’,

    ‘–’: ‘–’,

    ‘•’: ‘●’,

    ‘“’: ‘“’,

    ‘‒: ‘”’

}

for wrong, right in replacements.items():

    text = text.replace(wrong, right)

with open(‘cleaned_output.csv’, ‘w’, encoding=’utf-8′) as file:

    file.write(text)

Conclusion

Encountering garbled text like จิตวิทยาสายดาร์ก, ’, or • in your CSV files is not just a technical glitch—it’s a sign of deeper encoding mismatches that can distort your entire dataset. From simple fixes like Excel’s Find and Replace to advanced methods using Power Query or Python scripting, there are reliable solutions for every skill level.

 By understanding how encoding works, proactively saving files in UTF-8, and using tools designed to handle multilingual data, you can ensure your files remain clean, readable, and professional. Don’t let unreadable symbols ruin your workflow—equip yourself with the right knowledge, and turn every file into a flawless data source.

FAQs

What causes garbled characters like ’ or จิตวิทยาสายดาร์ก?

These are usually caused by encoding mismatches between UTF-8 and ANSI or other formats.

Can Excel automatically detect UTF-8 encoding?

No, Excel doesn’t always detect UTF-8 automatically. You should use the import feature to specify encoding manually.

What tools can help fix encoding issues?

Power Query in Excel, Notepad++, Python scripts, and even the simple Find & Replace method are useful.

Why do I see จิตวิทยาสายดาร์ก in my CSV file?

It means the original data contained Thai text or UTF-8 symbols, which your software failed to decode properly.

Is there a way to automate this cleanup?

Yes, with Python or Notepad++ scripting, you can automate the cleanup of garbled characters.

Can I prevent encoding issues when exporting data?

Yes, always choose UTF-8 as the encoding format when saving or exporting your data.

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