#you can make it easier for new users without algorithms!
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Tumblr’s Core Product Strategy
Here at Tumblr, we’ve been working hard on reorganizing how we work in a bid to gain more users. A larger user base means a more sustainable company, and means we get to stick around and do this thing with you all a bit longer. What follows is the strategy we're using to accomplish the goal of user growth. The @labs group has published a bit already, but this is bigger. We’re publishing it publicly for the first time, in an effort to work more transparently with all of you in the Tumblr community. This strategy provides guidance amid limited resources, allowing our teams to focus on specific key areas to ensure Tumblr’s future.
The Diagnosis
In order for Tumblr to grow, we need to fix the core experience that makes Tumblr a useful place for users. The underlying problem is that Tumblr is not easy to use. Historically, we have expected users to curate their feeds and lean into curating their experience. But this expectation introduces friction to the user experience and only serves a small portion of our audience.
Tumblr’s competitive advantage lies in its unique content and vibrant communities. As the forerunner of internet culture, Tumblr encompasses a wide range of interests, such as entertainment, art, gaming, fandom, fashion, and music. People come to Tumblr to immerse themselves in this culture, making it essential for us to ensure a seamless connection between people and content.
To guarantee Tumblr’s continued success, we’ve got to prioritize fostering that seamless connection between people and content. This involves attracting and retaining new users and creators, nurturing their growth, and encouraging frequent engagement with the platform.
Our Guiding Principles
To enhance Tumblr’s usability, we must address these core guiding principles.
Expand the ways new users can discover and sign up for Tumblr.
Provide high-quality content with every app launch.
Facilitate easier user participation in conversations.
Retain and grow our creator base.
Create patterns that encourage users to keep returning to Tumblr.
Improve the platform’s performance, stability, and quality.
Below is a deep dive into each of these principles.
Principle 1: Expand the ways new users can discover and sign up for Tumblr.
Tumblr has a “top of the funnel” issue in converting non-users into engaged logged-in users. We also have not invested in industry standard SEO practices to ensure a robust top of the funnel. The referral traffic that we do get from external sources is dispersed across different pages with inconsistent user experiences, which results in a missed opportunity to convert these users into regular Tumblr users. For example, users from search engines often land on pages within the blog network and blog view—where there isn’t much of a reason to sign up.
We need to experiment with logged-out tumblr.com to ensure we are capturing the highest potential conversion rate for visitors into sign-ups and log-ins. We might want to explore showing the potential future user the full breadth of content that Tumblr has to offer on our logged-out pages. We want people to be able to easily understand the potential behind Tumblr without having to navigate multiple tabs and pages to figure it out. Our current logged-out explore page does very little to help users understand “what is Tumblr.” which is a missed opportunity to get people excited about joining the site.
Actions & Next Steps
Improving Tumblr’s search engine optimization (SEO) practices to be in line with industry standards.
Experiment with logged out tumblr.com to achieve the highest conversion rate for sign-ups and log-ins, explore ways for visitors to “get” Tumblr and entice them to sign up.
Principle 2: Provide high-quality content with every app launch.
We need to ensure the highest quality user experience by presenting fresh and relevant content tailored to the user’s diverse interests during each session. If the user has a bad content experience, the fault lies with the product.
The default position should always be that the user does not know how to navigate the application. Additionally, we need to ensure that when people search for content related to their interests, it is easily accessible without any confusing limitations or unexpected roadblocks in their journey.
Being a 15-year-old brand is tough because the brand carries the baggage of a person’s preconceived impressions of Tumblr. On average, a user only sees 25 posts per session, so the first 25 posts have to convey the value of Tumblr: it is a vibrant community with lots of untapped potential. We never want to leave the user believing that Tumblr is a place that is stale and not relevant.
Actions & Next Steps
Deliver great content each time the app is opened.
Make it easier for users to understand where the vibrant communities on Tumblr are.
Improve our algorithmic ranking capabilities across all feeds.
Principle 3: Facilitate easier user participation in conversations.
Part of Tumblr’s charm lies in its capacity to showcase the evolution of conversations and the clever remarks found within reblog chains and replies. Engaging in these discussions should be enjoyable and effortless.
Unfortunately, the current way that conversations work on Tumblr across replies and reblogs is confusing for new users. The limitations around engaging with individual reblogs, replies only applying to the original post, and the inability to easily follow threaded conversations make it difficult for users to join the conversation.
Actions & Next Steps
Address the confusion within replies and reblogs.
Improve the conversational posting features around replies and reblogs.
Allow engagements on individual replies and reblogs.
Make it easier for users to follow the various conversation paths within a reblog thread.
Remove clutter in the conversation by collapsing reblog threads.
Explore the feasibility of removing duplicate reblogs within a user’s Following feed.
Principle 4: Retain and grow our creator base.
Creators are essential to the Tumblr community. However, we haven’t always had a consistent and coordinated effort around retaining, nurturing, and growing our creator base.
Being a new creator on Tumblr can be intimidating, with a high likelihood of leaving or disappointment upon sharing creations without receiving engagement or feedback. We need to ensure that we have the expected creator tools and foster the rewarding feedback loops that keep creators around and enable them to thrive.
The lack of feedback stems from the outdated decision to only show content from followed blogs on the main dashboard feed (“Following”), perpetuating a cycle where popular blogs continue to gain more visibility at the expense of helping new creators. To address this, we need to prioritize supporting and nurturing the growth of new creators on the platform.
It is also imperative that creators, like everyone on Tumblr, feel safe and in control of their experience. Whether it be an ask from the community or engagement on a post, being successful on Tumblr should never feel like a punishing experience.
Actions & Next Steps
Get creators’ new content in front of people who are interested in it.
Improve the feedback loop for creators, incentivizing them to continue posting.
