#how google knowledge graph works

[jesperweidemann]

Top 5 Writing Applications for Worldbuilding and Complex Story Planning

In the realm of creative writing, particularly when it comes to worldbuilding and complex story planning, having the right tools can make a significant difference. Writers often find themselves juggling multiple characters, intricate plots, and expansive settings. To manage these elements effectively, specialized writing applications have been developed to assist in organizing thoughts, tracking details, and fostering creativity. In this article, we will explore the top five writing applications that are indispensable for worldbuilding and complex story planning.

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1. Obsidian: The Ultimate Tool for Writers

Obsidian is a robust note-taking and knowledge management application that has gained immense popularity among writers for its flexibility and powerful features. Whether you are working on a novel, a series of interconnected stories, or an entire fictional universe, Obsidian provides the tools you need to keep everything organized and easily accessible.

Key Features of Obsidian

Markdown Support: Obsidian uses Markdown, a lightweight markup language, which allows writers to format their notes with ease. This feature is particularly useful for creating structured documents and linking related notes.

Bidirectional Linking: One of Obsidian's standout features is its bidirectional linking capability. This allows writers to create connections between different notes, making it easy to navigate through complex storylines and character relationships.

Graph View: The Graph View in Obsidian provides a visual representation of how your notes are interconnected. This feature is invaluable for worldbuilding, as it helps writers see the big picture and understand how different elements of their story fit together.

Plugins and Customization: Obsidian offers a wide range of plugins that can enhance its functionality. Writers can customize the app to suit their specific needs, whether it's adding a calendar for tracking writing progress or integrating with other tools like Google Drive.

Cross-Platform Sync: With Obsidian, you can sync your notes across multiple devices, ensuring that you have access to your work wherever you go. This is particularly useful for writers who like to jot down ideas on their phone and then expand on them later on their desktop.

Pricing

Personal Use: Free

Commercial Use: $50 per user per year

Add-ons:

Sync: $4 per user per month, billed annually

Publish: $8 per site per month, billed annually

Catalyst: $25+ one-time payment for early access and VIP features

How Obsidian Enhances Worldbuilding and Story Planning

Obsidian's features are designed to support the intricate process of worldbuilding and story planning. The ability to create detailed notes for each character, location, and plot point, and then link them together, allows writers to build a comprehensive and cohesive narrative. The Graph View provides a visual map of the story, making it easier to identify connections and ensure consistency. Additionally, the customization options and plugins available in Obsidian mean that writers can tailor the app to their specific workflow, making it an indispensable tool for any serious writer.

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2. Scrivener: The Writer's Swiss Army Knife

Scrivener is a well-known writing application that has been a favorite among writers for years. It offers a wide range of features designed to help writers organize their work, from drafting to final edits. Scrivener is particularly useful for long-form writing projects, such as novels and screenplays, where managing large amounts of text and research is essential.

Key Features of Scrivener

Project Management: Scrivener allows writers to break their projects into manageable sections, such as chapters or scenes. This makes it easy to navigate through the manuscript and make changes as needed.

Research Integration: Writers can import research materials, such as PDFs, images, and web pages, directly into Scrivener. This keeps all relevant information in one place, making it easy to reference while writing.

Corkboard and Outliner: Scrivener's Corkboard and Outliner views provide visual ways to organize and rearrange sections of the manuscript. This is particularly useful for plotting and structuring complex stories.

Customizable Templates: Scrivener offers a variety of templates for different types of writing projects, from novels to screenplays. Writers can also create their own templates to suit their specific needs.

Export Options: Scrivener supports a wide range of export formats, including Word, PDF, and ePub. This makes it easy to share your work with others or prepare it for publication.

Pricing

macOS: $49

Windows: $45

iOS: $19.99

Bundle (macOS + Windows): $80

How Scrivener Enhances Worldbuilding and Story Planning

Scrivener's project management features are ideal for worldbuilding and story planning. Writers can create separate sections for different aspects of their world, such as characters, settings, and plot points, and then easily navigate between them. The ability to import research materials directly into the project ensures that all relevant information is readily accessible. The Corkboard and Outliner views provide visual ways to organize and rearrange the story, making it easier to see the big picture and ensure consistency. Overall, Scrivener is a powerful tool that can help writers manage the complexities of worldbuilding and story planning.

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3. Campfire: A Comprehensive Worldbuilding Tool

Campfire is a writing application specifically designed for worldbuilding and story planning. It offers a wide range of features that allow writers to create detailed and immersive worlds, from character profiles to interactive maps. Campfire is particularly useful for writers who are working on large-scale projects, such as epic fantasy series or intricate science fiction universes.

Key Features of Campfire

Character Profiles: Campfire allows writers to create detailed profiles for each character, including information on their appearance, personality, and backstory. This helps ensure that characters are well-developed and consistent throughout the story.

Worldbuilding Tools: Campfire offers a variety of tools for worldbuilding, such as interactive maps, timelines, and relationship webs. These features allow writers to create a comprehensive and cohesive world for their story.

Plotting Tools: Campfire's plotting tools help writers outline their story and track the progression of the plot. This is particularly useful for complex stories with multiple plotlines and subplots.

Collaboration Features: Campfire allows writers to collaborate with others on their projects. This is particularly useful for co-authors or writing teams who need to share information and work together on the story.

Customizable Templates: Campfire offers a variety of templates for different aspects of worldbuilding and story planning. Writers can also create their own templates to suit their specific needs.

Pricing

Free Plan: Limited features

Standard Plan: $19 per month or $160 per year

Custom Plan: Prices start at $0.50 per month per module

How Campfire Enhances Worldbuilding and Story Planning

Campfire's features are specifically designed to support the process of worldbuilding and story planning. The ability to create detailed character profiles and interactive maps allows writers to build a rich and immersive world for their story. The plotting tools help writers outline their story and track the progression of the plot, ensuring that all elements of the story are well-organized and consistent. The collaboration features make it easy for co-authors or writing teams to work together on the project. Overall, Campfire is a comprehensive tool that can help writers manage the complexities of worldbuilding and story planning.

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4. Aeon Timeline: A Visual Timeline Tool for Writers

Aeon Timeline is a visual timeline tool that helps writers organize their stories and track the progression of events. It is particularly useful for complex stories with multiple plotlines and characters, as it allows writers to see the big picture and ensure consistency.

Key Features of Aeon Timeline

Visual Timelines: Aeon Timeline allows writers to create visual timelines for their stories, making it easy to see the progression of events and track the relationships between different plotlines.

Character and Event Tracking: Writers can create detailed profiles for each character and event, including information on their relationships and interactions. This helps ensure that all elements of the story are well-organized and consistent.

Customizable Templates: Aeon Timeline offers a variety of templates for different types of writing projects, from novels to screenplays. Writers can also create their own templates to suit their specific needs.

Integration with Other Tools: Aeon Timeline integrates with other writing tools, such as Scrivener and Ulysses, making it easy to import and export information between different applications.

Collaboration Features: Aeon Timeline allows writers to collaborate with others on their projects. This is particularly useful for co-authors or writing teams who need to share information and work together on the story.

Pricing

One-time Purchase: $65 (includes 1 year of free updates)

Additional Year of Updates: $35 per year

How Aeon Timeline Enhances Worldbuilding and Story Planning

Aeon Timeline's visual timeline feature is particularly useful for worldbuilding and story planning. Writers can create detailed timelines for their stories, making it easy to see the progression of events and track the relationships between different plotlines. The character and event tracking features help ensure that all elements of the story are well-organized and consistent. The integration with other writing tools makes it easy to import and export information between different applications, ensuring that all relevant information is readily accessible. Overall, Aeon Timeline is a powerful tool that can help

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5. Plottr: Visual Story Planning Made Simple

Plottr is a visual story planning tool that helps writers outline their stories in a clear and organized manner. It is particularly useful for writers who prefer a visual approach to planning and want to see their story structure at a glance. Plottr's intuitive interface and powerful features make it an excellent choice for both novice and experienced writers.

Key Features of Plottr

Timeline View: Plottr's Timeline View allows writers to create a visual timeline of their story, making it easy to see the sequence of events and how they fit together. This is particularly useful for complex stories with multiple plotlines.

Character and Plot Templates: Plottr offers a variety of templates for character development and plot structure. Writers can use these templates to ensure that their characters are well-rounded and their plots are cohesive.

Drag-and-Drop Interface: Plottr's drag-and-drop interface makes it easy to rearrange scenes and chapters. This allows writers to experiment with different story structures and find the one that works best for their narrative.

Filtering and Tagging: Writers can use tags and filters to organize their scenes, characters, and plot points. This makes it easy to find specific elements of the story and keep track of important details.

Export Options: Plottr allows writers to export their outlines to other writing applications, such as Scrivener and Word. This makes it easy to move from planning to drafting without losing any important information.

Pricing

Annual Plan: $25 per year

Lifetime Plan: $99 one-time payment

How Plottr Enhances Worldbuilding and Story Planning

Plottr's visual approach to story planning makes it an invaluable tool for worldbuilding and complex story planning. The Timeline View allows writers to see the big picture and ensure that their story flows smoothly. The character and plot templates help writers develop well-rounded characters and cohesive plots. The drag-and-drop interface and filtering options make it easy to organize and rearrange story elements, ensuring that nothing gets lost in the process. Overall, Plottr is a powerful and user-friendly tool that can help writers bring their stories to life.

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Each of the applications we’ve explored - Obsidian, Scrivener, Campfire, World Anvil, and Plottr - offers unique features that cater to different aspects of writing. By integrating these tools into your workflow, you can unlock new levels of creativity and efficiency.

Are you ready to take your writing to the next level? Dive into these applications and discover which one resonates with your creative process. And don’t forget to follow us for more insights, tips, and recommendations on the best tools and practices for writers. Your next great story is just a click away!

[kuiperblog]

Nobody knows what will be popular in 2 years

I was recently giving advice to a younger writer asking for "business advice," and I gave a version of the advice that I usually give: "focus on improving your craft; the question of 'how to sell this book' is one that will be easier to answer once you've actually written the book and have a complete manuscript."

More specifically, if you estimate that your first book will be done in 2027, then you shouldn't be spending 2025 doing "research" to figure out things like "what's the best ad platform," or "what style of book cover works best?" because the knowledge that you gain in 2025 might be obsolete by the time it's time to publish in 2027. Just write the book and figure out the business side later.

Even your choice of what genre to write in shouldn't be informed by what you think is popular, because nobody knows what will be popular in 2 years.

