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which is the best AI art generator in 2025?

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AI art generators have revolutionized the creative artistic space, allowing artists, designers, and enthusiasts to generate stunning visuals with unprecedented ease. 

As a specialist digital marketer turned AI-curious creator, I’ve spent years bouncing between tools that promise “revolutionary creativity” for my content pieces. But in 2025, two AI powerhouses, Leonardo AI and Midjourney, loom over the AI art scene. Both claim to translate imagination to gallery-worthy pixels without mangling the vision.

But here’s the raw truth: After living double lives for 21 days, being a Midjourney evaluator by day and Leonardo AI experimenter by night, I’ve seen them at their best, worst, and weirdest. 

In this review, I’ll share my experience with these tools, exploring their onboarding processes, user interfaces, core features, pros and cons, and practical usages. I’ll also offer personal verdicts to inform your decision when assessing these AI art generators for your needs.

Key takeaways 

  • On User Interface and Experience: Leonardo AI offers a sleek and intuitive web interface, making it easy for beginners and experienced users to navigate. However, its extensive customization options might overwhelm newcomers.

Midjourney operates via Discord, which can be challenging for those unfamiliar with the platform. However, it fosters a strong community aspect.

  • On Customization and Versatility: Leonardo AI excels in customization, allowing users to adjust various parameters for tailored outputs. It also enables users to train their own models, offering a high degree of versatility.

Midjourney provides customization but is more focused on spontaneous artistic interpretations. It relies heavily on text prompts for style adjustments.

  • On Image Quality and Style: Leonardo AI is renowned for generating high-resolution, photorealistic images, making it ideal for professional applications.

Midjourney produces vibrant, artistic outputs, often preferred for creative experimentation and unique styles.

  • On Community and Support: Midjourney benefits from a strong Discord community, which is integral to its user experience. Users can share creations and receive feedback.

Leonardo AI offers comprehensive support resources, including a help center and direct messaging, but lacks a community-driven aspect.

  • On Pricing and Accessibility: Leonardo AI provides a generous free tier with API credits, though premium plans can be costly. It’s ideal for those needing customization and control. It’s now available on Google Play Store and iOS.

Midjourney no longer offers a free option, with monthly plans starting at $10. It’s more straightforward in pricing but requires a financial commitment.

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What’s Leonardo AI?

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Leonardo AI is an advanced AI image generator designed to create high-quality visual assets. Launched in December 2022 by founders JJ Fiasson, Ethan Smith, and Jachin Bhasme, this platform has rapidly gained popularity, amassing seven million users who have created over 700 million images. 

Leonardo AI leverages technologies like generative adversarial networks (GANs) and diffusion models to produce detailed, engaging images based on user input.

With its robust AI technology, Leonardo AI supports industries like gaming, advertising, and fashion, transforming content creation by making it faster and more accessible.

What’s Midjourney? 

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Midjourney is a pioneering AI image generator launched in July 2022 by David Holz, co-founder of Leap Motion. Developed by an independent research lab in San Francisco, Midjourney transforms text prompts into stunning images, ranging from photorealistic scenes to abstract art. The platform is notable for its high-quality outputs and active community of over 20 million users who access it via Discord or a recently introduced webpage.

Midjourney’s AI leverages natural language processing and machine learning, allowing users to customize images with precision. The platform offers features like the “Vary (region)” tool, which enables users to modify specific parts of an image. With continuous updates, such as the latest V6.1 model, Midjourney remains a leading digital art and design tool, providing a versatile and collaborative environment for artistic professionals and hobbyists.

Getting onboard on the Leonardo AI and Midjourney platforms 

Leonardo AI 

Leonardo AI offers a straightforward sign-up process. I created an account and accessed the platform via a web interface by clicking the “Start Using Leonardo AI” button.

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 There, I signed in with my email, among other options.

Next, I formed a strong password according to the requirements, and a verification code was sent to my email. 

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I inputted it, and it was Successful.

Next, I chose a username.

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And then, I was on the Leonardo AI platform.

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The minimal setup lasted less than 5 minutes, allowing me to dive into creating art quickly. However, as a beginner, the platform’s extensive customization options initially felt overwhelming, but I grasped it later.

Midjourney

I searched my web browser for “Midjourney AI sign up.” This was the first step to getting started. Then, I clicked on the first link that appeared in the search results. This took me to the official Midjourney page.

On the Midjourney page, I looked for the “Sign In” option, usually on the bottom right-hand side. This also serves as the sign-up button.

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 I clicked the “Sign In” button. This redirected me to the Discord login portal.

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I needed a Discord account to sign in or sign up for Midjourney. If I didn’t already have one, I would need to create a Discord account first.

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I entered my Discord email address or phone number in the first box and my password in the second box. Then, I clicked “Login”.

Discord detected my ID. I clicked “Authorize” to grant Midjourney access to my Discord account. 

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I gave it a moment, and soon, I was logged in and signed up for Midjourney using my Discord account.

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 Like Leonardo AI, this process took less than 5 minutes.

Leonardo AI and Midjourney’s first impressions and ease of use

Upon launching Leonardo AI, the interface appears sleek and user-friendly, with straightforward navigation that facilitates quick exploration of its features. The platform’s focus on customization is evident, making it appealing to professionals seeking precise control over their art.

Midjourney’s Discord interface, while less visually polished, is surprisingly efficient once you grasp the command syntax. The community aspect is a significant plus, offering support and inspiration from fellow users.

Leonardo AI and Midjourney’s initial challenges

One of the initial challenges I encountered with Leonardo AI was navigating its vast array of customization options, which can be daunting and overwhelming for beginners. However, the platform’s documentation and tutorials help mitigate this issue.