Build mechanisms to protect creators from being spammed by notifications when they go viral.
Expand ways to co-create content, such as by adding the capability to embed Tumblr links in posts.
Principle 5: Create patterns that encourage users to keep returning to Tumblr.
Push notifications and emails are essential tools to increase user engagement, improve user retention, and facilitate content discovery. Our strategy of reaching out to you, the user, should be well-coordinated across product, commercial, and marketing teams.
Our messaging strategy needs to be personalized and adapt to a user’s shifting interests. Our messages should keep users in the know on the latest activity in their community, as well as keeping Tumblr top of mind as the place to go for witty takes and remixes of the latest shows and real-life events.
Most importantly, our messages should be thoughtful and should never come across as spammy.
Actions & Next Steps
Conduct an audit of our messaging strategy.
Address the issue of notifications getting too noisy; throttle, collapse or mute notifications where necessary.
Identify opportunities for personalization within our email messages.
Test what the right daily push notification limit is.
Send emails when a user has push notifications switched off.
Principle 6: Performance, stability and quality.
The stability and performance of our mobile apps have declined. There is a large backlog of production issues, with more bugs created than resolved over the last 300 days. If this continues, roughly one new unresolved production issue will be created every two days. Apps and backend systems that work well and don't crash are the foundation of a great Tumblr experience. Improving performance, stability, and quality will help us achieve sustainable operations for Tumblr.
Improve performance and stability: deliver crash-free, responsive, and fast-loading apps on Android, iOS, and web.
Improve quality: deliver the highest quality Tumblr experience to our users.
Move faster: provide APIs and services to unblock core product initiatives and launch new features coming out of Labs.
Conclusion
Our mission has always been to empower the world’s creators. We are wholly committed to ensuring Tumblr evolves in a way that supports our current users while improving areas that attract new creators, artists, and users. You deserve a digital home that works for you. You deserve the best tools and features to connect with your communities on a platform that prioritizes the easy discoverability of high-quality content. This is an invigorating time for Tumblr, and we couldn’t be more excited about our current strategy.
#oh my god DO NOT DO THIS TUMBLR IM BEGGING YOU#JUST WRITE A TUTORIAL OR SOMETHING!#a bunch of new users just arrived—ask them what the pain points were! show them one of the instructional posts users have already written!#please please don’t give me an algorithm i don’t want it#i don’t want to be addicted to this platform rather#and i will never read emails and i don’t have notifications turned on#fix the search! please! listen#i’m a software engineer. i know why these kinds of projects get prioritized.#it looks better to shareholders. as soon as AI or algorithm enters the conversation stocks jump up and they keep rising.#but it’s a BAD IDEA!#so much time at so many jobs has been wasted on bad ideas—i know it’s not sexy but make the backlog the top priority!#don’t take away the core features i’m begging you#make the for you page better if you want i don’t care just leave the following page ALONE#tumblr#staff#help#product direction#core product strategy#engineering#it will only add to the backlog and break more stuff! you’ll be scrambling later and execs will demand to know#why things haven’t been fixed and you’ll say it was because you were adding what they wanted#and they’ll change their mind again#listen to the users. please. listen to the users! we know what we want! it’s all right here!#you can make it easier for new users without algorithms!#just FIX THE SEARCH FUNCTIONNNN#and add the multiple sorting that others mentioned that’s a great idea#i would use that
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i've been using tiktok a lot the past few months, since my irls use it and i'm bored. here are some things ive noticed
(disclaimer: this is influenced by the tiktok algorithm, obviously. it is also influenced by who i follow on tumblr. i personally don't post on tiktok, but aside from that i use the two platforms pretty similarly and interact with the same type of content.)
(another disclaimer: this is entirely for fun and to provide a new perspective. be nice.)
under cut because it got really long loll. enjoy
tumblr users get REALLY mean, judgy, and holier-than-thou about tiktok. tiktok users, on the rare occasions tumblr is brought up, speak pretty positively (though secretively) about it. saw a tiktok that mentioned tumblr and the top comment was about shoelaces, and the creator replied saying they don't know what that means.
tiktok users aren't stupid or lesser than you. stop "not like other girls"-ing social media.
omegaverse comes up with about the same frequency on both platforms. i do interact with tiktoks about fanfiction, so that's probably why omegaverse shows up on my fyp in the first place, but i don't interact much if at all with tiktoks about omegaverse. yet they still show up.
fanfiction culture on tiktok is a little strange. they mostly make funny videos about accidentally skimming over the mpreg tag and getting jumpscared, and other relatable jokes.
the fanart on tumblr is better because it's easier to find and interact with.
tiktok loves edits. and the edits are SO GOOD. guys oh my god
tiktok also loves tweening, 2015 animation memes style. animation memes seem to be coming back i think?
on social issues, tiktok users seem generally much more optimistic than tumblr users. possibly because of the more potent sense of community caused by the "speaking directly at the camera" format as opposed to the "writing an essay mostly anonymously and hoping people actually read it" format. especially now, i feel far more inspired to act when using tiktok, and far more like i'm bracing for my inevitable doom when using tumblr.
on that note, tiktok's algorithm actually lends quite well to communication. tiktok users want people to see and interact with their videos, so they speak in a way that encourages conversation. this makes it feel more like an open friendly discussion. tumblr, however, has no such algorithm, and interacting with posts feels much more distant, so making a post about a serious topic is more akin to shouting your frustrations into the void and hoping someone on the other side hears and agrees with you.
the jokes on tumblr are funnier. tiktok loves their mediocre skits. nobody is that blunt in normal conversation and it's making your bit feel stilted, guys.
tumblr's sense of humor isn't unique, though. the format is just a little better for it.
tiktok users don't seem to piss on the poor as much. maybe because it's embarrassing to look inept and stupid when your face is attached to what you're saying? there's also access to body language and tone, and less pressure to say exactly what you mean in the exact right way the first time you say it without angering anyone.