After uttering that sentence, I wondered, "is it actually true?" So I went to Google trends, and typed in "Romantasy books," and lo and behold, ~nobody was searching for this term 2 years ago.

Here's a graph put together by Alex Newton from K-Lytics showing interest in "Romantasy books" compared to interest in "Paranormal romance books" over time:

It's currently among the hottest genres on the market (and probably an uncontested candidate for "fastest growing" over the past 2 years), but you probably wouldn't have seen it coming in April 2023 if you were researching "what are the hottest book genres right now?"

The popularity of "Romantasy" in the current market caught a lot of people by surprise. That being said, there are some things about the state of the book market in 2025 that are utterly unsurprising: the most popular genres on ebook platforms are romance, fantasy, and various blends of mystery, thrillers, and suspense. This was true of the market 2 years ago, 5 years ago, and 10 years ago. These genres are "Lindy."

It's really hard to predict short-term trends. If you saw in 2009 that "vampire romance novels are really popular right now," and then spent 2 years writing a vampire romance novel with the idea that this would be your ticket to success, your book would be hitting the market in 2011, at a point when vampire romance was already on the down-swing, and you might find yourself disappointed with the performance of your book as you entered a crowded market. The thing that's been surging in popularity for the past 2 years may no longer be resurgent if you travel 2 years into the future.

Breaking Dawn Part 1 was the first movie in the Twilight series to do worse than its predecessor at the box office, marking "the beginning of the end"

Again, see "the Lindy effect," or as mama used to say, "easy come, easy go."

Of course, even in 2011, when vampire romance novels had begun their descent in popularity, I still would have given the advice that "if you want to write a vampire romance novel, and the idea of writing vampire romance is what gets you excited to actually sit down and start typing, then you should write that, because the biggest thing you need to achieve to become an author is to get your reps in, and it still counts as 'writing' regardless of whether you're writing fanfic, forum roleplay, or a genre that is rapidly waning in popularity."

(Interestingly, "paranormal romance" has sort of become a Lindy genre: if you released a vampire novel in 2011 riding the coattails of Twilight hoping for commercial success, you would probably be disappointed. However, from the vantage point of 2025, could reasonably observe "despite the decline in the popularity of vampire romance, paranormal romance managed to remain a somewhat popular genre over the past 15 years," then that's a somewhat different proposition: a genre that has remained somewhat popular for over a decade has a good chance of still being somewhat popular a ~decade from now, and if you're lucky you might even catch it when it's on an upswing -- maybe in 2027, people will tire of romantasy and drift back to vampire romance.)

Spending several months of your life writing a "declining genre" is only a "waste of time" if you're doing it purely for cynical reasons and chasing book sales rather than developing your own craft. And empirically, the people who seem to achieve career success by "chasing trends" are the people whose turnaround time for a complete novel is closer to ~2 months rather than ~2 years, and they have the ability to do that because earlier in their career, they got their reps in, and now have no trouble cranking out ~3,000 words per day. And regardless of how cynical you intend to be, I think that's a valuable skill to have: the only piece of "career advice" I have for authors that really generalizes is "be prolific."

If you look at the release schedule for ACOTAR, you'll see that the first 3 books came out over a 3 year period from 2015-2017 -- and this overlapped with the 7-year period from 2012-2018 during which she released 8 Throne of Glass novels.

Sarah J. Maas did this well before "romantasy" was a part of the lexicon. TikTok did not exist yet. She did not achieve commercial success by "following trends," and if you wish to plan out a career that looks like Sarah J. Maas, it probably does not look like "look at what is popular in 2025 and then do exactly that."

[remy2fang]

F.A.N.G's super LONG Shadaloo PR monologue on the Official Street Fighter V website (Japanese and Desktop only). He talks about a myriad of things that include the purpose of the website, the Four Heavenly Kings, the Dolls, other members of Shadaloo, food, some SFV gaming advice, himself, and so much more. This started in 2016, but it had updates. Thankfully, ryo_redcyclone compiled the entire transcript of the updated version onto this page.

I used Google Translate for this. Apologies if some of the translations look weird. I broke it down to smaller paragraphs, otherwise the entire thing is basically a very big block of text lol. Also, you’ll notice that F.A.N.G says desu a lot. Normally it’s spelled です (is/am/are/to be, usually a sentence ender) in hiragana, but the way he said it is デス in katakana. This is a play on words. He is still using desu, but he is also saying the English word “death” (he’s a poisonous assassin and mad scientist after all). In SF6, A.K.I. also emulates her master’s speech pattern in the Japanese version. She too says desu in デス 💜💜.

Anyway, here’s the translation:

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Nishishi! Everyone of Shadaloo army, how are you? It's your reliable boss, Lord F.A.N.G.

The Shadaloo C.R.I., also known as the Shadaloo Combat Research Institute, has been renewed. It's a calm and stylish atmosphere in white. I love Lord Bison’s psycho power and purple, which is the color of poison (I also like pink). With the emphasis on visibility, I made it white, with great heartache and even shredding my intestines. Feeling like your intestines are being ripped apart is a powerful expression. It hurts, it hurts so much. It's better to be poisoned than to be slashed. The poison handled by I, Lord F.A.N.G, is something I learned in special training since I was young. Metals other than gold are said to melt! Nho ho ho ho, isn’t it amazing? Moreover, you can take poison in and out freely! ( But I'm always releasing a little bit at a time, so my cell phone and other things are made of pure gold). In other words, I, Lord F.A.N.G, is the most treacherous and strongest. Oh, the strongest is Lord Bison.

And this time, at the Shadaloo CRI, you can find out the usage rate of characters in online matches. The usage rate of those who belong to Shadaloo is skyrocketing! As for Lord Bison, the usage rate is over 200%. You can understand even if you don't see it. Mr. Balrog is about 2%. After all, it's hard being a popular character. We have no choice but to make the world better with the power of Shadaloo! And then the diagram is counted on a monthly basis. The counting is done manually by low-ranking Shadaloo soldiers under the orders of F.A.N.G. ...That's a lie. What is a diagram in the first place? To explain to those who say, it is a research site made by the Shadaloo Information Department that is full of the knowledge of the world: According to Shadopedia, the aggregated information was visualized in two dimensions with an expression model such as graphs and tables. In other words, the strong one is on top and the weak one is on the bottom. However, it is not a visualization of the performance of the character. It's calculated based on which character is winning "around the world" during "this period." Don't give up even if you're at the bottom. As long as everyone uses it and win, that's fine, desu.

Well, today, I'm going to work hard on training while having beef stew with shakko power extract! The CRI itself is also scheduled to evolve every day. It's good to check it every day. The central part of this Shadaloo secret base is where I am now, I update it from here. Oh, those beautiful statues you see behind me... From the right, there’s the "World's Strongest Number 2”, that’s me. Next is claw-man, a cruel narcissist with a really bad character. Lord Bison, the perfect ruler who was born to conquer the world! And finally, the boxing man, desu. I will update the information from time to time from this majestic room. The electricity at the Shadaloo base is mostly made up of geothermal power sources. It's ecological, desu! Shadaloo’s slogan is “Easy on Earth”! That's why this room is quite hot. This place will also be for daily training.

Endurance is perseverance! That’s it, desu. Endure after having poisoned your enemy! Brilliantly dodge the opponent's attack so that you won't be beaten! This is the true value of F.A.N.G-style martial arts. If you don't get hit, you won't lose, so that's how it is. I guess it's a different character in this work where offense is important. A database that aggregates information on all kinds of fighters around the world. Uhihihi, there’s all we know and don’t know about that fighter, that damned female detective, that muscular wrestler, some rolled beard from a former royal family, a guy with a hairstyle like an eryngii mushroom, and a person who stretches his hands. Of course, we can also find information about Shadaloo from here. If you know them and know yourself, you will never be defeated in a hundred battles. It's good to work hard to achieve Lord Bison’s ambitions. That device, that plan, and if you have this powerful database, conquering the world will be easy as taking candy from a baby. It is, desu.

Speaking of rice before breakfast, have you finished your meal yet? Now I'm doing a beef stew fair at Shadaloo Cafeteria on the 13th basement floor. I like beef stew a lot. As I said earlier, I've already eaten twice today. Finished eating. It seems that it will be full of energy with psycho power. After eating, it's good to take a good rest before going to the training facility.

It's good to train your energy and physical strength at the 48th room of the Shadaloo training ground. Don't neglect your daily efforts to create trust and achievements. If you live a lazy life with plenty of time, you will become an incompetent person like that Balrog. I still can't believe that such a guy is the Four Heavenly Kings. Lord Bison should also reconsider this. Is the punch power the best in the world? I, the invincible Lord F.A.N.G, could melt such a thing with poison! I don't like the bastard who wears a mask. I can't forgive the attitude of looking down on people! In the first place, he doesn’t have enough loyalty to Lord Bison! Only by serving Lord Bison is a true Shadaloo soldier. I think people have to respect each other. Now, you are also aiming to be the strongest Shadaloo soldier at the CRI!

If you have time, it's good to earn fight money in story mode and unlock additional characters. No matter who ever comes, I, Lord F.A.N.G, am and always will be invincible; this won’t change! In other words, I'm Number 1!! ・・・・・・ Oh, Lord Bison is Number 1, so I'm Number 2! I’m the strongest and invincible Number 2, desu! Wow, that was close. It would bring me bad luck....

Hmm? How can I become strong? That's a simple thing, it's good to master the poisonous hand. My V-Skill, Nishodoku, is unblockable. Are you surprised? To be honest, I was also surprised. It flies slowly, so you can chase it and use it as a check. It's good to take away the opponent's physical strength and keeping them from reaching you with Nishikyu or a Sotoja. Hmm? Isn't that what you mean? What do you mean! If you don't want to learn poison, you can play against opponents from all over the world in an online match! It's the best way to get stronger in the actual battle! Of course, it's better to collect information about the characters before fighting. It's more interesting to grasp not only the characters but also the habits and characteristics of the opponent, and you can fight advantageously. The CRI is for you, a rookie Shadaloo soldier! If you have this, you can advance into a top-class Shadaloo soldier!

I'm going to explain about Shadaloo, to which we belong, here. I'm sure you know that it's a secret society that works behind the scenes all over the world, but there are also many excellent engineers and programmers. I'm working hard for the effective use of psycho power and world peace. In addition to weapons development, we are also conducting experiments that maximize human power and food development that does not expire at all. The salary is paid in the dedicated currency ZENNY.