For Midjourney, the primary challenge was adapting to the Discord text-based interface and understanding how to craft effective prompts to achieve the desired results as a first-timer. The community is helpful in this regard, but it took some time to get accustomed to the workflow.

Leonardo AI and Midjourney’s core features compared 

Here are the core features I discovered in these two platforms:

Image quality & creativity

Leonardo AI consistently delivered high-resolution, photorealistic images, making it ideal for projects requiring detailed visuals. Its creative interpretations often added unique elements to the art.

Midjourney produced vibrant and dynamic artistic outputs, perfect for artistic experimentation. It offered a wide range of styles, often creating innovative pieces.

User interface and experience 

This is where a significant difference exists. Leonardo AI offers a straightforward and intuitive interface, making it easy for both beginners and experienced users to navigate. The homepage clearly outlines all options, and a brief tutorial covers the basics upon sign-up. However, the extensive customization options might initially overwhelm newcomers.

Midjourney operates through Discord, requiring users to navigate both the platform and the Midjourney bot. While familiar users will find it accessible, newcomers may need time to adjust. The social aspect is integral, with a vibrant community providing guidance and feedback. All creations are public by default, fostering interaction and learning, but they have a downside that breeds no privacy, especially in the case of brand or highly classified generative assets.

Customization & prompt flexibility

Leonardo AI provided extensive customization options, allowing me to tweak and fine-tune style, mood, color, and other details. This flexibility was a significant draw for projects needing tailored visuals.

Midjourney also offered customization, though it was more dependent on text prompts. I could experiment with different styles by adjusting the prompt, but the level of control was not as creatively free as Leonardo AI.

Performance and speed 

Leonardo AI

Fast Mode: Generates images in 10 to 20 seconds, ideal for quick prototyping with reduced quality and resolution.

Quality Mode: Typically takes 30 to 40 seconds to produce higher-quality images at higher resolutions.

Midjourney

Midjourney’s generation speed can vary based on the complexity of the prompt and the server load. Generally, generating an image takes a few minutes, but this can be longer if the server is busy or if the prompt is complex.

In summary, Leonardo AI is generally faster, especially in Fast mode, while Midjourney may take longer due to its detailed outputs and server load.

Subscription Plans

Leonardo AI

Leonardo AI offers a flexible pricing system based on an API credit model. This allows users to calculate costs based on their specific image generation needs. The platform includes a free tier with limited usage, followed by paid plans such as Apprentice, Artisan Unlimited, and Maestro Unlimited. These plans provide varying tokens and features, making them suitable for casual and serious users.

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Midjourney

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Midjourney, on the other hand, offers four distinct subscription tiers: Basic, Standard, Pro, and Mega. Prices range from $10 to $120 monthly, with discounts available for annual subscriptions. Each plan provides a different GPU time, with the Mega plan offering the most comprehensive features.

While Midjourney’s pricing is straightforward, Leonardo AI’s free tier provides greater accessibility. Leonardo’s paid tiers offer long-term value by potentially consolidating multiple subscription costs.

Community and resources 

Both platforms provide excellent resources to help users get started. Midjourney offers getting-started guides covering Discord setup and prompt creation, supported by an active community. Leonardo AI features a comprehensive help center with FAQs, feature guides, and direct support via in-app messaging or a detailed Wiki for community mentorship.

Updated features 

Leonardo AI 

Leonardo Phoenix: The updated functionality offers enhanced coherence and clarity in text generation, addressing common challenges in AI image creation. Specifically, it provides solutions to longstanding issues, such as generating realistic hands and faces, ensuring that the outputs are more lifelike and visually appealing.

Midjourney 

Midjourney 6.1: This updated feature significantly improved the accuracy of longer prompts, ensuring that the generated content remains coherent and aligned with the user’s intent. It also introduced advanced prompting and remixing capabilities, allowing for more sophisticated and creative outputs. Furthermore, new parameters were added to enable users to achieve more photographic or literal results, providing greater control over the final output.

Performance comparison table 

Features  Leonardo AI  Midjourney
Art  quality and style  High-resolution, photorealistic Vibrant, dynamic, artistic
Customization Extensive options for style,mood, color Dependent on text prompts, less granular control
Performance and speed Quick image generation Slightly slower, depending on the prompt simplicity and servers.
User Interface and Experience  User-friendly web interface Text-based Discord interface
Community and resources Limited community support Strong community support
Cost Affordable plans Higher subscription price
Updated features  Leonardo Phoenix offers realistic and lifelike hands and faces. Midjourney 6.1 ensures Long prompts results remain coherent and align with the user’s intent.

My practical uses of Leonardo AI and Midjourney 

1. Creating concept art for a fantasy novel

Project Goal: Design a mystical forest scene with a glowing tree at its center.

Leonardo AI prompt

“Generate a photorealistic image of a mystical forest with a glowing tree in the center. The tree should have a soft, ethereal glow. The forest should be dense with misty fog and tall, ancient trees. Include a winding path leading to the tree.”

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I used the free plan’s daily tokens to generate high-resolution images. The platform’s photorealistic capabilities allowed me to create detailed environments with realistic lighting. However, achieving the desired glow effect required several iterations.

Midjourney prompt 

“/imagine a vibrant, mystical forest with a glowing tree at its center. The tree should have a radiant, pulsing glow. The forest should be filled with colorful, glowing mushrooms and misty fog. Include a winding path leading to the tree. –v 5 –ar 16:9”

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Although Midjourney no longer offers a free trial, I simulated this scenario using a friend’s account. Midjourney excelled in producing vibrant, artistic interpretations of the forest, but capturing the precise glow effect was challenging without extensive prompt tweaking.