14 year olds still engage in purity culture regardless of platform. this is because they're 14 years old.
i'm finding a LOT of great music through tiktok. it's awesome. genuinely one of my favorite things about the app.
tiktok is judgy and weird about things like appearance. tumblr is judgy and weird about morals. i prefer tiktok on this because at least i can say "normalise fatness" without being jeered at.
tumblr users love to guilt trip.
the "unalived" problem is not as bad as you guys make it out to be. tiktok users don't actually seem to say it much and prefer other euphemisms, especially when being serious. in no particular order, i've seen "departed this mortal coil", "passed", "eliminated" (usually in reference to the uhc ceo), and, a not insignificant amount of times, just "died" with the captions reading "unalived" or "d*ed" or something of the sort. it's still a problem with younger people, but for the most part everyone seems pretty against terms like "unalived" spreading into real life.
i DO see people using "grape" a lot more than "rape". probably because the word has a lot of weight and people are afraid of the topic. there's also a bigger fear of censorship here than with death and drugs; death and drugs are just a part of life. sexual assault? not so much. everyone seems pretty against the term "grape" spreading into real life too.
sex is a weird topic regarding self-censorship. when sharing personal drama, people approach it like they're in a room with children. in all other contexts it's pretty candid. when talking about sexual assault people like to dance around it. basically all like real life conversation, just ticked up a notch or two. i can't say anything about the extensive euphemisms of booktok smut povs, because i haven't seen a single one ever.
there are SO MANY ADS on tiktok. well. not really. there's a pretty normal amount of ads and a shit ton of lives and even more sponsored posts and posts where the poster gets commissions from advertising a tiktok shop item. it feels like you're being inundated with ads.
i'm white so i'm speaking from experience here (though i'm obviously not the end-all-be-all voice on this)—accidental racism is a lot easier to spot and fix on tiktok. it's a lot easier to see if your fyp is entirely white people and sometimes a poc every once in a while, since their faces are all right there, than it is to take note of the race of each of the faceless bloggers you follow on a pretty anonymous site. it's also easier to fix; on tiktok you can just look up something like "black hairstyles", like a few posts, and now there's black people on your fyp. if you interact with their posts normally, there won't be much more issue. on tumblr you'd have to specifically seek out someone, which feels almost performative to me, and also something that, regardless of biases, takes a lot more effort.
on a similar but contrasting note, tumblr's lack of algorithm makes it a lot less easy to fall down weird rabbit holes. on tiktok, though, it is concerningly easy to be boiled like a frog down pipelines, whether they be alt-right or conspiracy theory or astrology that devolves really quickly into a new type of essentialism. i like to think i'm pretty Aware of what i interact with online and how, but people on tiktok reaallyy like astrology and i've nearly slipped quite a few times thanks to a passing interest in tarot.
tiktok users are weirdly reliant on tiktok. tumblr users are weirdly reliant on tumblr. tiktok users don't have a superiority complex about it, though. i think we should all expand our horizons.
conclusion: to me tumblr feels like a club and tiktok feels like chatting with strangers at a chill party. i don't think one is better than the other; they're pretty drastically different platforms and can't really be compared like that. i feel like they're both somewhat necessary internet ecosystems. tumblr is anonymous, non-algorithmic, and has far less built-in censorship. tiktok is closer to real life, allows you to easily find and explore new things, and brings communities together in a pretty impactful way. insert something inspirational and poignant about society and how humans interact here.
#venus.txt#tiktok#i specifically avoided using the word d*scourse bc i have it blocked LMAO#also why i censored it just now. i dont wanna hide my own post from myself if it shows up on my dash#i dont really expect this to go anywhere. like i said its just for fun#this post is inspired by a conversation with klesek
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Heya!
Sent this another place, but I wonder if there’s been much thought put into making it easier for people to find blogs they want to follow?
It seems like tumblr works better when users are able to find content themselves rather than be served it by an algorithm. And since they are following for the blog, not an individual post, it would make a lot of sense to offer better blog searching tools.
Something like blog categories/tags, and specific ones for artists who take commissions etc, could be a good start. Then blogs with a specific function could categorize themselves in a number of ways and get a little more visibility.
Just feels like a lot of focus has been put on making things easier to find, and increasing reach, but a lot of that is focused on posts and not the blogs doing the posting. Embracing the idea that people on tumblr are empowered to find the creators they want to follow could allow new users to find what they need and old users to keep using tumblr the way they enjoy - without having to deal with invasive suggestions. Just a thought! Hope y’all have a great day!
Answer: Hey there, @bulletsandbracelets!
So we can say here that this is a great line of thought, and we think about the same thing frequently. But let us reiterate that this is why it’s important to use tags in posts—we use tag usage to try to elevate blogs in search results and recommendations!
As for blog categories and topics, it is unlikely we’d ever go that far. But we are currently working on one or two things that will have categories and topics—and maybe help people find blogs to follow. What this space, here.
Finally, we will add that there are a couple of places where you can find top blogs by tag:
Search
2. Your tags
And, finally, the For You feed is a great place to find blogs worth following!
Thanks for your question, and good luck!
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It no longer makes sense to speak of free speech in traditional terms. The internet has so transformed the nature of the speaker that the definition of speech itself has changed.
The new speech is governed by the allocation of virality. People cannot simply speak for themselves, for there is always a mysterious algorithm in the room that has independently set the volume of the speaker’s voice. If one is to be heard, one must speak in part to one’s human audience, in part to the algorithm. It is as if the US Constitution had required citizens to speak through actors or lawyers who answered to the Dutch East India Company, or some other large remote entity. What power should these intermediaries have? When the very logic of speech must shift in order for people to be heard, is that still free speech? This was not a problem foreseen in the law.