In order to work on conquering the world with peace in mind, we are preparing all uniforms and residences in Shadaloo. Speaking of uniforms, it is a characteristic shoulder armor, desu. It is a thing that imitates Lord Bison’s costume. All are color coordinated. There is a color change once every 4 years. It was just the timing of the switch this year, so it's a refreshing blue. Before that, it was a chic brown, mustard-like color. A hat that goes well with the uniform is prepared. Lower-ranking soldiers are required to wear helmets during their duties. It is possible to protect the head and temporarily strengthen the body with a psycho power receiver. A stylish red beret is prepared outside the mission. I'm sure it will look good on you too. Red is the color of passion! It's Lord Bison’s color!

Speaking of missions, Shadaloo soldiers sometimes fight. Hitting, kicking, throwing, and poisoning are scary, aren't they? But! Even if you are like that, if you are learning Shadaloo-style martial arts, you will do a great job! From a posture that looks harmless for a moment, a powerful tackle, and a flowing cooperation technique, an alarming sharp punch, this combo is the legendary [Shadaloo Punch] desu. In addition, with eyes like a dead fish, let the opponent off guard and rise at once while rotating (there is no attack judgment here) A heavy kick like stepping on a falling coin. This is [Shadaloo Kick] desu. It's a must-have technique for the intermediate promotion exam, so it's good to practice well.

Speaking of Lord Bison’s aides that I remembered in the battle, in addition to the Four Kings and I, the magnificent Lord F.A.N.G, there are also his elite female body guards called the Dolls. They have a special combat training, so they are quite skilled. If you have the chance, it's a good idea to practice with them. I'm going to explain the members.

First of all, the one with the pink curls. [Enero] She is the leader and her role is to plan special missions and give instructions to other members. She can also fight, so it seems that she often go to the battlefield and take direct command. She’s good at copying vocal cords, and she can confuse the enemy. She has a lot of pride, so she sometimes have trouble handling it.

Next is [Février] She’s in charge of firearms who skillfully use two submachine guns. She has a very foul mouth, so you'd better be careful. You can never win if you have a sting. It's a waste of time. Her hair and glasses are the charm points.

[März] She is good at information manipulation and cyber attacks. She can't physically fight, but she seems to more than compensate with that. It's scary when this type gets angry. Actually, boxing in secret (exercise?) It seems that she was doing it.

[Aprile] She carries a medical kit and is in charge of providing first aid to her comrades. I, Lord F.A.N.G, have bestowed upon her a finely developed neurotoxin, so that in case of danger she can use the poison and attack. She's originally from Italy and apparently did rhythmic gymnastics, so they took notice of her and snatched her up! That’s scary! Kidnapping is bad!

[Satsuki] Japanese samurai-style fighter desu. The combat power is Number 1 for the Dolls. The sharpness of her beloved samurai sword blade is amazing. Well, if it comes to me, I'll melt the whole sword with poison. Actually, she is also good at taijutsu, and she has the technique of grabbing her opponent, jumping to the sky and hitting the ground. It's a sub-style technique of the hooligan combination, and it's pretty cool. She also does sliding.

[Juli] She’s a combatant who uses a sniping arrow. It seems that a lot of things happened in the previous work, but she has returned safely to Shadaloo and participated in the conquest of the world.

[Santamu] This is a member who is good at fighting with spears. Because she has good eyesight, she can look over the enemy from high ground and carry out the mission efficiently. The Golden Lion Tamarin, Kiki, is like her partner. It seems that she likes animals and is heartbroken to exploit Kiki, but it is unavoidable in this world and for Lord Bison.

[Xiayu] and [Jianyu] are twins. It appears to me that the one fighting with nunchakus and sporting a classical Chinese Opera face paint is Xiayu, while Jianyu is the one that fights with acrobatics wielding a stick; I tend to confuse them often. Seems to be good at combination techniques, desu. It's kind of sneaky.

[Noembelu] She’s the powerhouse of the Dolls. She is equipped with two one-handed axes. The attack of holding an axe in both hands and slashing while rotating is intense. She’s a quiet person with few words. It seems that growing vegetables is her hobby, so she provides a corner of the rooftop of the base and is making a vegetable garden. Also, she seems to be good at making dolls.

Finally, [Decapre] She is a fighter who is most strongly influenced by Lord Bison's psycho power, desu. Does she hate the former Doll Killer Bee? I would like to know. I don't know anything about their past, so I can't say anything. It seems that the mask had a minor change.

..Well, I'm really lucky to be working at Shadaloo with such unique members. I should feel honored. With Lord Bison's blessing, I'll be sure to continue the quest for world domination.. Please invite your friends as well. It's good to learn what you don't understand at the CRI. Everyone gets along well, let’s do world conquest! For the sake of the wonderful Lord Bison. Yes, yes, I remember!

Let me tell you one thing. Why don’t I, Lord F.A.N.G, have a holiday costume? Is the Chinese girl’s costumes popular? Is the curled hair lady's swimsuit popular? Oh dear, desu. There are shirts with bird (flamingo) patterns during summer vacations and my favorite purple sleepwears, so why don't they release those?! There's no mistake in selling explosively, but I don't understand!

——

There’s also an older version from 2016 which was translated in English by Miðgarðsorm. It’s the 11th post. Because this one’s older, it’s shorter and have less content than the updated one from above. But there are some interesting differences. Instead of mentioning his favorite food being beef stew, F.A.N.G said he doesn’t like curry that much. Now you know his food preferences 😄😄.

This neat feature reveals a lot about F.A.N.G’s character, sentiments, and how his poison works all in a fun and upbeat way. And isn’t it neat that he ran and updated the website himself too (according to website lore)? But I wonder how he feels every time he sees himself at the bottom for character usage? 😅😅. I think that this type of content was meant to make F.A.N.G into an endearing character. He gives some gaming tips and words of encouragement to the player, something that wasn’t present in SFV as he would often belittle or threaten anyone that isn’t Bison. The website gives us a friendlier portrayal of F.A.N.G, which I think contributed a slightly positive-leaning perception of him in Japan as oppose to the rest of the world. Seeing things like this, I wish it was translated for the English version of the website. This type of supportive personality from him was transferred into SF6 when he’s providing medical advice. I didn’t understand why F.A.N.G was so oddly “helpful” and “kind” in SF6 at first (even if it’s just to gain something he wants), but now it makes sense when looking back at this old gem. I wonder if F.A.N.G talks to A.K.I. like this when she’s training and studying under him? I wouldn’t be surprised if he did and it’s no wonder A.K.I. loves him. I can imagine him giving her exercise and educational tips while encouraging her to do her best and never to give up 💜😄💜😄.

And I just love how F.A.N.G complained that all of the cool DLC costumes go to Chun-Li. Like yeah, a lot of people actually did share his sentiments on that lol. But it’s Chun-Li. She is the face of Street Fighter along with Ryu.

[mariacallous]

Let’s say you just searched Google to learn more about this new AI Overview feature that everyone’s talking about. If your query triggers an AI Overview—and not every query will—then you might see an AI-generated summary of this very article at the top of your results. These new AI Overviews in Google Search present users with AI-generated answers to queries that are culled from information on the web, and they’re presented in a way that gives you the answer you seek without ever requiring you to click on a web link or even learn the names of the publications that the AI used as sources.

Google has already released a nascent version of AI Overviews within something called the Search Generative Experience, but it was only available to users who opted in. However, at the company’s I/O developer conference this week, Google announced that the newly renamed AI Overviews is now receiving a wider launch; everyone in the US who uses Google to search the web or ask a question will now see AI Overviews at the top of their results—again, if their question can be answered by a summary.

Can I Turn Off AI Overviews?

What if you’d rather just see web links? Unfortunately, AI Overviews are baked into the default search results page now. You can’t opt out of seeing them in your results. While there’s no way to fully disable AI Overviews for your Google account, there are a couple of methods you can use to get a search results page filled with web links.

First, there's the manual method of selecting a special filtered view after each individual query. After landing on the search result page topped with the AI Overview, click on the More tab—it should now appear among other filter options like Images, Videos, Shopping—and click Web. You’ll see a results page just showing links to actual websites.

Second, you can install a browser extension that automatically forces this web-only view of the search results page. Developers have been hard at work since I/O; there are already options available for Chrome and Vivaldi, as well as add-ons for Firefox. Other browsers will likely get extensions soon.

What's in an AI Overview?

When can you expect your query to trigger an AI-generated summary of the results? “AI Overviews appear for complex queries,” says Mallory De Leon, a Google spokesperson. “You'll find AI Overviews in your Google Search results when our systems determine that generative AI can be especially helpful–for example, when you want to quickly understand information from a range of sources.” During my initial tests, it felt like the AI Overviews popped up almost at random for queries, and the summaries appeared for simple questions as well as more complicated asks.

According to De Leon, the AI Overview is powered by a customized version of Google’s Gemini model that’s supplemented with aspects of the company’s Search system, like the Knowledge Graph that has billions of general facts.

One of my core hesitations about this feature as it rolls out is the continued potential for AI hallucinations, more commonly known as lies. When you interact with Google’s Gemini chatbot, a disclaimer at the bottom reads: “Gemini may display inaccurate info, including about people, so double-check its responses.” There’s no such disclaimer added to the bottom of the AI Overview, which often simply reads, “Generative AI is experimental.”

When asked why there’s no mention of potential hallucinations for AI Overviews, De Leon emphasizes that Google wants to still offer high-quality search results and mentions that the company did adversarial red-teaming tests to uncover potential weak points for the feature.

“This implementation of generative AI is rooted in Search’s core quality and safety systems, with built-in guardrails to prevent low-quality or harmful information from surfacing,” she says. “AI Overviews are designed to highlight information that can be easily verified by the supporting information that we surface.”

Knowing this, you might still want to click through the webpage links to double-check that the information is actually correct. Though it’s hard to imagine many users, who are often looking for quick answers, will spend extra time reading over the source material for Google’s AI-generated answer.

Liz Reid, Google’s head of Search, recently told my colleague Lauren Goode that AI Overviews are expected to arrive for countries outside of the United States before the end of 2024, so over a billion people will likely soon encounter this new feature. As someone whose job relies on readers actually clicking links and spending time reading the articles, of course I’m apprehensive about this change—and I’m not alone.

Beyond concerns from publishers, it also remains unclear what additional impacts might trickle down to users from Google’s AI Overviews. Yes, OpenAI’s ChatGPT and other AI tools are quite popular in Silicon Valley tech circles, but this feature will likely expose billions of people, who have never used a chatbot before, to AI-generated text. Even though AI Overviews are designed to save you time, they might lead to less trustworthy results.