Comparison: Leonardo AI provided more realistic environments, while Midjourney’s artistic style added a unique flair. Both platforms required some trial and error to achieve the desired effect.

2. Designing social media graphics

Project Goal: Create eye-catching social media graphics for a new product launch.

Leonardo AI prompt 

“Generate a high-resolution social media graphic for a new tech product launch. The background should be a futuristic cityscape at sunset. Include the product logo prominently in the center with a bold, modern font. Use a color scheme of blue and silver.”

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The free plan allowed me to generate high-quality graphics quickly. I used the platform’s customization options to match the brand’s color palette and style. The output was consistent and professional.

Midjourney prompt 

“/imagine a vibrant social media graphic for a tech product launch. The background should be stylized, neon-lit cityscape at night. Include the product logo in a futuristic, 3D style. Use a bold, neon color scheme. –v 5 –ar 1:1”

Using a paid plan, I found Midjourney’s vibrant styles perfect for creating engaging social media graphics. The community aspect was invaluable for inspiration and feedback.

Comparison: Leonardo AI offered more control over branding elements, while Midjourney’s artistic outputs were more attention-grabbing. Both platforms delivered high-quality results, but Leonardo AI was more suitable for precise branding needs.

 3. Generating abstract art for a personal project

Project goal: Create a series of abstract art pieces inspired by nature

Leonardo AI prompt 

“Generate an abstract art piece inspired by a stormy sea. Use a palette of blues and greys. Include swirling patterns that evoke the movement of waves. The style should be reminiscent of impressionist paintings.”

The free plan’s tokens were sufficient for experimenting with different styles and prompts. However, achieving truly abstract results required pushing the platform’s customization limits.

Midjourney prompt 

“/imagine an abstract art piece inspired by a stormy sea. Use a vibrant palette of blues and greens. Include dynamic, swirling patterns that evoke the energy of waves. The style should be abstract expressionist. –v 5 –ar 4:3”

Midjourney excelled in this part, deploying easy insights into crafting effective prompts.

Comparison: Midjourney’s artistic flexibility made it ideal for abstract art, while Leonardo AI required more effort to achieve similar results. Both platforms offered unique strengths, but Midjourney’s outputs were more surprising and creative.

Consistency, variety, and satisfaction

Leonardo AI provided consistent results in terms of quality, though there was some variability in how well it interpreted prompts. The satisfaction level was high, especially for realistic projects.

Midjourney offered a wide variety of artistic styles, and the community aspect was invaluable for learning and inspiration. However, the quality could vary based on the prompt and server load.

What i liked about Leonardo AI

  • Exceptional detail and creative interpretation: Leonardo AI’s ability to produce high-resolution images with impressive detail was a standout feature. Its creative interpretations often added unique elements to the art.
  • Intuitive interface and customization options: The platform’s user-friendly interface made it easy to explore and utilize its extensive customization options, which will be invaluable for unprofessionals.
  • Unique style elements: Leonardo AI’s photorealistic capabilities set it apart, making it ideal for projects requiring realistic visuals.

What i liked about Midjourney

  • Consistently high-quality artistic outputs: Midjourney consistently produced vibrant and dynamic images perfect for artistic experimentation.
  • Versatile prompt handling and vibrant styles: The platform’s ability to interpret a wide range of prompts and generate unique artistic styles was impressive.
  • User-friendly community and supportive resources: The Discord community was a significant asset, providing support, inspiration, and a space to learn from others.

What i didn’t like about Leonardo AI and Midjourney (their notable inconsistencies)

Leonardo AI

  • Output variability: While generally high-quality, there were instances where the output didn’t fully align with the prompt, requiring additional adjustments.
  • Prompt control limitations: Despite extensive customization options, there were times when achieving specific artistic styles felt constrained by the platform’s interpretation of prompts.

Midjourney

  • Slower processing in certain styles: While generally quick, generating images in more complex styles could take longer, especially during peak usage.
  • Less flexibility in certain styles: Achieving specific photorealistic styles was challenging compared to Leonardo AI, as Midjourney excels more in artistic and vibrant outputs.
  • No free plan: Unlike Leonardo AI, which offers a free plan for user experiments, Midjourney lacks this feature. 
  • Steep learning curve: As mentioned earlier, being a Discord first-timer made the learning duration slightly frustrating and time-consuming. Meanwhile, I made quick waves on Leonardo AI, played around the platform, and created AI art. 
  • Requires both a Midjourney and a Discord account with no standalone app or web platform. On the other hand, Leonardo AI is accessible through a web platform and requires no dependable account to work.

Final verdict: Leonardo AI vs. Midjourney, which tool is right for you?

The question doesn’t boil down to a “Yes” or “No” answer. Choosing between Leonardo AI and Midjourney depends on your specific creative needs. 

Both platforms have their strengths and are suited for different types of projects. Leonardo AI excels in realism and customization, while Midjourney shines in artistic creativity and community support. Leonardo AI might be the preferred choice for those seeking a balance of quality and versatility. However, for artists who value community and rapid artistic experimentation, Midjourney is the way to go. Ultimately, choosing between these two powerful tools should be guided by your specific creative goals and preferences.

Conclusively,

Choose Leonardo AI  Opt for Midjourney 
If you’re looking for a user-friendly AI image generator that caters to diverse creative needs, offers extensive customization options, and allows for seamless iteration, making it ideal for beginners and professionals. If you’re an artist interested in creating stunning, surreal AI art on a platform suited for collaborative projects, where you can engage with others and build upon their ideas to create unique artistic pieces.

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Noticias

Géminis, mayo de 2025: Su horóscopo mensual

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Para Gemini carismático, adaptable y curioso: esto es lo que puede esperar disfrutar, trabajar y recibir durante todo el mes de mayo.