The time may be right for a legal and policy reset. US lawmakers on both sides of the aisle are questioning Section 230, the liability shield that enshrined the ad-driven internet. The self-reinforcing ramifications of a mere 26 words—“no provider or user of an interactive computer service shall be treated as the publisher or speaker of any information provided by another information content provider”—has produced a social media ecosystem that is widely held to have had deleterious effects on both democracy and mental health.
Abraham Lincoln is credited with the famous quip about how you cannot fool all the people all the time. Perhaps you cannot, but perhaps the internet can. Imperfect speech has always existed, but the means and scale of amplification have not. The old situation cannot be the guide for the new.
Section 230 was created during a period when policy was being designed to unleash internet innovation, thereby maintaining America’s competitive edge in cyberspace. The early internet was supported by a variety of friendly policies, not just Section 230. For instance, sales arranged over the internet were often not taxed in early years. Furthermore, the internet was knowingly inaugurated in an incomplete state, lacking personal accounts, authentication mechanisms, commercial transaction standards, and many other needed elements. The thinking was not only that it was easier to get a minimal design started when computing power was still nascent, but also that the missing elements would be addressed by entrepreneurs. In effect, we were giving trillion-dollar gifts to parties unknown who would be the inevitable network-effect winners.
Section 230 was enacted as part of the 1996 Communications Decency Act, a larger legislative effort within the umbrella 1996 Telecommunications Act. Section 230(c)(1) provides immunity for online services regarding user-generated content, ensuring the companies hosting content are not treated as publishers of this information. Section 230(c)(2) offers Good Samaritan protection from civil liability when the companies—or platforms, as we call them today—in good faith remove or moderate objectionable content.
After President Bill Clinton signed the 1996 Telecommunications Act into law, it was unclear how the courts might interpret it. When the dust cleared, Section 230 emerged as something of a double-edged sword. It could be used to justify censorship, and at the same time be deployed as a corporate liability shield. Most importantly, it provided the runway for the takeoff of Google, Twitter, and Facebook. (And now TikTok—which, being a Chinese company, proves that Section 230 no longer serves American interests.)
The impact on the public sphere has been, to say the least, substantial. In removing so much liability, Section 230 forced a certain sort of business plan into prominence, one based not on uniquely available information from a given service, but on the paid arbitration of access and influence. Thus, we ended up with the deceptively named “advertising” business model—and a whole society thrust into a 24/7 competition for attention. A polarized social media ecosystem. Recommender algorithms that mediate content and optimize for engagement. We have learned that humans are most engaged, at least from an algorithm’s point of view, by rapid-fire emotions related to fight-or-flight responses and other high-stakes interactions. In enabling the privatization of the public square, Section 230 has inadvertently rendered impossible deliberation between citizens who are supposed to be equal before the law. Perverse incentives promote cranky speech, which effectively suppresses thoughtful speech.
And then there is the economic imbalance. Internet platforms that rely on Section 230 tend to harvest personal data for their business goals without appropriate compensation. Even when data ought to be protected or prohibited by copyright or some other method, Section 230 often effectively places the onus on the violated party through the requirement of takedown notices. That switch in the order of events related to liability is comparable to the difference between opt-in and opt-out in privacy. It might seem like a technicality, but it is actually a massive difference that produces substantial harms. For example, workers in information-related industries such as local news have seen stark declines in economic success and prestige. Section 230 makes a world of data dignity functionally impossible.
To date, content moderation has too often been beholden to the quest for attention and engagement, regularly disregarding the stated corporate terms of service. Rules are often bent to maximize engagement through inflammation, which can mean doing harm to personal and societal well-being. The excuse is that this is not censorship, but is it really not? Arbitrary rules, doxing practices, and cancel culture have led to something hard to distinguish from censorship for the sober and well-meaning. At the same time, the amplification of incendiary free speech for bad actors encourages mob rule. All of this takes place under Section 230’s liability shield, which effectively gives tech companies carte blanche for a short-sighted version of self-serving behavior. Disdain for these companies—which found a way to be more than carriers, and yet not publishers—is the only thing everyone in America seems to agree on now.
Trading a known for an unknown is always terrifying, especially for those with the most to lose. Since at least some of Section 230’s network effects were anticipated at its inception, it should have had a sunset clause. It did not. Rather than focusing exclusively on the disruption that axing 26 words would spawn, it is useful to consider potential positive effects. When we imagine a post-230 world, we discover something surprising: a world of hope and renewal worth inhabiting.
In one sense, it’s already happening. Certain companies are taking steps on their own, right now, toward a post-230 future. YouTube, for instance, is diligently building alternative income streams to advertising, and top creators are getting more options for earning. Together, these voluntary moves suggest a different, more publisher-like self-concept. YouTube is ready for the post-230 era, it would seem. (On the other hand, a company like X, which leans hard into 230, has been destroying its value with astonishing velocity.) Plus, there have always been exceptions to Section 230. For instance, if someone enters private information, there are laws to protect it in some cases. That means dating websites, say, have the option of charging fees instead of relying on a 230-style business model. The existence of these exceptions suggests that more examples would appear in a post-230 world.
Let’s return to speech. One difference between speech before and after the internet was that the scale of the internet “weaponized” some instances of speech that would not have been as significant before. An individual yelling threats at someone in passing, for instance, is quite different from a million people yelling threats. This type of amplified, stochastic harassment has become a constant feature of our times—chilling speech—and it is possible that in a post-230 world, platforms would be compelled to prevent it. It is sometimes imagined that there are only two choices: a world of viral harassment or a world of top-down smothering of speech. But there is a third option: a world of speech in which viral harassment is tamped down but ideas are not. Defining this middle option will require some time to sort out, but it is doable without 230, just as it is possible to define the limits of viral financial transactions to make Ponzi schemes illegal.