[simerjeet]

Mastering Data Structures: A Comprehensive Course for Beginners

Data structures are one of the foundational concepts in computer science and software development. Mastering data structures is essential for anyone looking to pursue a career in programming, software engineering, or computer science. This article will explore the importance of a Data Structure Course, what it covers, and how it can help you excel in coding challenges and interviews.

1. What Is a Data Structure Course?

A Data Structure Course teaches students about the various ways data can be organized, stored, and manipulated efficiently. These structures are crucial for solving complex problems and optimizing the performance of applications. The course generally covers theoretical concepts along with practical applications using programming languages like C++, Java, or Python.

By the end of the course, students will gain proficiency in selecting the right data structure for different problem types, improving their problem-solving abilities.

2. Why Take a Data Structure Course?

Learning data structures is vital for both beginners and experienced developers. Here are some key reasons to enroll in a Data Structure Course:

a) Essential for Coding Interviews

Companies like Google, Amazon, and Facebook focus heavily on data structures in their coding interviews. A solid understanding of data structures is essential to pass these interviews successfully. Employers assess your problem-solving skills, and your knowledge of data structures can set you apart from other candidates.

b) Improves Problem-Solving Skills

With the right data structure knowledge, you can solve real-world problems more efficiently. A well-designed data structure leads to faster algorithms, which is critical when handling large datasets or working on performance-sensitive applications.

c) Boosts Programming Competency

A good grasp of data structures makes coding more intuitive. Whether you are developing an app, building a website, or working on software tools, understanding how to work with different data structures will help you write clean and efficient code.

3. Key Topics Covered in a Data Structure Course

A Data Structure Course typically spans a range of topics designed to teach students how to use and implement different structures. Below are some key topics you will encounter:

a) Arrays and Linked Lists

Arrays are one of the most basic data structures. A Data Structure Course will teach you how to use arrays for storing and accessing data in contiguous memory locations. Linked lists, on the other hand, involve nodes that hold data and pointers to the next node. Students will learn the differences, advantages, and disadvantages of both structures.

b) Stacks and Queues

Stacks and queues are fundamental data structures used to store and retrieve data in a specific order. A Data Structure Course will cover the LIFO (Last In, First Out) principle for stacks and FIFO (First In, First Out) for queues, explaining their use in various algorithms and applications like web browsers and task scheduling.

c) Trees and Graphs

Trees and graphs are hierarchical structures used in organizing data. A Data Structure Course teaches how trees, such as binary trees, binary search trees (BST), and AVL trees, are used in organizing hierarchical data. Graphs are important for representing relationships between entities, such as in social networks, and are used in algorithms like Dijkstra's and BFS/DFS.

d) Hashing

Hashing is a technique used to convert a given key into an index in an array. A Data Structure Course will cover hash tables, hash maps, and collision resolution techniques, which are crucial for fast data retrieval and manipulation.

e) Sorting and Searching Algorithms

Sorting and searching are essential operations for working with data. A Data Structure Course provides a detailed study of algorithms like quicksort, merge sort, and binary search. Understanding these algorithms and how they interact with data structures can help you optimize solutions to various problems.

4. Practical Benefits of Enrolling in a Data Structure Course

a) Hands-on Experience

A Data Structure Course typically includes plenty of coding exercises, allowing students to implement data structures and algorithms from scratch. This hands-on experience is invaluable when applying concepts to real-world problems.

b) Critical Thinking and Efficiency

Data structures are all about optimizing efficiency. By learning the most effective ways to store and manipulate data, students improve their critical thinking skills, which are essential in programming. Selecting the right data structure for a problem can drastically reduce time and space complexity.

c) Better Understanding of Memory Management

Understanding how data is stored and accessed in memory is crucial for writing efficient code. A Data Structure Course will help you gain insights into memory management, pointers, and references, which are important concepts, especially in languages like C and C++.

5. Best Programming Languages for Data Structure Courses

While many programming languages can be used to teach data structures, some are particularly well-suited due to their memory management capabilities and ease of implementation. Some popular programming languages used in Data Structure Courses include:

C++: Offers low-level memory management and is perfect for teaching data structures.

Java: Widely used for teaching object-oriented principles and offers a rich set of libraries for implementing data structures.

Python: Known for its simplicity and ease of use, Python is great for beginners, though it may not offer the same level of control over memory as C++.

6. How to Choose the Right Data Structure Course?

Selecting the right Data Structure Course depends on several factors such as your learning goals, background, and preferred learning style. Consider the following when choosing:

a) Course Content and Curriculum

Make sure the course covers the topics you are interested in and aligns with your learning objectives. A comprehensive Data Structure Course should provide a balance between theory and practical coding exercises.

b) Instructor Expertise

Look for courses taught by experienced instructors who have a solid background in computer science and software development.

c) Course Reviews and Ratings

Reviews and ratings from other students can provide valuable insights into the course’s quality and how well it prepares you for real-world applications.

7. Conclusion: Unlock Your Coding Potential with a Data Structure Course

In conclusion, a Data Structure Course is an essential investment for anyone serious about pursuing a career in software development or computer science. It equips you with the tools and skills to optimize your code, solve problems more efficiently, and excel in technical interviews. Whether you're a beginner or looking to strengthen your existing knowledge, a well-structured course can help you unlock your full coding potential.

By mastering data structures, you are not only preparing for interviews but also becoming a better programmer who can tackle complex challenges with ease.

[doubleddenden]

Had a thought about Pokemon for the first time in a while. DD's theory corner time:

Legends Arceus- Arceus is in the title, basically the kick to get the plot ball rolling, our ultimate goal

Legends Z-A, if we were to try basing it on the one title before it, probably references Zygarde. Makes sense if we compare the Z to XY- except the A.

Theory: Legends "2" has two title legendaries associated with it. The A is a new Norse inspired Pokemon that represents some new aspect of dimensions (like the X, Y, and Z planes of a graph that formulate latitude, longitude, and the spaces between).

I know I'm not the first to speculate this, but I think I do want to speculate exactly what the A could be. A certainly doesn't fit in with the XYZ planes (or at the least, nothing is really turning up on Google). HOWEVER, the Norse angle does have a hit we could try to wrestle with.

Xerneas, Yveltal, and Zygarde all represent various aspects of the specific Norse iteration of the World Tree mythos (the reason it's so popular world wide is because- much like the world turtle- mythos for world trees exist all around the world)- in this case, Yggdrasil.

Xerneas is the embodiment of life, and embodies aspects of the tree itself, plus seems to be based off of the 4 stags that eat at the branches of the tree. Their names are Dáinn, Dvalinn, Duneyrr and Duraþrór- no, I don't know how to pronounce those either, but basically as they eat at the branches, the life dew that forms on their antlers flows downwards to create rivers of the world. That's how we get to Xerneas being the tree, the stags, and life itself.

Yveltal is death, and possibly based on an "unnamed eagle" that sits atop the World Tree- aka the Y axis- Or it could possibly be the hawk called Veðrfölnir that sits between the eyes of the unnamed eagle. These birds are attested to be a source of knowledge and possibly are based off of Odin's ravens, which fly off and return with new knowledge. Hawks, Eagles, and Ravens are all birds associated with death to some degree, whether killing prey itself or scavenging dead corpses. That could be how we get a death bird that opposes a life deer

Zygarde is most likely based on the Nidhogg, a dragon that feasts on the roots of Yggdrasil and in particular seems to actually be a villain in early stories. The Nidhogg apparently nibbled and ate corpses of those who lost honor, particularly those guilty of adultery, murder, and oathbreaking. In this case, the fact that Zygarde watches the ecosystem could be a simple role reversal to what Yveltal was supposed to be, and could even embody various aspects of Norse pantheon itself.

Now there is one more prominent creature that could be worked with- Ratatosk- which is a squirrel like creature that communicates messages between the unnamed eagle and Nidhogg, and basically was sort of a chatty gossip that seemed to start shit on purpose, basically harassing the fauna of the tree and continuing the fued between Eagle and Nidhogg. This could already be incorporated into Zygarde's cell system, as the cells communicate with each other across the world- but seem to exist to SOLVE problems instead.

Still, as we've seen from the above, Game Freak isn't afraid to remix or twist ideas to make their own. So I'm gonna say Ratatosk has a strong chance of being legendary A, in this case. Something to note is that it may not be 100% a squirrel in this case, much like how Zygarde is a snake and a dragon, but it's still something that can be meddled with.

Now the question would be: what does A bring to the table that Life, Death, and Order does not?

Before that, let's ask WHY there'd be a Legendary A. Xerneas and Yveltal, by nature, are beings that go into long slumber once they've done their jobs- according to XY, that would have been about 3k years before the start of the story, where Yveltal drained the life of everyone and thing around it before turning into a cocoon, and/or Xerneas becoming a tree that granted life instead.

GF can do whatever they want, but there's something else to note: if ZA takes place ENTIRELY within Lumiose, that means we're not going to Geosenge where the cocoon or tree were to power the cannon Lysander almost destroyed the world with. Now they'll probably bring them back anyway, but if they'd play as big of a role as Zygarde, why not call the game XYZ like the anime?

Hence A. Pokemon loves legendary duos, and so A could potentially be the opposite of Zygarde. In other words: CHAOS, the opposite of order.

This could fit imo, given that Ratatosk loved to start shit. Not to mention, A is opposite to Z in the alphabet- certainly would explain why it pops up against the established XYZ.

Of course, you can't talk about Norse mythology in the modern Era without bringing up Thor or Loki. While Thor has yet to be represented imo (and hey, who is to say all we get is A in this case for a new legendary), Loki is probably one of the most well known people from this mythos. And, again, given that we've established that GF isn't afraid to mix things around, I personally think A will be a mix of Loki and Ratatosk.

In other words, a trickster that THRIVES on starting shit.

While it's initial basis for Ratatosk is a squirrel, Loki was a shapeshifter that took on various forms, including the infamous horse that would give birth (yes Loki got pregnant and gave birth) to the 8 legged horse, Sleipnir. Loki also took forms of creatures such as a fly, a salmon, and even an elderly woman.

Now picture this: doesn't this sound like something that could be used for traversal? A salmon or fish form for surfing, a fly or flying insect form for gliding or flying, a horse for faster traversal- if we throw in the squirrel, that could easily climb things, and the elderly woman could easily be worked in either as a villain, npc, or even integrated into a final form akin to Zygarde's 100% form.

So does the Pokemon transform? Does it work like Zygarde and have bits and pieces to collect? If it's Chaos, why would it help us?