Nuestras mentes subconscientes son más perceptivas a los cambios inminentes de lo que nuestras mentes conscientes podrían darse cuenta. Al igual que los temblores antes de un tsunami, las partes más profundas de nuestros corazones y mentes a menudo pueden sentir cuando está a punto de tener lugar un cambio significativo. Ese ciertamente parece ser el caso para usted este mes, Géminis, ya que su pronóstico comienza con un cuadrado desafiante entre la luna creciente de la depilación y su planeta gobernante, Mercurio. Iniciar un plan de acción preciso puede ser más difícil. La niebla cerebral y la falta general de motivación son igualmente probables culpables. Tome nota de lo que le ha estado molestando y mantenga esos registros en un lugar donde pueda acceder fácilmente a ellos. Incluso las molestias o ansiedades aparentemente menores pueden ser guías útiles al navegar por el cambio celestial principal de este mes.

Esa transición tiene lugar el 4 de mayo, cuando Plutón se retrógrado, un largo período celestial que afectará los pronósticos cósmicos en los próximos meses. A pesar de la inmensa distancia de este planeta enano desde nuestro punto de vista terrenal, la influencia de Plutón sobre nuestras mentes subconscientes, la transformación social, los tabúes, la muerte y el renacimiento lo convierten en un retrógrado notable. Si otros períodos retrógrados molestos como los de Mercurio son los sutiles susurros de los vientos que atraviesan las grietas en una pared, Plutón retrógrado es el tornado que derriba toda la estructura. Las transformaciones de Plutón son vastas y duraderas. Se pertenecen a aspectos de la existencia que trascienden nuestras vidas individuales mientras afectan cada parte de ellos.

Varios días después, el 7 de mayo, Mercurio forma una potente conjunción con Quirón en Aries. Quirón es un planeta enano que gobierna nuestras vulnerabilidades y heridas emocionales. Influye en la forma en que transformamos nuestro dolor en algo más útil y positivo, ya sea que sea sabiduría que podamos usar o el conocimiento que podemos compartir con los demás. La destreza comunicativa de Mercurio y el intelecto agudo se prestan a una mejor comprensión y, a su vez, el procesamiento de duelos pasados. Nunca es demasiado tarde para aprender de un viejo error, Géminis. Hacerlo puede ser la diferencia entre que esa herida emocional sea una costra dolorida y una cicatriz sutil. No puedes cambiar lo que ya ha pasado. Pero puedes cambiar a donde vayas a continuación.

Su planeta gobernante pasa a Tauro gobernado por la Tierra el mismo día que forma una oposición directa a la luna gibrosa. El mercurio en Tauro promueve la firmeza, la confianza y la estabilidad. También puede conducir a la terquedad, la ingenuidad y la alienación. Tenga cuidado de cómo ejerce esta energía cósmica, Stargazer. El enfrentamiento celestial de Mercurio con la luna gibosa de depilación crea conflicto entre la persona en la que se encuentra en este mismo momento y la persona que tiene el potencial de ser. La luna gibosa de depilación lo llama para evaluar su progreso hasta ahora. Si tuviera que mantener este mismo camino, ¿dónde estaría bajo el brillo de la luna llena en unos días? Si no estás contento con la respuesta, ahora es el momento de redirigir.

Tendrá la oportunidad de calificar sus respuestas, por así decirlo, cuando la luna llena alcanza su máxima fuerza en Scorpio el 12 de mayo. Una luna llena en Scorpio puede sonar intimidante (lo siento, Scorpios, pero su reputación le precede). Sin embargo, no seas tan rápido para asumir lo peor. Scorpio es un dominio celestial que bloquea el enfoque en la dinámica de poder, la mente subconsciente y los temas tabú u opaco como la sexualidad, la identidad, el propósito de la vida, la fe y lo que significa ser exitoso y contenido. Bajo el resplandor revelador de la luna llena, el Cosmos lo dirigirá hacia el tema que más ha estado sopesando mucho en su mente. El flujo de energía estará abierto durante este tiempo, Géminis. Capitalizar la oportunidad de perfeccionar su fuerza.

Un cambio tangible hacia el descanso y la recalibración comienza el 16 de mayo. En este día, la luna gibrosa disminuyendo forma un trígono armonioso con mercurio. La disminución de la luna gibosa nos empuja a liberar viejos comportamientos, ideas o incluso relaciones que ya no nos sirven como antes. Dos días después, Mercurio y Marte forman una plaza desafiante. Esta alineación envía un mensaje claro: ahora no es el momento de actuar. Habrá muchas posibilidades de afirmarse en el futuro. En este momento, las estrellas te instan a que atiendan tus propias necesidades y deseos.

El sol ingresa a su dominio celestial, iniciando la temporada de Géminis, el 20 de mayo. Además de fortalecer su sentido general de sí mismo y propósito, la ubicación del sol promueve el pensamiento flexible y una identidad maleable. Para ser claros, esto no es lo mismo que perderse por completo, Stargazer. Es simplemente una oportunidad para explorar otras partes de ti mismo que podría haber pensado que no existía. Llevas multitudes. Incluso en los últimos días de su vida, aún habrá profundidades inexploradas. Eso es lo que hace que esta información sea tan satisfactoria y la vida tan gratificante. Descubrir nuevas facetas de su identidad no es un castigo, a pesar de la mayor carga de trabajo emocional y mental. La oportunidad de mirar a tu sí mismo siempre es una bendición.