With this accomplished, content moderation for companies would be a vastly simpler proposition. Companies need only uphold the First Amendment, and the courts would finally develop the precedents and tests to help them do that, rather than the onus of moderation being entirely on companies alone. The United States has more than 200 years of First Amendment jurisprudence that establishes categories of less protected speech—obscenity, defamation, incitement, fighting words—to build upon, and Section 230 has effectively impeded its development for online expression. The perverse result has been the elevation of algorithms over constitutional law, effectively ceding judicial power.
When the jurisprudential dust has cleared, the United States would be exporting the democracy-promoting First Amendment to other countries rather than Section 230’s authoritarian-friendly liability shield and the sewer of least-common-denominator content that holds human attention but does not bring out the best in us. In a functional democracy, after all, the virtual public square should belong to everyone, so it is important that its conversations are those in which all voices can be heard. This can only happen with dignity for all, not in a brawl.
Section 230 perpetuates an illusion that today’s social media companies are common carriers like the phone companies that preceded them, but they are not. Unlike Ma Bell, they curate the content they transmit to users. We need a robust public conversation about what we, the people, want this space to look like, and what practices and guardrails are likely to strengthen the ties that bind us in common purpose as a democracy. Virality might come to be understood as an enemy of reason and human values. We can have culture and conversations without a mad race for total attention.
While Section 230 might have been considered more a target for reform rather than repeal prior to the advent of generative AI, it can no longer be so. Social media could be a business success even if its content was nonsense. AI cannot.
There have been suggestions that AI needs Section 230 because large language models train on data and will be better if that data is freely usable with no liabilities or encumbrances. This notion is incorrect. People want more from AI than entertainment. It is widely considered an important tool for productivity and scientific progress. An AI model is only as good as the data it is trained on; indeed, general data improves specialist results. The best AI will come out of a society that prioritizes quality communication. By quality communication, we do not mean deepfakes. We mean open and honest dialog that fosters understanding rather than vitriol, collaboration rather than polarization, and the pursuit of knowledge and human excellence rather than a race to the bottom of the brain stem.
The attention-grooming model fostered by Section 230 leads to stupendous quantities of poor-quality data. While an AI model can tolerate a significant amount of poor-quality data, there is a limit. It is unrealistic to imagine a society mediated by mostly terrible communication where that same society enjoys unmolested, high-quality AI. A society must seek quality as a whole, as a shared cultural value, in order to maximize the benefits of AI. Now is the best time for the tech business to mature and develop business models based on quality.
All of this might sound daunting, but we’ve been here before. When the US government said the American public owned the airwaves so that television broadcasting could be regulated, it put in place regulations that supported the common good. The internet affects everyone, so we must devise measures to ensure that our digital-age public discourse is of high quality and includes everyone. In the television era, the fairness doctrine laid that groundwork. A similar lens needs to be developed for the internet age.
Without Section 230, recommender algorithms and the virality they spark would be less likely to distort speech. It is sadly ironic that the very statute that delivered unfathomable success is today serving the interests of our enemies by compromising America’s superpower: our multinational, immigrant-powered constitutional democracy. The time has come to unleash the power of the First Amendment to promote human free speech by giving Section 230 the respectful burial it deserves.
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How to Build a Community on Instagram Without Paid Ads
In today’s digital-first world, building a strong, authentic community on Instagram is no longer just a branding advantage—it’s a necessity. Whether you're a small business owner, content creator, or part of a growing digital marketing agency in Prayagraj, the question often arises: Can you build a community on Instagram without investing in paid ads? The answer is yes—if you use the right strategy.
This blog will guide you through a step-by-step approach to grow organically, friendly engagement, and create lasting connections on Instagram—all without spending a rupee on advertisements.
1. Define Your Brand Voice and Vision
Before you post a single photo or reel, start by clearly defining your brand voice. What do you stand for? Who is your audience? What kind of community are you trying to build?
A clear and consistent brand voice helps people feel more connected to your content. Whether you're giving business advice or showing off a new product, using the same tone every time builds trust.
Pro tip: Write a short mission statement for your Instagram presence. This makes it easier to stay on-brand with every post and caption.
2. Optimize Your Profile for Discovery
Your bio is the first thing a visitor sees. It should quickly tell them who you are and why they should follow you. Use relevant keywords, emojis, and a strong call-to-action. Also, make sure your handle and profile image are recognizable and consistent with your branding across platforms.
Include a link to your website or a Linktree to connect users to your blog, product pages, or other platforms.
3. Create Content That Sparks Conversations
Instagram's algorithm loves engagement—especially comments, shares, and saves. Focus on creating content that encourages your audience to respond. This includes:
Asking thoughtful questions in your captions
Sharing behind-the-scenes content
Posting Instagram Stories with polls or Q&A boxes
Using carousel posts to encourage swipe-throughs
You don't need to be an influencer to spark meaningful conversations. Even local businesses offering SMM Services in Prayagraj can drive engagement through authenticity and community-driven content.
4. Consistency Over Virality
It’s tempting to chase viral trends, but building a loyal community requires consistency. Stick to a posting schedule and use a content calendar to plan ahead.
You can start with a simple mix of:
3 Feed posts/week
2 Reels/week
Daily Stories
1 Live session/month
Stay consistent, monitor what works, and adapt over time. Communities aren’t built overnight—but consistency is what turns casual viewers into loyal followers.
5. Use Hashtags Strategically
Hashtags are one of the few free discovery tools on Instagram. Use a mix of:
Broad hashtags (e.g., #DigitalMarketing)
Niche hashtags (e.g., #PrayagrajBusiness)
Community hashtags (e.g., #MakersOfInstagram)
Limit yourself to 15–20 relevant hashtags per post. Creating a custom branded hashtag can also help you track user-generated content and boost community spirit.