That I'm unsure of. It may not even happen- but we do need a reason as to why suddenly Zygarde is okay with humans rebuilding Lumiose. And again, it could simply be trying to start shit, perhaps helping us retake a Lumiose reclaimed by nature as a way to simply piss off Zygarde. Of course, it could also be the enemy that took over Lumiose to begin with, or it could simply be a generic friend Pokemon, who knows.

It could even be that those forms mentioned earlier could be taken separately as new forms or special Pokemon akin to the likes of Wyrdeer or Kleavor. Or not at all of course.

We won't know jack until we get an actual trailer for the game itself, but I think that the red tinge in the title art could indicate something. Unclear what.

If I were to think of a name... Aosk? Like Chaos and Ratatosk. And the animal? A rat. On the nose, but snakes eat rats, and Zygarde is a snake. Duality, bitches.

We can probably assume AZ will be here since he's cursed with immortality, and we can't ignore the fact that Z-A is AZ backwards. So whatever it is, legendary A might have something to do with him as well.

In fact, now that I think about it, that red tinge does match the color of the canon... what if this was a Pokemon directly created as a result of the canon?

Anyway that's all my rambling.

[fundgruber]

Apple WWDC 2024, screenshot of the segment on the "semantic index". The semantic index is just knowledge graph PR on their Siri development, setting the stage for AI cloud computing of personal data being their new feature, as well as a connection to ChatGPT. Worth noting that all the big players (Apple, Google, Microsoft) are doing the same thing simultaneously, introducting tighter surveillance ("on-screen awareness") directly on the operating system, in order to extract personal data for AI assistants ("intelligence that understands you"). Apple is now pushing ahead in this field exactly in one direction: using privacy scandals and the outrage against the AI economy to promise a closed wall system in their cloud. The fact that they need to build a bridge to the businesses they so theatrically distances themselves of (OpenAI/ChatGPT) shows how flimsy their own system is.

The WWDC presentation produced an image of this style of network culture. Its core selling point being a 'personal' index (how often do we hear the word "mum" in this segment...), and a personal cloud. This personal cloud then will process all your friends and family, as the presentation shows in a charming way, integrating algorithmic production in every step of personal communication (custom emojis, text rewriting, photo remixing). Everyone and everyone's communication and image is part of this "personal" computing.

"Contemporary production includes linguistic competence, knowledge, imagination, social interaction as its core sources of added value. So, the new modes of production and contemporary wealth are built not on labour power understood in classic Marxist terms, but on the appropriation of the entirety of human productive power. Terranova applies the concepts to today’s network cultures: “These are moments which turn qualitative, intensive differences into quantitative relations of exchange and equivalence; which enclose the open and dissipative potential of cultural production into differential hierarchies; which accumulate the rewards or work carried out by larger social assemblages… “ [Terranova 2006, 28] The logic of capital subsumes the potential of many platforms, and encloses it within the chain of valorization of creativity and subjectivity."

Goriunova, Olga (2007) Towards a new critique of network cultures: creativity, autonomy and late capitalism in the constitution of cultural forms on the Internet, Network Cultures

[outsourcingwise]

Unleashing the Power of Data Analytics & Reporting: A Guide to Enhanced Decision-Making

In today's fast-paced business landscape, data reigns supreme. Every click, purchase, and interaction generate a wealth of valuable information waiting to be analysed and utilized. The ability to harness this data effectively through analytics and reporting can make all the difference between thriving and merely surviving in the competitive marketplace.

The Role of Data Analytics & Reporting

Data analytics involves examining raw data to draw conclusions and insights, while reporting involves presenting these findings in a structured format to facilitate decision-making. Together, they provide businesses with the necessary tools to understand customer behaviour, optimize processes, and drive strategic initiatives.

Importance of Data Analytics:

1. Informed Decision-Making: By analysing past trends and patterns, businesses can make data-driven decisions rather than relying on intuition or guesswork.

2. Competitive Advantage: Companies that leverage data analytics gain a competitive edge by identifying opportunities for growth, improving efficiency, and mitigating risks.

3. Enhanced Customer Experience: Understanding customer preferences and behavior enables personalized marketing efforts, leading to higher customer satisfaction and loyalty.

Significance of Reporting:

1. Communication of Insights: Reports serve as a means to communicate key findings, trends, and metrics to stakeholders, facilitating understanding and alignment across the organization.

2. Performance Tracking: Regular reporting allows businesses to monitor performance against goals and objectives, enabling timely adjustments and course corrections.

3. Compliance and Accountability: Reporting plays a crucial role in meeting regulatory requirements, ensuring transparency, and holding individuals and departments accountable for their actions.

Leveraging Outsourcingwise Consulting's Training for Data Analytics & Reporting

In the realm of data analytics and reporting, staying abreast of the latest tools, techniques, and best practices is essential for success. This is where Outsourcingwise Consulting's training programs come into play, offering comprehensive courses designed to equip professionals with the skills needed to excel in this field.

Cutting-Edge Curriculum:

Outsourcingwise Consulting's training curriculum covers a wide range of topics, including:

- Data Collection and Preparation: Understanding data sources, cleaning, and transforming raw data into usable formats.

- Statistical Analysis: Applying statistical methods to uncover patterns, correlations, and trends within the data.

- Data Visualization: Communicating insights effectively through charts, graphs, and dashboards.

- Reporting Tools: Utilizing industry-leading reporting tools such as Tableau, Power BI, and Google Data Studio to create compelling reports.

- Advanced Analytics Techniques: Delving into predictive analytics, machine learning, and AI for more sophisticated analysis and forecasting.

Hands-On Learning:

One of the key features of Outsourcingwise Consulting's training programs is their emphasis on practical, hands-on learning. Participants could work on real-world projects, applying their newly acquired skills to solve actual business problems. This experiential learning approach ensures that participants are not just theory-smart but also equipped with the practical know-how to tackle challenges in the workplace.

Expert Guidance:

The trainers at Outsourcingwise Consulting are seasoned professionals with extensive experience in the field of data analytics and reporting. They bring their wealth of knowledge and expertise to the training sessions, providing valuable insights, tips, and guidance to participants. Whether you're a beginner looking to build a solid foundation or an experienced professional seeking to deepen your skills, the trainers at Outsourcingwise Consulting are committed to helping you achieve your goals.

Career Advancement Opportunities:

In today's job market, proficiency in data analytics and reporting is in high demand across industries. By completing Outsourcingwise Consulting's training programs, participants not only enhance their skill set but also position themselves for career advancement opportunities. Whether it's securing a promotion within their current organization or transitioning to a new role in a different industry, the skills acquired through Outsourcingwise Consulting's training can open doors to exciting career prospects.

Conclusion

In conclusion, data analytics and reporting play a pivotal role in driving informed decision-making, enhancing organizational performance, and gaining a competitive edge in the marketplace. By leveraging Outsourcingwise Consulting's training programs, professionals can acquire the skills and knowledge needed to excel in this dynamic and rapidly evolving field. Whether you're a business leader seeking to unlock the full potential of your data or an aspiring data analyst looking to kick-start your career, Outsourcingwise Consulting offers the expertise and resources to help you succeed. Embrace the power of data analytics and reporting today, and chart a course towards a brighter, more data-driven future.

[aishuglb12]

Google’s AI Mode Arrives in India: A Paradigm Shift in How We Search

-Google has officially launched its highly anticipated “AI Mode” in India, marking a significant evolution in the way users interact with the world’s most popular search engine. Powered by a custom version of Gemini 2.5, this new search experience, initially available through Search Labs, transforms traditional query-based searches into dynamic, conversational, and multimodal interactions. India, with its vast and diverse user base, is poised to become a critical testbed for the global refinement of this advanced AI-driven search.

How It Works and User Benefits: A Smarter, More Intuitive Search

AI Mode is a fundamental reimagining of search, moving beyond the traditional “ten blue links.” It operates on several key principles:

Query Fan-out: For complex or lengthy queries, AI Mode intelligently breaks them down into sub-questions and simultaneously searches across various sources. This includes the live web, Google’s extensive Knowledge Graph, and real-time shopping data from billions of product listings.

Multimodal Input: Users are no longer limited to text. AI Mode supports voice input via a waveform icon and image input through Google Lens. This is particularly beneficial for “real-world” queries, such as identifying a plant from a photo and immediately asking for care instructions. Google Lens already sees its highest usage in India compared to any other country.

Deep Search & Visuals: The system can analyze vast amounts of data, generate charts or graphs for better comprehension, and even offer personalized results by integrating context from a user’s connected Google apps (an opt-in feature).

Agentic Abilities: Google is actively testing features that allow AI Mode to perform tasks directly, such as booking tickets or making restaurant reservations, streamlining user workflows and reducing friction. This “Project Mariner” aims to empower AI to autonomously perform tasks.

For users, this translates into a far more natural and efficient search experience. Early testers in India are already submitting queries 2-3 times longer, demonstrating a shift towards more conversational interactions. The convenience of voice and visual inputs democratizes access for those less comfortable with typing, while the depth of information, complete with citations and resource links, fosters a more comprehensive understanding of complex topics.

Impact on Businesses and the Indian Economy

The rollout of AI Mode will undoubtedly reshape the digital landscape for businesses and publishers, while also presenting unique opportunities for India’s AI ecosystem:

For Businesses & Publishers:

SEO Shift: The most immediate and significant impact will be on Search Engine Optimization (SEO). As AI Mode provides direct answers, potentially reducing the need for users to click through to websites, a decline in organic click-through rates (CTRs) is anticipated, with estimates ranging from 30% to 60% for snippet-based queries. Publishers relying heavily on ad revenue from search traffic may face challenges.

Opportunity for Visibility: Despite potential traffic dips, AI Mode also presents an opportunity. Websites providing high-quality, authoritative, and well-structured content are more likely to be cited as sources within AI Mode’s answers, thereby gaining prominence and establishing their expertise.

SEO Evolution: The traditional SEO playbook needs a significant update. Strategies must now focus on:

E-E-A-T (Experience, Expertise, Authoritativeness, Trustworthiness): Building and demonstrating strong E-E-A-T signals will be crucial for content to be considered credible by the AI.

Content Depth and Structured Data: Creating comprehensive, well-organized content with clear headings, entities, and appropriate schema markup will enhance AI’s ability to understand and utilize the information.

Multimodal Readiness: Businesses should prepare their content to be consumed in various formats, including text, images, and videos, to cater to multimodal queries. This also includes ensuring high-quality visuals and their appropriate tagging.

OmniSEO™: The shift extends beyond just Google; content needs to be discoverable and structured for multiple AI ecosystems.

For the Indian Economy & AI Ecosystem:

Boost for India as a Testbed: With its enormous user base (over 870 million internet users), India offers invaluable feedback for the development and scaling of multilingual and multimodal AI. This real-world application will accelerate Google’s AI advancements.