Las estrellas continúan priorizando el cambio y la innovación a medida que Mercurio y Urano se unen bajo Tauro. Urano podría tener una mala reputación por ser caótico y rebelde. Pero con Mercurio en la mezcla, esta alineación parece ser más audaz e innovadora que destructiva. Explore las posibilidades ante usted y absorbe lo que pueda. La luna nueva en su dominio celestial el 27 de mayo (que también se reúne con su planeta gobernante) ofrece el momento perfecto para reflexionar sobre el Intel que reunió. ¿Cómo se comparan las viejas y nuevas versiones de ti mismo? ¿Contraste? Equilibrio entre los dos mentiras en las respuestas a cualquier pregunta.

May será un momento especialmente tumultuoso en el cosmos, pero al menos terminaste en una buena base. El 27 de mayo también marca el comienzo de un trígono entre Plutón y Mercurio, que es seguido de cerca por la conjunción del Sol con su planeta gobernante el 30 de mayo. Se está produciendo un cambio importante, y todos los signos cósmicos apuntan a que sea para mejor. Abraza las mariposas en tu estómago, Géminis. Grandes cosas están en camino.

Así concluye sus aspectos más destacados mensuales. Para análisis celestiales más específicos, asegúrese de leer su horóscopo diario y semanal también. ¡Buena suerte, Géminis! Nos vemos el próximo mes.

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How Would I Learn to Code with ChatGPT if I Had to Start Again

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Coding has been a part of my life since I was 10. From modifying HTML & CSS for my Friendster profile during the simple internet days to exploring SQL injections for the thrill, building a three-legged robot for fun, and lately diving into Python coding, my coding journey has been diverse and fun!

Here’s what I’ve learned from various programming approaches.

The way I learn coding is always similar; As people say, mostly it’s just copy-pasting. 😅

When it comes to building something in the coding world, here’s a breakdown of my method:

  1. Choose the Right Framework or Library
  2. Learn from Past Projects
  3. Break It Down into Steps
    Slice your project into actionable item steps, making development less overwhelming.
  4. Google Each Chunk
    For every step, consult Google/Bing/DuckDuckGo/any search engine you prefer for insights, guidance, and potential solutions.
  5. Start Coding
    Try to implement each step systematically.

However, even the most well-thought-out code can encounter bugs. Here’s my strategy for troubleshooting:

1. Check Framework Documentation: ALWAYS read the docs!

2. Google and Stack Overflow Search: search on Google and Stack Overflow. Example keyword would be:

site:stackoverflow.com [coding language] [library] error [error message]

site:stackoverflow.com python error ImportError: pandas module not found

– Stack Overflow Solutions: If the issue is already on Stack Overflow, I look for the most upvoted comments and solutions, often finding a quick and reliable answer.
– Trust My Intuition: When Stack Overflow doesn’t have the answer, I trust my intuition to search for trustworthy sources on Google; GeeksForGeeks, Kaggle, W3School, and Towards Data Science for DS stuff 😉

3. Copy-Paste the Code Solution

4. Verify and Test: The final step includes checking the modified code thoroughly and testing it to ensure it runs as intended.

And Voila you just solve the bug!

Photo by Stephen Hocking on Unsplash

Isn’t it beautiful?

But in reality, are we still doing this?!

Lately, I’ve noticed a shift in how new coders are tackling coding. I’ve been teaching how to code professionally for about three years now, bouncing around in coding boot camps and guest lecturing at universities and corporate training. The way coders are getting into code learning has changed a bit.

I usually tell the fresh faces to stick with the old-school method of browsing and googling for answers, but people are still using ChatGPT eventually. And their alibi is

“Having ChatGPT (for coding) is like having an extra study buddy -who chats with you like a regular person”.

It comes in handy, especially when you’re still trying to wrap your head around things from search results and documentation — to develop what is so-called programmer intuition.

Now, don’t get me wrong, I’m all for the basics. Browsing, reading docs, and throwing questions into the community pot — those are solid moves, in my book. Relying solely on ChatGPT might be a bit much. Sure, it can whip up a speedy summary of answers, but the traditional browsing methods give you the freedom to pick and choose, to experiment a bit, which is pretty crucial in the coding world.

But, I’ve gotta give credit where it’s due — ChatGPT is lightning-fast at giving out answers, especially when you’re still trying to figure out the right from the wrong in search results and docs.

I realize this shift of using ChatGPT as a study buddy is not only happening in the coding scene, Chatgpt has revolutionized the way people learn, I even use ChatGPT to fix my grammar for this post, sorry Grammarly.

Saying no to ChatGPT is like saying no to search engines in the early 2000 era. While ChatGPT may come with biases and hallucinations, similar to search engines having unreliable information or hoaxes. When ChatGPT is used appropriately, it can expedite the learning process.

Now, let’s imagine a real-life scenario where ChatGPT could help you by being your coding buddy to help with debugging.

Scenario: Debugging a Python Script

Imagine you’re working on a Python script for a project, and you encounter an unexpected error that you can’t solve.

Here is how I used to be taught to do it — the era before ChatGPT.

Browsing Approach:

  1. Check the Documentation:

Start by checking the Python documentation for the module or function causing the error.

For example:
– visit https://scikit-learn.org/stable/modules/ for Scikit Learn Doc

2. Search on Google & Stack Overflow:

If the documentation doesn’t provide a solution, you turn to Google and Stack Overflow. Scan through various forum threads and discussions to find a similar issue and its resolution.

StackOverflow Thread

3. Trust Your Intuition:

If the issue is unique or not well-documented, trust your intuition! You might explore articles and sources on Google that you’ve found trustworthy in the past, and try to adapt similar solutions to your problem.

Google Search Result

You can see that on the search result above, the results are from W3school – (trusted coding tutorial site, great for cheatsheet) and the other 2 results are official Pandas documentation. You can see that search engines do suggest users look at the official documentation. 😉

And this is how you can use ChatGPT to help you debug an issue.