6. Engage, Don’t Broadcast
Instagram is a social network—so be social. Spend at least 15–30 minutes a day interacting with your followers:
Reply to all comments on your posts
Like and comment on your followers’ content
Respond to DMs promptly and personally
Join conversations on other niche pages
This two-way communication fosters loyalty. Think of it less like a marketing platform and more like a community hangout.
7. Collaborate with Like-Minded Creators
Partnerships are a powerful organic growth tool. Find micro-influencers or small brands in your niche and propose a collaboration. This could be as simple as a shout-out, a joint Live session, or a collaborative giveaway.
Collaborating not only exposes you to new audiences but also strengthens your network—both online and offline.
8. Leverage Instagram Reels and Stories
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9. Track Your Analytics
Instagram offers built-in analytics tools (under “Insights”) that help you understand what’s working and what’s not. Keep an eye on:
Engagement rate
Reach and impressions
Follower growth
Most engaging content formats
Use this data to fine-tune your content strategy, post at optimal times, and double down on high-performing content types.
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India’s Best SEO Services: Boost Your Website Rankings with Proven Strategies
Why SEO is Essential for Your Online Success
In today’s digital world, search engine optimization services in Delhi play a crucial role in helping businesses enhance their online presence. SEO is not just about ranking higher on search engines; it’s about building brand credibility, driving organic traffic, and increasing conversions. Companies investing in SEO services in New Delhi enjoy long-term benefits that help them outperform competitors and establish a strong online footprint.
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AI power
The Power of AI Tools: A Glimpse Into the Future
In today’s fast-paced world, artificial intelligence (AI) is no longer a futuristic concept—it’s a present-day reality that is revolutionizing industries, transforming businesses, and enhancing personal productivity. AI tools, powered by advanced algorithms and machine learning, are at the heart of this transformation, making tasks easier, smarter, and more efficient. Whether you are an entrepreneur, a professional, or simply someone looking to stay ahead of the curve, understanding and leveraging AI tools can unlock a world of possibilities.
What Are AI Tools?
AI tools are software applications that use artificial intelligence algorithms to perform tasks that typically require human intelligence. These tasks include data analysis, automation, content creation, customer support, predictive analytics, language processing, and more. The best part? These tools can often complete these tasks faster, more accurately, and without the need for human intervention.
AI tools range from simple applications like chatbots and virtual assistants to complex systems like autonomous vehicles and personalized marketing platforms. As these tools become more sophisticated, they are being integrated into virtually every aspect of our lives—from healthcare to finance, from e-commerce to education.
Types of AI Tools and Their Applications

Why Should You Embrace AI Tools?
Increased Efficiency AI tools are designed to handle large amounts of data and repetitive tasks quickly and accurately. This allows businesses to automate routine operations, saving time for employees to focus on more complex, creative, and strategic tasks.
Cost Savings While AI tools may come with an initial investment, they save businesses substantial amounts of money in the long term. Automation reduces labor costs, machine learning helps to predict market trends accurately, and AI-driven decision-making optimizes resource allocation.
Improved Decision Making AI tools analyze vast amounts of data and provide actionable insights in real-time. With AI-powered analytics, companies can make data-driven decisions faster, leading to more effective business strategies and better overall performance.
Enhanced Personalization AI tools are great at personalizing experiences, whether it’s an online shopping experience or a personalized health plan. By analyzing user behavior and preferences, AI helps businesses create targeted experiences that engage customers and drive loyalty.
Innovation By using AI tools, companies can unlock new business opportunities and discover innovative solutions to existing problems. AI tools can help in research and development, leading to breakthroughs in products, services, and even new business models.
Challenges and Considerations
While AI tools offer immense potential, they also come with challenges. The implementation of AI can be costly and complex, requiring significant expertise and resources. Additionally, concerns about data privacy, ethics, and job displacement need to be addressed. As AI continues to evolve, it will be important to strike a balance between harnessing its power and addressing the societal implications.
The Future of AI Tools
The future of AI is incredibly promising. As technology continues to advance, we can expect AI tools to become even more integrated into our everyday lives. From hyperpersonalized experiences to autonomous systems, AI will continue to enhance human capabilities and create new possibilities across industries.
For businesses, staying ahead of the AI curve will be essential for success. Those who embrace AI tools now will gain a competitive edge, improve efficiency, and innovate at an unprecedented pace. For individuals, mastering AI tools will open new career paths and opportunities for growth, making AI literacy an essential skill for the modern workforce.
In conclusion, AI tools are not just a passing trend; they are the foundation of the future. By embracing and integrating these tools into our workflows, we can unlock new levels of productivity, creativity, and innovation. Whether you're a business leader or an individual, understanding the power of AI tools is key to thriving in an increasingly digital world. The possibilities are limitless—it's time to get on board and explore the vast potential that AI has to offer. writer by Vijay kumar somu
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Writers - Where You Gonna Post?
Hey all, so the TL;DR of this is that I post on Wattpad, Tumblr and Ao3 - All have their pros and cons, and this post is going to get into those (with a neat little summary at the end).
Note this is not an endorsement or criticism of any of them. Just my personal understandings of each, the pros and cons I've noted, and a chance to put it all in one place.
We're going to touch on - Ease of Posting, Visibility, Tagging, Searching, Cost, Security & Visibility, Functionality, and less objectively - Vibe.
word count: 1,874
-:- Ease of Posting -:-
Wattpad: 7.5/10 Tumblr: 9/10 Ao3: 4/10
Wattpad and Tumblr have direct-from-source formatting, meaning your paragraphs, italics, bolds, etc. stay in place when you copy from Word, google docs, or - I assume, Scrivener.