Alignment with National AI Goals: Google’s launch complements India’s ambitious initiatives, such as the IndiaAI Mission and the AI Safety Institute. The focus on local language adoption, skilling programs, and responsible AI development aligns directly with national priorities. Google has also launched its “Safety Charter for India’s AI-led Transformation,” which aims to combat online fraud, strengthen cybersecurity, and promote responsible AI development, leveraging initiatives like “DigiKavach.”

Embracing an AI-Powered Future

Google’s AI Mode signifies a pivotal moment in how Indians will search and consume information online. It transforms search into a conversational, multimodal experience that offers richer, context-aware responses. While this empowers individuals with unprecedented access to knowledge, it simultaneously challenges traditional SEO and content strategies, demanding adaptation from businesses and publishers.

As AI Mode evolves from a Labs experiment to a mainstream feature, users, businesses, and policymakers must embrace new techniques, enhance digital literacy, and prioritize the creation of credible, structured, and multimodal content. This launch is not merely a product update; it is a major stride forward in India’s ongoing journey towards a more intelligent, AI-powered internet, with profound implications for how information is accessed, consumed, and created. The future of search in India is conversational, intuitive, and deeply integrated with artificial intelligence.

Yes, absolutely! Based on the information you provided and the current news about Google’s AI Mode launch in India, here’s a set of frequently asked questions (FAQs) that users and businesses might have:

(FAQs)

Q1: What is Google AI Mode?A1: Google AI Mode is an advanced, experimental search experience powered by a custom version of Gemini 2.5. It transforms traditional search into a more conversational, multimodal, and intelligent interaction, allowing users to ask complex questions and receive comprehensive, AI-generated responses directly within Search.

Q2: When was AI Mode launched in India?A2: Google AI Mode went live in India for opt-in via Search Labs on June 23-24, 2025. It was first introduced in the U.S. in March 2025 and expanded publicly there in May 2025 during Google I/O.

Q3: How can I access AI Mode in India?A3: Initially, AI Mode is available as an opt-in feature through Google Search Labs in India. You can typically enable it via the Google app on Android or iOS by navigating to your profile picture > Search Labs > AI Mode. In some cases, a new “AI Mode” tab might appear directly in the Search bar or at google.com/aimode.

Q4: Is AI Mode available in Indian local languages?A4: Currently, AI Mode in India is initially available in English only. There is no specific timeline yet for local-language support, but given India’s diverse linguistic landscape and Google’s focus on localization, it’s highly anticipated.

Q5: How does AI Mode differ from regular Google Search or AI Overviews?A5: AI Mode offers more advanced reasoning, thinking, and multimodal capabilities than standard AI Overviews. While AI Overviews provide summaries at the top of search results, AI Mode uses a “query fan-out” technique to break down complex questions, simultaneously searching multiple sources (web, Knowledge Graph, shopping data), and allows for deeper, conversational follow-up questions.

[skillpilothub]

What You’ll Learn in a Data Science Bootcamp: A Syllabus Breakdown

At a time when companies are so dependent on information, it is not an exaggeration to say that the job of a data analyst is essential. Data analysts are vital whether they report to a retail company to understand their customer behaviours or a hospital to understand how to treat its patients better by making sense out of their data insights. So what can one do on those with little or no background in data? The following guide will help you, even starting with zero, on how to become a data analyst.

What Does a Data Analyst Do?

It is good to know what a data analyst does before getting straight to the steps. A data analyst gathers, analyses and interprets data in order to aid organizations undertake problem solving and make sound decisions.

Key Responsibilities Include:

Collection and cleaning up of data

operative Trends and pattern analysis

Report and dashboard creation

Presenting clear solutions to laypeople teams

Consider a data analyst as a translator, one who makes confusing numbers tell stories that other individuals can be able to act on.

Step 1: Understand the Role and Assess Your Interest

Everyone fond of the numbers is not suited to do the data analysis. It takes curiosity, attention to details, and communication abilities.

Problem:Most novices believe that it is more concerned with coding or math, but pay insufficient attention to the storytelling part and critical thinking.

Solution: Start by reading job descriptions or talking to professionals. Ask yourself:

Is it that I like solving puzzles?

Do I get along or am I comfortable with spreadsheets or numbers?

Is my preference to get the solution based on data?

Real-life example: Sarah, a customer support rep, saw trends in the field of complaints and began to monitor it in Excel. She did not realize it at the time, but she was already engaging in this kind of basic data analysis.

Step 2: Learn the Basics of Data and Analytics

You don’t need a degree in statistics to start, but you do need foundational knowledge.

Core Areas to Learn:

Spreadsheets (Excel or Google Sheets): These are often the first tools used for data analysis.

Statistics and Math: Understand averages, medians, probability, and standard deviation.

Data Visualization: Learn how to create charts and graphs that make data easy to understand.

Basic SQL (Structured Query Language): This helps you access and retrieve data from databases.

Antithesis: Some argue that you need to master advanced programming languages first. But in reality, many data analysts begin with spreadsheets and work their way up.

Step 3: Learn a Data Analysis Tool or Language

Once you’ve mastered the basics, it’s time to get comfortable with one or more tools used in the field.

Commonly Used Tools:

SQL: For querying databases

Python or R: For advanced analysis and automation

Tableau or Power BI: For creating dashboards and visual reports

Practical Tip: Don’t try to learn everything at once. Choose one tool based on the kind of job you’re aiming for. If you're interested in marketing analysis, Excel and SQL might be enough to start. If you’re leaning towards finance or research, Python may be more useful.

Step 4: Work on Real Projects

The theoretical study is amazing, but the practice is what leads to development.

Problem: Most learners are helpless upon completion of courses: they have experience only.

Solution: Run your own project. For example:

Open government data analysis

Follow your own spending and start trending

Compare the house prices locally based on the available information provided by the government

Real-life example:  John, a teacher who was transformed into a data analyst, will have opportunities to find patterns and causes of absence by relying on school attendance data. He worked in Excel and later was able to include Tableau to add visualizations. It turned into a powerful resume item during job applications.

Step 5: Build a Portfolio

Employers would like to know what you are capable of. Portfolio demonstrates your abilities in practice and helps to prove that you are ready to be hired.

What to Include:

The description of the project in brief consists of the following:

Tool and approaches employed

Visual aids such as charts or dashboard

Your convictions and conclusions

You are able to share a portfolio on your personal blog, LinkedIn, or GitHub. It is all a matter of clarity and confidence with which you can deliver your work.

Step 6: Practice Communication Skills

Becoming a data analyst is not merely all about numbers. You should communicate your results to those who may not be conversant with data in any way.

Key Skills to Develop:

Clearly formulated writing

Creating great slide decks

Giving a secure presentation during meetings

Antithesis: Some others suppose that powerful technical proficiency is a guarantee on its own. Nevertheless, analysts that are somehow incompetent in communicating their results will not have much impact.

Step 7: Apply for Entry-Level Roles or Internships

With a few solid projects and basic tools under your belt, you’re ready to start applying. Look for roles like:

Junior Data Analyst

Reporting Analyst

Business Intelligence Intern

Tailor your resume to highlight practical skills and include links to your portfolio.

Final Thoughts

Turning into a data analyst is not a race. You do not require being a mathematical genius or a coding master to start. Curiosity, an ability to learn and patience to develop skills gradually are also needed.

Summary Checklist:

Understand the role

master fundamentals (spreadsheet, statistics, SQL)

Select any one analysis tool

Carry out real world projects

Create a portfolio

Practice communication

Take entry level jobs

It may seem overwhelming at first, but many successful analysts started just where you are—curious, uncertain, but ready to learn.

[jjcreativemedia]

The New Search Era: AI Prioritises Data, Not Destination

Here’s what no one tells you about the future of search: it’s no longer about sending traffic to your website. It’s about serving answers directly before a user ever clicks. Google’s AI Overviews are making that reality loud and clear.

If you’ve noticed your organic clicks dropping, your carefully crafted blog content being skimmed past, or your product pages buried under zero-click results, you’re not alone.

The game has changed. And in this new AI-first landscape, the brands that win are the ones who show up with data, not fluff. Insights, not intros. Clarity, not clutter.

Let’s break down what’s really happening and what smart B2B startups need to do about it.

Forget Rankings. Focus on Responses.

Traditional SEO taught us to chase traffic. Rank high, get the clicks, nurture the lead. Simple, right?

But AI Overviews? They’re flipping that logic.

Search engines are no longer prioritising where to send users. Instead, they’re trying to eliminate the need for a click at all.

Google’s AI now scrapes and compiles information from multiple sources to deliver “answers” directly on the results page. And while that might be great for users, for brands it means one thing:

If your content isn’t structured to feed the AI’s understanding, you’re invisible.

Your Website Isn’t the Destination, Your Data Is.

If you’re still writing content to “rank for keywords,” it’s time to recalibrate.

AI is no longer ranking pages based on old-school SEO metrics. It’s evaluating how well your content answers intent-rich queries, fits schema markup, and integrates into knowledge graphs.

In other words, AI isn’t looking for pretty blog posts. It’s looking for credible data.

That means your marketing team needs to start thinking like a product team:

What structured content can we surface?

Are we using a schema to tag it?

Can our data be easily parsed and pulled into AI summaries?

Because in this world, being source material beats being page one.

The Rise of the “Answer Engine”

Let’s call this what it is: we’ve entered the Answer Engine era.

And your goal isn’t just visibility anymore, it’s extractability. If AI can’t easily extract meaning from your site, you don’t get featured. Period.

That’s where Answer Engine Optimization (AEO) comes in. It’s not just the evolution of SEO. It’s what connects your brand to the way search works now.

AEO helps you:

Make your site machine-readable

Align content to high-intent search patterns

Build topic authority across your niche

Show up in AI Overviews and voice search queries

So, What Should You Be Doing Now?

If you’re a startup with limited marketing resources, here’s the real talk:

You don’t need more content. You need better signals.

That means: ✔ Structuring your existing content with schema ✔ Prioritising entity mapping and topic clusters ✔ Using clear, concise language that aligns with user intent ✔ Thinking beyond blogs — Use case pages, product documentation, FAQs, and glossaries all matter

This is the kind of strategy you won’t get from a junior marketer or your old SEO playbook.

AI’s Not the Enemy. But It’s Not Waiting for You

Most bootstrapped founders I talk to are still wondering why their content isn’t performing. The truth?

You’re not behind because your product isn’t good. You’re behind because your data isn’t optimised for the new rules of search.