New Approach with ChatGPT:

  1. Engage ChatGPT in Conversations:

Instead of only navigating through documentation and forums, you can engage ChatGPT in a conversation. Provide a concise description of the error and ask. For example,

“I’m encountering an issue in my [programming language] script where [describe the error]. Can you help me understand what might be causing this and suggest a possible solution?”

Engage ChatGPT in Conversations

2. Clarify Concepts with ChatGPT:

If the error is related to a concept you are struggling to grasp, you can ask ChatGPT to explain that concept. For example,

“Explain how [specific concept] works in [programming language]? I think it might be related to the error I’m facing. The error is: [the error]”

Clarify Concepts with ChatGPT

3. Seek Recommendations for Troubleshooting:

You ask ChatGPT for general tips on troubleshooting Python scripts. For instance,

“What are some common strategies for dealing with [issue]? Any recommendations on tools or techniques?”

Using ChatGPT as coding buddy

Potential Advantages:

  • Personalized Guidance: ChatGPT can provide personalized guidance based on the specific details you provide about the error and your understanding of the problem.
  • Concept Clarification: You can seek explanations and clarifications on concepts directly from ChatGPT leveraging their LLM capability.
  • Efficient Troubleshooting: ChatGPT might offer concise and relevant tips for troubleshooting, potentially streamlining the debugging process.

Possible Limitations:

Now let’s talk about the cons of relying on ChatGPT 100%. I saw these issues a lot in my student’s journey on using ChatGPT. Post ChatGPT era, my students just copied and pasted the 1-line error message from their Command Line Interface despite the error being 100 lines and linked to some modules and dependencies. Asking ChatGPT to explain the workaround by providing a 1 line error code might work sometimes, or worse — it might add 1–2 hour manhour of debugging.

ChatGPT comes with a limitation of not being able to see the context of your code. For sure, you can always give a context of your code. On a more complex code, you might not be able to give every line of code to ChatGPT. The fact that Chat GPT only sees the small portion of your code, ChatGPT will either assume the rest of the code based on its knowledge base or hallucinate.

These are the possible limitations of using ChatGPT:

  • Lack of Real-Time Dynamic Interaction: While ChatGPT provides valuable insights, it lacks the real-time interaction and dynamic back-and-forth that forums or discussion threads might offer. On StackOverflow, you might have 10 different people who would suggest 3 different solutions which you can compare either by DIY ( do it yourself, try it out) or see the number of upvotes.
  • Dependence on Past Knowledge: The quality of ChatGPT’s response depends on the information it has been trained on, and it may not be aware of the latest framework updates or specific details of your project.
  • Might add extra Debugging Time: ChatGPT does not have a context of your full code, so it might lead you to more debugging time.
  • Limited Understanding of Concept: The traditional browsing methods give you the freedom to pick and choose, to experiment a bit, which is pretty crucial in the coding world. If you know how to handpick the right source, you probably learn more from browsing on your own than relying on the ChatGPT general model.
    Unless you ask a language model that is trained and specialized in coding and tech concepts, research papers on coding materials, or famous deep learning lectures from Andrew Ng, Yann Le Cunn’s tweet on X (formerly Twitter), pretty much ChatGPT would just give a general answer.

This scenario showcases how ChatGPT can be a valuable tool in your coding toolkit, especially for obtaining personalized guidance and clarifying concepts. Remember to balance ChatGPT’s assistance with the methods of browsing and ask the community, keeping in mind its strengths and limitations.


Final Thoughts

Things I would recommend for a coder

If you really want to leverage the autocompletion model; instead of solely using ChatGPT, try using VScode extensions for auto code-completion tasks such as CodeGPT — GPT4 extension on VScode, GitHub Copilot, or Google Colab Autocomplete AI tools in Google Colab.

Auto code completion on Google Colab

As you can see in the screenshot above, Google Colab automatically gives the user suggestions on what code comes next.

Another alternative is Github Copilot. With GitHub Copilot, you can get an AI-based suggestion in real-time. GitHub Copilot suggests code completions as developers type and turn prompts into coding suggestions based on the project’s context and style conventions. As per this release from Github, Copilot Chat is now powered by OpenAI GPT-4 (a similiar model that ChatGPT is using).

Github Copilot Example — image by Github

I have been actively using CodeGPT as a VSCode Extension before I knew that Github Copilot is accessible for free if you are in education program. CodeGPT Co has 1M download to this date on the VSCode Extension Marketplace. CodeGPT allows seamless integration with the ChatGPT API, Google PaLM 2, and Meta Llama.
You can get code suggestions through comments, here is how:

  • Write a comment asking for a specific code
  • Press cmd + shift + i
  • Use the code 😎

You can also initiate a chat via the extension in the menu and jump into coding conversations 💬

As I reflect on my coding journey, the invaluable lesson learned is that there’s no one-size-fits-all approach to learning. It’s essential to embrace a diverse array of learning methods, seamlessly blending traditional practices like browsing and community interaction with the innovative capabilities of tools like ChatGPT and auto code-completion tools.

What to Do:

  • Utilize Tailored Learning Resources: Make the most of ChatGPT’s recommendations for learning materials.
  • Collaborate for Problem-Solving: Utilize ChatGPT as a collaborative partner as if you are coding with your friends.

What Not to Do:

  • Over-Dependence on ChatGPT: Avoid relying solely on ChatGPT and ensure a balanced approach to foster independent problem-solving skills.
  • Neglect Real-Time Interaction with Coding Community: While ChatGPT offers valuable insights, don’t neglect the benefits of real-time interaction and feedback from coding communities. That also helps build a reputation in the community
  • Disregard Practical Coding Practice: Balance ChatGPT guidance with hands-on coding practice to reinforce theoretical knowledge with practical application.