Tumblr has more options for font size, color, and links within the body of the text, and so scores higher than Wattpad's more limited capacity (Wattpad does allow for centering, justified, etc. positioning of paragraphs.)
Ao3 has far more CAPACITY than both, but the ease isn't there. You have to know your HTML markups, and for so people that can be a pain. There's a very useful Google Doc markup template that can do a lot of the heavy lifting for you, but hyper linking, image inserting, and other functions that are available have to be done manually.
This is great, in terms of options, but lowers Ao3 on the whole "ease of use".
-:- Visibility -:-
Wattpad: 4/10 Tumblr: 3 or 9/10 Ao3: 9/10
Wattpad has an algorithm and their tagging system - compared to Tumblr and Ao3 is pathetic. I realize I said I was going to be objective, but that is being objective. It's a spaceless tagging system, so you get really awesome tags like roronoazoroxblacklegsanjixreader and... yeah. There's also a limit on the number of tags, so if you're doing a collection of one-shots it's hard to get everyone in there.
On the upside, their search function doesn't just search by tags (would that it did though.) So having information in your summary will help your visibility. What really gets your stuff visible are reader interactions - knowing someone established on Wattpad and having them give you some shoutouts when you start is your best bet for being seen.
Tumblr's visibility - tagging, searching, etc rely HEAVILY on what kind of writer you are. SFW items are far easier to search than NSFW ones, and the Mature label hides you from people who have opted in to see Mature content, which still boggles me. The in-site search function leaves a bit to be desired, but google searches in better enough to off-set that a bit. Tagging is far more robust on tumblr, but it's also a little hit or miss, especially with new users. (I had no clue how to "tag" properly when I started, believe you me).
There's a solid foundation of readers here, so that makes it a good place to get your feet under you without being on TikTo-- I mean Wattpad.
I'm not going to say much here, because let's be fair, Ao3 was BUILT for visibility. There's no algorithm and the tagging system is robust and customizable. Searching is easy - as long as writers are decent with their tagging, and it's not too hard to find what you want, fluffy or otherwise.
-:- Tagging -:-
Wattpad: 4/10 Tumblr: 7/10 Ao3: 9/10
I've touched on this already in the other sections. Wattpad has a lot of restrictions on its tagging system, and aside from using it to "rank" stories, I'm not entirely sure what else it does. I really don't think it comes into play with searching - key words pull from titles, user names, and summaries at the minimum.
Tumblr tagging is a bless - for the most part. The site deems some words "problematic" and doesn't let you search them, which is poor practice because it doesn't differentiate smut from sex ed. (Personally, not that I want it to block anything on my behalf. If I type it Tumblr, I mean to look for it.) Fortunately, as stated, you can use external search engines to get around this.
Ao3 has probably the most robust, and most customizable tagging system of all three. This is great, as long as you know what you're doing, and terribly confusing if you don't. There's primers out there for tagging in Ao3 and other general "good to know" type things, but it's not intuitive. You really do need the primers.
And Ao3 limits neither content nor tags, so take care when searching, and use the omission functionality if you need to - Ao3 won't hold back unless you tell it.
-:- Searching -:-
Wattpad: 6/10 Tumblr: 6/10 Ao3: 10/10
Smash visibility and tagging together and you get search ratings. Wattpad can be hit or miss because of the Tikto- er - algorithm, my best advice is don't be afraid of the results on page 2 and beyond. As much as it tries to "rate" works, rating is just too subjective. You're going to have to dig, just like you do on Tumblr and Ao3.
Having fan fic reader connections is really your best bet when searching, but slugging through the proverbial trenches yields gems too - and one man's quartz is another man's diamond, so I'm not putting any writing down when I say this - what we're looking for varies, and what's out there is multitudinous and variable.
Ao3 is your best place place for good hunting - it's literally built around it. The only hangups are the limitations of what an author puts in for tags vs what you think to search. Differences in how we perceive some words regionally can limit what bounces back - and sometimes a writer might not think of the word in the first place to add it.
-:- Cost -:-
Wattpad: 3 or 9/10 Tumblr: 10/10 Ao3: 10/10
Wattpad has ads - on the mobile app. You can pay for some stuff on the desktop too, but it's not in your face there like it tends to be on the mobile app. Still, you can use it for free.
Tumblr and Ao3 both request money and offer stuff in exchange for money. Sites need money to run, so it makes sense. Neither locks functionality behind cost (neither does Wattpad, not even on the mobile app), but it's easier to ignore ads on Tumblr than Wattpad's app (and no ads on desktop at all for Wattpad >.> just fyi).
-:- Security & Visibility -:-
Wattpad: ??? Tumblr: ??? Ao3: ???
What's important about security and visibility changes from person to person and I'm not really sure how to rate them numerically.
Tumblr and Ao3 let you make your works private - member or password access only, so there's a layer of visibility control with these platforms that does NOT exist on Wattpad.
Ao3 let's people download works to read offline. Technically you can copy/paste with Tumblr and do this as well. Wattpad does not allow this - you cannot download or copy/paste a work from Wattpad (you can copy/paste when in edit mode on things you own on WP, but readers cannot).
You don't need an account to interact with Ao3 and Tumblr - I *think* you do for Wattpad, but all three are free sign ups - Ao3 is just by invitation (when did that start, btw? I signed up years ago and missed that change).
Which is best, is up to you.
-:- Functionality -:-
Wattpad: 8/10 Tumblr: 7/10 Ao3: 10/10
Let me start by saying that Tumblr's functionality for Short Form Fiction is easily 10/10 - the search limitations notwithstanding. Tumblr's functionality for LONG Form Fiction can be a real pain in the ass, hence the 7/10 overall. Linking posts is a manual nightmare, and sometimes breaks between mobile and desktop for no reason.