This isn’t just a content shift. It’s a mindset shift.

And if your internal team isn’t set up to think strategically about AEO, structured content, and AI-readiness, then it’s time to bring in leadership that can.

Final Thoughts: Don’t Just Show Up — Be Found

We’re moving into a world where search engines don’t just recommend. They respond. And the brands that get seen will be the ones built for extraction, not just exploration.

If you’re ready to align your SEO and marketing with where search is going, not where it’s been. AEO isn’t optional. It’s urgent.

Need Help Becoming AI-Search Ready?

At JJ Creative Media Co., we help B2B startups and lean tech teams rethink their SEO from the ground up, through structured strategy, smart content, and executive-level marketing leadership.

Want to check if your site is AEO-ready?

[Download the 7-Point AEO Readiness Checklist] (gated asset CTA) Or let’s talk about how a Fractional CMO can help realign your marketing for the AI era.

Contact me at JJ Creative Media Co.

[noisemakers01]

Noisemakers – Leading Digital Shift as the Best Digital Marketing Company in Dehradun

Dehradun, once cherished for its scenic beauty and scholarly legacy, has evolved into a high-potential hub for innovation, real estate, education, and tourism. As digital transformation takes center stage in 2025, one thing is clear—brands that win online will lead the market. At the forefront of this revolution is Noisemakers, widely recognized as the best digital marketing company in Dehradun. Through smart strategy, creative precision, and measurable impact, Noisemakers is setting a new standard in how businesses grow digitally.

Why Digital Marketing Isn’t Optional in 2025—It’s Essential

The digital economy no longer leaves room for businesses to play catch-up. Whether you're a local startup or an established brand, your customers expect seamless online experiences and authentic digital engagement. In 2025, digital marketing is your competitive edge. Here’s why:

Climb Google rankings to gain trust and traffic

Deliver content that informs, converts, and retains

Run precisely targeted ad campaigns that convert

Build meaningful engagement through social media storytelling

Automate and analyze for better lead nurturing and ROI

Noisemakers builds strategies that are as bold as your business goals—never off-the-shelf, always purpose-built.

What Makes Noisemakers the Best Digital Marketing Company in Dehradun?

1. Comprehensive Services for Every Business Phase

From launch to scale, Noisemakers offers a 360° suite of digital marketing services tailored to your vision:

Search Engine Optimization (SEO) – Drive organic visibility and traffic

Social Media Marketing – Build brand loyalty across platforms

Custom Website Design – Mobile-friendly, high-speed, and conversion-optimized

Performance Advertising – Smart budgeting with Google Ads and Meta campaigns

Video Content Creation – Capture attention with visuals that convert

Brand Development – Define your voice, elevate your image

Every touchpoint is crafted to maximize brand recognition and bottom-line impact.

2. Real Outcomes, Not Vanity Metrics

At Noisemakers, success isn’t measured by pretty graphs—it’s defined by actual business results. Their client achievements include:

3x increase in qualified web traffic

Improved lead generation with reduced customer acquisition cost

Social media campaigns that actually drive business, not just likes

30-90 day ROI turnarounds on most campaigns

This commitment to accountability and impact cements Noisemakers’ status as the best digital marketing company in Dehradun.

3. Local Roots, National Reach

Operating from Dehradun, Noisemakers uniquely combines intimate local market knowledge with the scalability of a national agency:

Understands regional consumer behavior, seasonality, and trends

Can scale your brand’s presence across India with strategic precision

Works closely with local players—from coaching institutes to resorts and developers

Industries they’ve excelled in include:

Education & EdTech

Real Estate & Builders

Tourism & Hospitality

Lifestyle & Wellness

Whether your business is nestled in Clement Town or bustling in Rajpur Road, Noisemakers delivers location-smart strategies that scale.

The 2025 List: Top Digital Marketing Companies in Dehradun

Here’s how Dehradun’s top agencies rank in terms of value and capability:

Noisemakers – Best overall for complete, ROI-focused digital transformation

Digital Pugs Media – Budget-first approach, best for small businesses

SEO Aim Point – Entry-level SEO support

Doon Digital Gurus – Ideal for freelancers and solo entrepreneurs

Techno Visitors – Tech-heavy campaigns with niche integrations

Noisemakers leads because it offers more than tools it offers a vision.

What Business Owners Are Saying

“We were struggling with conversions. Noisemakers didn’t just redesign our website—they redefined our entire online funnel. Now, leads come in daily.”  CEO, Real Estate Consultancy, Jakhan

“Thanks to their Instagram-first approach and paid media expertise, our resort saw a 40% increase in off-season bookings.”  Marketing Head, Resort near Mussoorie

With a reputation for responsiveness, transparency, and real-world results, Noisemakers has become the go-to name for businesses serious about growth.

Ready to Grow? Partner with Dehradun’s Top Digital Experts

In a world where digital noise is louder than ever, you need a team that knows how to cut through—and convert. Noisemakers is ready to turn your ambitions into campaigns that scale.

Ask yourself:

Are you visible to your most valuable customers?

Is your digital strategy bringing measurable results?

Are you truly tapping into your brand’s online potential?

If not, the time to change is now.

Contact Noisemakers—the best digital marketing company in Dehradun and let 2025 be the year you lead the digital frontier.

Visit Noisemakers.in and schedule your free growth consultation today.

[excelrthane1]

Hybrid AI Systems: Combining Symbolic and Statistical Approaches

Artificial Intelligence (AI) over the last few years has been driven primarily by two distinct methodologies: symbolic AI and statistical (or connectionist) AI. While both have achieved substantial results in isolation, the limitations of each approach have prompted researchers and organisations to explore hybrid AI systems—an integration of symbolic reasoning with statistical learning.   

This hybrid model is reshaping the AI landscape by combining the strengths of both paradigms, leading to more robust, interpretable, and adaptable systems. In this blog, we’ll dive into how hybrid AI systems work, why they matter, and where they are being applied.

Understanding the Two Pillars: Symbolic vs. Statistical AI

Symbolic AI, also known as good old-fashioned AI (GOFAI), relies on explicit rules and logic. It represents knowledge in a human-readable form, such as ontologies and decision trees, and applies inference engines to reason through problems.

Example: Expert systems like MYCIN (used in medical diagnosis) operate on a set of "if-then" rules curated by domain experts.

Statistical AI, on the other hand, involves learning from data—primarily through machine learning models, especially neural networks. These models can recognise complex patterns and make predictions, but often lack transparency and interpretability.

Example: Deep learning models used in image and speech recognition can process vast datasets to identify subtle correlations but can be seen as "black boxes" in terms of reasoning.

The Need for Hybrid AI Systems

Each approach has its own set of strengths and weaknesses. Symbolic AI is interpretable and excellent for incorporating domain knowledge, but it struggles with ambiguity and scalability. Statistical AI excels at learning from large volumes of data but falters when it comes to reasoning, abstraction, and generalisation from few examples.

Hybrid AI systems aim to combine the strengths of both:

Interpretability from symbolic reasoning

Adaptability and scalability from statistical models

This fusion allows AI to handle both the structure and nuance of real-world problems more effectively.

Key Components of Hybrid AI

Knowledge Graphs: These are structured symbolic representations of relationships between entities. They provide context and semantic understanding to machine learning models. Google’s search engine is a prime example, where a knowledge graph enhances search intent detection.

Neuro-symbolic Systems: These models integrate neural networks with logic-based reasoning. A notable initiative is IBM’s Project Neuro-Symbolic AI, which combines deep learning with logic programming to improve visual question answering tasks.

Explainability Modules: By merging symbolic explanations with statistical outcomes, hybrid AI can provide users with clearer justifications for its decisions—crucial in regulated industries like healthcare and finance.

Real-world Applications of Hybrid AI

Healthcare: Diagnosing diseases often requires pattern recognition (statistical AI) and domain knowledge (symbolic AI). Hybrid systems are being developed to integrate patient history, medical literature, and real-time data for better diagnostics and treatment recommendations.

Autonomous Systems: Self-driving cars need to learn from sensor data (statistical) while following traffic laws and ethical considerations (symbolic). Hybrid AI helps in balancing these needs effectively.

Legal Tech: Legal document analysis benefits from NLP-based models combined with rule-based systems that understand jurisdictional nuances and precedents.

The Role of Hybrid AI in Data Science Education

As hybrid AI gains traction, it’s becoming a core topic in advanced AI and data science training. Enrolling in a Data Science Course that includes modules on symbolic logic, machine learning, and hybrid models can provide you with a distinct edge in the job market.

Especially for learners based in India, a Data Science Course in Mumbai often offers a diverse curriculum that bridges foundational AI concepts with cutting-edge developments like hybrid systems. Mumbai, being a major tech and financial hub, provides access to industry collaborations, real-world projects, and expert faculty—making it an ideal location to grasp the practical applications of hybrid AI.

Challenges and Future Outlook

Despite its promise, hybrid AI faces several challenges:

Integration Complexity: Merging symbolic and statistical approaches requires deep expertise across different AI domains.

Data and Knowledge Curation: Building and maintaining symbolic knowledge bases (e.g., ontologies) is resource-intensive.

Scalability: Hybrid systems must be engineered to perform efficiently at scale, especially in dynamic environments.

However, ongoing research is rapidly addressing these concerns. For instance, tools like Logic Tensor Networks (LTNs) and Probabilistic Soft Logic (PSL) are providing frameworks to facilitate hybrid modelling. Major tech companies like IBM, Microsoft, and Google are heavily investing in this space, indicating that hybrid AI is more than just a passing trend—it’s the future of intelligent systems.

Conclusion

Hybrid AI systems represent a promising convergence of logic-based reasoning and data-driven learning. By combining the explainability of symbolic AI with the predictive power of statistical models, these systems offer a more complete and reliable approach to solving complex problems.

For aspiring professionals, mastering this integrated approach is key to staying ahead in the evolving AI ecosystem. Whether through a Data Science Course online or an in-person Data Science Course in Mumbai, building expertise in hybrid AI will open doors to advanced roles in AI development, research, and strategic decision-making.

Business name: ExcelR- Data Science, Data Analytics, Business Analytics Course Training Mumbai

Address: 304, 3rd Floor, Pratibha Building. Three Petrol pump, Lal Bahadur Shastri Rd, opposite Manas Tower, Pakhdi, Thane West, Thane, Maharashtra 400602

Phone: 09108238354 

Email: enquiry@excelr.com

[irontalelady]

Experience Online Shopping Differently with Google’s Virtual Try-On

Shopping for clothes online has always been tricky. You never really know how an item will look or fit until it arrives. Size charts and photos on models only go so far, which often leads to frustrating returns and wasted time.