Let me know in the comments how you use ChatGPT to help you code!
Happy coding!
Ellen

🌐 Follow me on LinkedIn
🚀 Check out my portfolio: liviaellen.com/portfolio
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☕ or just buy me a real coffee ❤ — Yes I love coffee.

About the Author

I’m Ellen, a Machine Learning engineer with 6 years of experience, currently working at a fintech startup in San Francisco. My background spans data science roles in oil & gas consulting, as well as leading AI and data training programs across APAC, the Middle East, and Europe.

I’m currently completing my Master’s in Data Science (graduating May 2025) and actively looking for my next opportunity as a machine learning engineer. If you’re open to referring or connecting, I’d truly appreciate it!

I love creating real-world impact through AI and I’m always open to project-based collaborations as well.

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Lo que dice el acuerdo de OpenAI del Washington Post sobre las licencias de IA

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  • Los primeros 100 días de Trump luchando contra la prensa, el cambio de los medios de comunicación a los videos de podcasts y más.
  • La evolución de la licencia de contenido de IA ofertas

    El Washington Post se ha convertido en el último editor importante en llegar a un acuerdo de licencia con Openai, uniéndose a una cohorte creciente que ahora abarca más de 20 organizaciones de noticias.

    Es parte de un patrón familiar: cada pocos meses, Openai bloquea otro editor para reforzar su tubería de contenido. Pero los términos de estos acuerdos parecen estar evolucionando en silencio, alejándose sutilmente del lenguaje explícito en torno a los datos de capacitación que definieron acuerdos anteriores y planteando nuevas preguntas sobre lo que ahora significan estas asociaciones.

    El acuerdo del Washington Post se centra en surgir su contenido en respuesta a consultas relacionadas con las noticias. “Como parte de esta asociación, ChatGPT mostrará resúmenes, citas y enlaces a informes originales de la publicación en respuesta a preguntas relevantes”, se lee el anuncio el 22 de abril sobre el acuerdo de la publicación con OpenAI. En contraste, el pasado se ocupa de editores como Axel Springer y Time, firmado en diciembre de 2023 y junio de 2024 respectivamente, explícitamente incluyó disposiciones para la capacitación de LLM de OpenAI en su contenido.

    El acuerdo de OpenAI de The Guardian, anunciado en febrero de 2025, tiene una redacción similar al anuncio del Washington Post y no se menciona los datos de capacitación. Un portavoz de Guardian se negó a comentar sobre los términos de acuerdo con OpenAI. El Washington Post no respondió a las solicitudes de comentarios.

    Estos cambios algo sutiles en el lenguaje de los términos podrían indicar un cambio más amplio en el paisaje de IA, según conversaciones con cuatro Expertos legales de medios. Podría indicar un cambio en cómo los acuerdos de licencia de contenido de IA están estructurados en el futuro, con más editores que potencialmente buscan acuerdos que prioricen la atribución y la prominencia en los motores de búsqueda de IA sobre los derechos para la capacitación modelo.

    Otro factor a tener en cuenta: estas compañías de IA ya han capacitado a sus LLM en grandes cantidades de contenido disponible en la web, según Aaron Rubin, socio del grupo estratégico de transacciones y licencias en la firma de abogados Gunderson Dettmer. Y debido a que las compañías de IA enfrentan litigios de compañías de medios que afirman que esto era una infracción de derechos de autor, como el caso del New York Times contra OpenAI, si las compañías de IA continuaran pagando a los datos de licencia con fines de capacitación, podría verse como “una admisión implícita” que debería haber pagado para licenciar esos datos y no haberlo escrito de forma gratuita, dijo Rubin.

    “[AI companies] Ya tienen un billón de palabras que han robado. No necesitan las palabras adicionales tan mal para la capacitación, pero quieren tener el contenido actualizado para respuestas [in their AI search engines]”, Dijo Bill Gross, fundador de la empresa de inicio de IA Prorata.ai, que está construyendo soluciones tecnológicas para compensar a los editores por el contenido utilizado por las compañías generativas de IA.

    Tanto las compañías de IA como los editores pueden beneficiarse de esta posible evolución, según Rubin. Las compañías de IA obtienen acceso a noticias confiables y actualizadas de fuentes confiables para responder preguntas sobre los eventos actuales en sus productos, y los editores “pueden llenar un vacío que tenían miedo que faltaran con la forma en que estas herramientas de IA han evolucionado. Estaban perdiendo clics y globos oculares y enlaces a sus páginas”, dijo. Tener una mejor atribución en lugares como la búsqueda de chatgpt tiene el potencial de impulsar más tráfico a los sitios de los editores. Al menos, esa es la esperanza.

    “Tiene el potencial de generar más dinero para los editores”, dijo Rubin. “Los editores están apostando a que así es como las personas van a interactuar con los medios de comunicación en el futuro”.

    Desde el otoño pasado, Operai ha desafiado a los gigantes de búsqueda como Google con su motor de búsqueda de IA, búsqueda de chatgpt, y ese esfuerzo depende del acceso al contenido de noticias. Cuando se le preguntó si la estructura de los acuerdos de Operai con los editores había cambiado, un portavoz de OpenAI señaló el lanzamiento de la compañía de la compañía de ChatGPT en octubre de 2024, así como mejoras anunciadas esta semana.