Google’s New Virtual Try-On Feature

At Google I/O 2025, Google introduced a virtual try-on tool that changes the game. Instead of guessing, you can now see how clothes look on you by uploading a simple photo. This feature acts like a personal fitting room on your device, making online shopping more interactive and reliable.

How the Technology Works

Google combines powerful AI with its massive Shopping Graph database, which includes billions of products updated hourly. The AI is trained to understand how fabrics behave—how they fold, stretch, and drape—and applies that knowledge to your photo. The result is a realistic preview of clothing that fits your body shape and posture.

Simple and Seamless to Use

Using the virtual try-on is easy. When browsing women’s tops on Google Search or Shopping, you’ll see a “Try it on” button. Upload your photo, and within seconds, the system shows you how the item fits and looks on you. Currently available in the U.S., this feature is expected to expand to more clothing types soon.

Benefits for Shoppers and Retailers

Shopping with virtual try-on is a way to get a feel for it before diving in. Confident purchase decisions can be made in that state. For retailers, that means fewer returns and happier customers- well, that's always good!

Focus on Inclusivity

Google's AI was trained on thousands of fabric samples and on every body type. Hence, it offers a fit for people of all shapes and sizes during virtual try-ons, contributing to more inclusive online shopping.

What’s Next?

The AI will also be able to try on pants, dresses, and maybe even accessories like glasses and jewelry. That would complete the virtual wardrobe experience, making shopping easier and more fun.

Conclusion: A New Era of Digital Shopping

Google’s virtual try-on brings personalization and confidence to online fashion shopping. By blending AI technology with your own image, it transforms browsing into an interactive experience. Soon, trying before buying online won’t just be an option—it’ll be the new normal.

[newspressx]

Is Backlink Building Still Needed?

When Google rose to become the dominant way people search the internet, we quickly learned how it worked. That knowledge led to the rise of Search Engine Optimization (SEO), and backlink building became a key strategy for ranking higher in search results. But technology never stands still. With the arrival of AI-powered tools like Chat GPT and other conversational search agents, many are wondering if traditional SEO and link building still matter in this new landscape. Backlink building is still important for both traditional SEO and, to a lesser extent, chat result optimization, but its role and importance have evolved. Here's a breakdown: For Traditional SEO (Website Ranking in Search Engines): Still Important, but Not the Only Factor: Backlinks remain a significant ranking factor for Google and other search engines. High-quality backlinks from authoritative and relevant websites are seen as votes of confidence in your content and website. Quality Over Quantity: The emphasis has shifted dramatically from the number of backlinks to the quality of backlinks. One link from a reputable news site or a highly respected industry blog is far more valuable than hundreds of links from low-quality directories or spammy websites. Relevance is Key: Links from websites that are topically related to your own carry more weight. Google values contextual relevance. Anchor Text Matters (But Be Careful): The anchor text (the clickable text of the link) still influences rankings, but over-optimization can lead to penalties. Aim for a natural mix of branded, generic, and keyword-rich anchor text. Relationship Building: Effective backlink building is often about building relationships with other website owners, bloggers, and influencers in your industry. Guest posting, content promotion, and participation in online communities can all lead to valuable backlinks. Link Earning is the Ideal: The best backlinks are earned organically when other websites find your content valuable and link to it naturally. Creating high-quality, informative, and engaging content is crucial for attracting backlinks passively. Negative SEO: Competitors can use "negative SEO" to harm your rankings by building low-quality backlinks to your website. Monitoring your backlink profile and disavowing harmful links is essential. For Chat Result Optimization (Optimizing for AI Chatbots and Similar Interfaces): Less Direct Impact: Backlinks have a less direct impact on how your content appears in chat results compared to traditional search. Chatbots prioritize factors like:Relevance: How well your content answers the user's query. Accuracy: The factual correctness of the information. Clarity: How easy the content is to understand. Structure: How well the content is organized and formatted. Entities and Knowledge Graphs: The presence of key entities (people, places, things) and their relationships as understood by knowledge graphs. Indirect Influence: Backlinks can still indirectly influence chat results:Authority and Trust: A website with a strong backlink profile is generally considered more authoritative and trustworthy. Chatbots may be more likely to draw information from reputable sources. Knowledge Base Building: Backlinks can help search engines discover and index your content, making it more likely to be included in their knowledge base. Content Discovery: Chatbots need a corpus of content to pull from. Good backlinks help the search engine discover your content more quickly and ensure it's indexed for use in chat responses. In Summary: Traditional SEO: Backlink building remains a crucial part of a comprehensive SEO strategy. Focus on quality, relevance, and earning links naturally. Chat Result Optimization: Backlinks are less critical for chat results, but they can still contribute to a website's overall authority and trust, indirectly improving its visibility. Focus on creating high-quality, accurate, and well-structured content that directly answers user queries.

The key takeaway is that while backlinks are still important for SEO, they're not the silver bullet they once were. A holistic approach that includes excellent content, technical SEO, user experience, and brand building is essential for success in both traditional search and the emerging world of chat-based search. You can't solely rely on backlinks anymore.

[small-bizz-press]

Structured Data, Schema, and the Future of AI-Readable Content

Introduction

As AI-driven platforms like Google SGE, ChatGPT, Bing Copilot, and voice assistants reshape how content is discovered and presented, structured data has become the backbone of visibility.

In a world where language models rely on context and structure—not just keywords—schema markup is your key to making content machine-readable, trustworthy, and reference-worthy.

This article breaks down how structured data works, why it matters more than ever in the era of LLMs, and how B2B companies can implement schema to boost AI discoverability and authority.

What Is Structured Data?

Structured data refers to a standardized format (typically using Schema.org) that tells search engines and AI tools what your content means, not just what it says.

It helps algorithms:

Identify page content (e.g., “This is a service,” “This is a review,” “This is a location”)

Understand entities like businesses, people, products, and events

Connect your brand to broader knowledge graphs

The format is often implemented in JSON-LD, embedded in the HTML of a web page.

Why Structured Data Is Crucial for AI Visibility

✅ 1. It Enables AI Summarization and Citations

AI tools use structured data to:

Understand the context and credibility of a page

Attribute content to specific entities or people

Create summaries and comparisons with higher confidence

Without structured data, your content might not be indexed properly by LLMs, even if it's well-written.

✅ 2. It Boosts Google SGE & Rich Result Inclusion

Google’s AI-generated results frequently reference content that:

Uses schema for clarity

Provides clear answers to common questions

Is linked to recognized entities (brands, people, products)

Schema improves your chances of appearing in:

Featured snippets

SGE-generated answer panels

Knowledge panels and entity boxes

✅ 3. It Future-Proofs Your Website for Voice and Chat Interfaces

AI assistants (e.g., Google Assistant, Alexa, Siri, ChatGPT voice) need structured inputs to:

Provide accurate answers

Reference brands confidently

Handle follow-up questions

Structured data acts as a translation layer between your website and AI interfaces.

Core Schema Types Every B2B Business Should Use

Schema TypePurposeOrganizationDefines your business name, logo, contact info, social linksLocalBusinessAdds NAP info, service areas, hours for Google Maps/SGEProduct/ServiceDescribes offerings, use cases, benefits, pricesFAQPageMarks up frequently asked questions and answersReview/RatingSurfaces testimonials or case study summariesArticle/BlogPostingClarifies authorship, publish date, topicWebPageDefines canonical URL and page-specific detailsPersonUseful for expert-driven brands (show bios, credentials)

Pro Tip: Use tools like Schema Markup Validator to test your structured data.

Examples of Structured Data in Practice

✅ B2B Cybersecurity Firm:

Uses:

Organization schema for company identity

Service schema for penetration testing, compliance audits

FAQPage schema for “What is SOC 2?” questions

Result: Higher inclusion in AI responses when users ask about “best SOC 2 auditors for fintech companies.”

✅ SaaS Vendor for Logistics:

Uses:

Product schema for software features

Review schema to showcase customer feedback

LocalBusiness schema to target regional clients

Result: Appearances in SGE panels and Bing summaries for “supply chain SaaS providers near me.”

How to Implement Structured Data on Your Website

🛠️ 1. Add JSON-LD Markup to Your Header

Embed schema code in the <head> section or body of relevant pages.

Example:

jsonCopy

Edit

{ "@context": "https://schema.org", "@type": "Organization", "name": "Acme B2B Solutions", "url": "https://www.acmeb2b.com", "logo": "https://www.acmeb2b.com/logo.png", "sameAs": [ "https://www.linkedin.com/company/acmeb2b", "https://twitter.com/acmeb2b" ], "contactPoint": { "@type": "ContactPoint", "telephone": "+1-800-123-4567", "contactType": "Customer Service" } }

🧱 2. Use a Schema Plugin (for WordPress or CMS Sites)

Top options:

Rank Math (WordPress)

Yoast SEO (includes basic schema)

Schema App Structured Data (enterprise-level)

✍️ 3. Mark Up Content Types with Clear Hierarchy

Use FAQPage schema only when the content is truly Q&A format

Add author, datePublished, and headline to all blog posts

Be consistent in naming and referencing your company and people

Schema for AI vs. Schema for SERPs

Traditional schema focused on:

Winning rich snippets

Increasing CTR from search

AI-era schema focuses on:

Making content machine-readable

Increasing inclusion in summaries

Establishing entity clarity and credibility

Both are still important—but the balance is shifting.

Common Mistakes to Avoid

❌ Using outdated schema types (e.g., Blog instead of BlogPosting)

❌ Marking up in-line content incorrectly (like a paragraph as a product)

❌ Leaving out schema on “about,” “services,” and “case study” pages

❌ Over-optimizing with spammy structured data

❌ Not linking schema to real-world entities (e.g., Wikipedia, LinkedIn)

Future Trends in Structured Data and AI

TrendWhy It MattersEntity linkingAI relies on connections to known data sets (Wikidata, Freebase)Voice search schemaSpeakable markup helps with AI-read audio responsesReal-time updatesSchema signals may be refreshed more often by LLMsMultimodal dataStructured metadata for images, video, and audio will gain importanceContent provenanceSchema for authorship and source credibility will help combat AI misinformation

Conclusion

As generative AI becomes the front door to your B2B brand, structured data is no longer optional—it’s essential.

If you want ChatGPT, Bing Copilot, and SGE to:

Understand what your company does

Include you in summaries

Recommend your solutions to potential buyers

…you need to give them clean, clear, and complete schema markup to work with.

This is how you move from being searchable to being summarized.