    “Tenemos un feed directo al contenido de nuestro socio editor para mostrar resúmenes, citas y enlaces atribuidos a informes originales en respuesta a preguntas relevantes”, dijo el portavoz. “Ese es un componente de las ofertas. La capacitación posterior ayuda a aumentar la precisión de las respuestas relacionadas con el contenido de un editor”. El portavoz no respondió a otras solicitudes de comentarios.

    No está claro cuántos editores como The Washington Post no se pueden hacer de OpenAI, especialmente porque puede surgir un modelo diferente centrado en la búsqueda de ChatGPT. Pero la perspectiva para los acuerdos de licencia entre editores y compañías de IA parece estar empeorando. El valor de estos acuerdos está “en picado”, al menos según el CEO de Atlantic, Nicholas Thompson, quien habló en el evento Reuters Next en diciembre pasado.

    “Todavía hay un mercado para la licencia de contenido para la capacitación y eso sigue siendo importante, pero continuaremos viendo un enfoque en entrar en acuerdos que resultan en impulsar el tráfico a los sitios”, dijo John Monterubio, socio del grupo avanzado de medios y tecnología en la firma de abogados Loeb & Loeb. “Será la nueva forma de marketing de SEO y compra de anuncios, para parecer más altos en los resultados al comunicarse con estos [generative AI] herramientas.”

    Lo que hemos escuchado

    “No tenemos que preocuparnos por una narración algo falsa de: las cookies deben ir … entonces puedes poner todo este ancho de banda y potencia para mejorar el mercado actual, sin preocuparte por un posible problema futuro que estuviera en el control de Google todo el tiempo”.

    Anónimo Publishing Ejecute la decisión de Google la semana pasada de continuar usando cookies de terceros en Chrome.

    Números para saber

    $ 50 millones: la cantidad que Los Angeles Times perdió en 2024.

    50%: El porcentaje de adultos estadounidenses que dijeron que la IA tendrá un impacto muy o algo negativo en las noticias que las personas obtienen en los EE. UU. Durante los próximos 20 años, según un estudio del Centro de Investigación Pew.

    $ 100 millones: la cantidad Spotify ha pagado a los editores y creadores de podcasts desde enero.

    0.3%: La disminución esperada en el uso de los medios (canales digitales y tradicionales) en 2025, la primera caída desde 2009, según PQ Media Research.

    Lo que hemos cubierto

    Las demandas de AI destacan las luchas de los editores para impedir que los bots raspen contenido

    • La reciente demanda de Ziff Davis contra Operai destaca la realidad de que los editores aún no tienen una forma confiable de evitar que las compañías de IA raspen su contenido de forma gratuita.
    • Si bien han surgido herramientas como Robots.txt archivos, paredes de pago y etiquetas de bloqueo AI-AI, muchos editores admiten que es muy difícil hacer cumplir el control en cada bot, especialmente porque algunos ignoran los protocolos estándar o enmascaran sus identidades.

    Leer más aquí.

    ¿Quién compraría Chrome?

    • El ensayo antimonopolio de búsqueda de Google podría obligar a Google a separarse del navegador Chrome.
    • Si lo hizo, OpenAi, Perplexity, Yahoo y Duckduckgo podrían ser algunos de los compradores potenciales.

    Lea más sobre el impacto potencial de una venta masiva de Chrome aquí.

    Tiktok está cortejando a los creadores y agencias para participar en sus herramientas en vivo

    • Tiktok está tratando de demostrar el potencial de ingresos de sus herramientas en vivo.
    • La plataforma de redes sociales dice que sus creadores ahora generan colectivamente $ 10 millones en ingresos diariamente a través de la transmisión en vivo.

    Lea más sobre el tono de Tiktok aquí.

    ¿WTF son bots grises?

    • Los rastreadores y raspadores de IA generativos están siendo llamados “bots grises” por algunos para ilustrar la línea borrosa entre el tráfico real y falso.
    • Estos bots pueden afectar el análisis y robar contenido, y las impresiones publicitarias impulsadas por la IA pueden dañar las tasas de clics y las tasas de conversión.

    Lea más sobre por qué los bots grises son un riesgo para los editores aquí.

    ¿Facebook se está convirtiendo en un nuevo flujo de ingresos nuevamente para los editores?

    • Los editores han sido testigos de un reciente pico de referencia de Facebook, y es, algo sorprendentemente, coincidiendo con una afluencia de ingresos del programa de monetización de contenido de Meta.
    • De los 10 editores con los que Digay habló para este artículo, varios están en camino de hacer entre seis y siete cifras este año del último programa de monetización de contenido de Meta.

    Lea más sobre lo que reciben los editores de Facebook aquí.

    Lo que estamos leyendo

    Las ambiciones de video de los podcasts de los medios de comunicación destacan el movimiento del formato de audio a la televisión

    Los medios de comunicación como el New York Times y el Atlantic están poniendo más recursos en la producción de videos de los populares programas de podcast para aprovechar el público más joven de YouTube, informó Vanity Fair.

    La perplejidad quiere recopilar datos sobre los usuarios para vender anuncios personalizados

    El CEO de Perplexity, Aravind Srinivas, dijo que la perplejidad está construyendo su propio navegador para recopilar datos de usuarios y vender anuncios personalizados, informó TechCrunch.

    El presidente Trump apunta a la prensa en los primeros 100 días

    El presidente Trump apunta a las compañías de medios tradicionales en sus primeros 100 días, utilizando tácticas como prohibir los puntos de venta de que cubren los eventos de la Casa Blanca hasta el lanzamiento de investigaciones en las principales redes, informó Axios.

    SemAFOR probará suscripciones

    SemaFor “probará” suscripciones en “Due Time”, el fundador Justin Smith dijo al Inteligencer de la revista New York en una inmersión profunda en la empresa de inicio de noticias centrada en el boletín.

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