Wattpad's limitations on some styles of formatting and linking aside, it does have an easy to use update process, and if there's a limit to how many words can be in a chapter, I haven't seen it, or heard of it.
Wattpad's mature settings are also more functional than Tumblr's, leaving the onus of if the reader is old enough on the reader by the words of their own ToS (I still block minors, personally, since you can see who votes and comments.) They do have stricter limitations, regarding "dark" content, and there is by no means any threat to be levied against minors allowed. Shonen levels of violence, sure, but you're not posting Juno the novel on the site without some issues.
All three sites - Wattpad most recently - have blocking functionality. Wattpad's recent changes allow for deleting comments as well as blocking users, which can be a cathartic ability to have.
One thing Wattpad and Tumblr have that I'd LOVE to see on Ao3 (and if it has it I've missed it) is the ability to schedule your posts and updates. Wattpad added this recently - it's only functional on the desktop, but it works.
For those of us who can write 10k words one day, and none the next two days, it's useful for spreading out your posts. Plus there's just something nice about being able to create a backlog of content, especially if you post on a schedule.
-:- Vibe -:-
No rankings, we die like blorbos.
One of the best things - to me - about Wattpad is a paragraph-by-paragraph ability to comment. Wattpad's readers have a similar vibe as Tumblr's readers - and I mean this affectionately.
You're all GREMLINS.
It gives me life and I love it.
Assholes exist everywhere, but my general vibe of who has the most goes: Wattpad Tumblr Ao3
Maybe some of you aren't assholes, you just don't think about how your comments can be taken before you post.
Ao3 gives me the most Long Form Comments I get out of anywhere else, and I love them. Please, PLEASE, gush to me about what you loved. Feel free to toss in what you didn't vibe with - as long as you're not cruel about it, I can take it. I can't possibly write something everyone perceives flawlessly.
I post to all three, because I like the combined experience I get from them. Ao3 feeds me in ways Wattpad and Tumblr can't, and honestly you can exchange all three of those entirely.
Ao3 feels like I'm walking down the street perusing sex toy shops and someone stops me and goes "Oh I read your story and really liked it, please keep up the good work!" (sometimes maybe they throw a drink in my face.)
Tumblr feels like I'm at a rave with 500 other people and there's 50 blorbos people are doing body shots off of and we're all having fun - and occasionally some asshole comes in, but they're handled pretty quick.
Wattpad's like... being at a Barnes and Noble having coffee in the cafe that's inside the store, and there's a BDSM class being taught in the manga section that's upstairs, and sometimes people take the escalator up and right back down again cause oops.
That's my breakdown - I hope it's helped you, or at least made you laugh a little. Good luck out there, where ever, however, and whenever you post, I hope you find the words you're looking for.
(I do want to add that Wattpad does, as mentioned, have a bit of a TikTok vibe. If you don't vibe TikTok you're not gonna vibe Wattpad, flaws and all).
#quin muses#fan fiction#wattpad#ao3 writer#ao3#tumblr writers#writers of tumblr#platforms for writing
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This Week in Rust 518
Hello and welcome to another issue of This Week in Rust! Rust is a programming language empowering everyone to build reliable and efficient software. This is a weekly summary of its progress and community. Want something mentioned? Tag us at @ThisWeekInRust on Twitter or @ThisWeekinRust on mastodon.social, or send us a pull request. Want to get involved? We love contributions.
This Week in Rust is openly developed on GitHub and archives can be viewed at this-week-in-rust.org. If you find any errors in this week's issue, please submit a PR.
Updates from Rust Community
Project/Tooling Updates
Strobe Crate
System dependencies are hard (so we made them easier)
Observations/Thoughts
Trying to invent a better substring search algorithm
Improving Node.js with Rust-Wasm Library
Mixing C# and Rust - Interop
A fresh look on incremental zero copy serialization
Make the Rust compiler 5% faster with this one weird trick
Part 3: Rowing Afloat Datatype Boats
Recreating concurrent futures combinators in smol
Unpacking some Rust ergonomics: getting a single Result from an iterator of them
Idea: "Using Rust", a living document
Object Soup is Made of Indexes
Analyzing Data 180,000x Faster with Rust
Issue #10: Serving HTML
Rust vs C on an ATTiny85; an embedded war story
Rust Walkthroughs
Analyzing Data /,000x Faster with Rust
Fully Automated Releases for Rust Projects
Make your Rust code unit testable with dependency inversion
Nine Rules to Formally Validate Rust Algorithms with Dafny (Part 2): Lessons from Verifying the range-set-blaze Crate
[video] Let's write a message broker using QUIC - Broke But Quick Episode 1
[video] Publishing Messages over QUIC Streams!! - Broke But Quick episode 2
Miscellaneous
[video] Associated types in Iterator bounds
[video] Rust and the Age of High-Integrity Languages
[video] Implementing (part of) a BitTorrent client in Rust
Crate of the Week
This week's crate is cargo-show-asm, a cargo subcommand to show the optimized assembly of any function.
Thanks to Kornel for the suggestion!
Please submit your suggestions and votes for next week!
Call for Participation
Always wanted to contribute to open-source projects but did not know where to start? Every week we highlight some tasks from the Rust community for you to pick and get started!
Some of these tasks may also have mentors available, visit the task page for more information.
* Hyperswitch (Hacktoberfest)- [FEATURE] separate payments_session from payments core * Hyperswitch (Hacktoberfest)- [NMI] Use connector_response_reference_id as reference to merchant * Hyperswitch (Hacktoberfest)- [Airwallex] Use connector_response_reference_id as reference to merchant * Hyperswitch (Hacktoberfest)- [Worldline] Use connector_response_reference_id as reference to merchant * Ockam - Make ockam project delete (no args) interactive by asking the user to choose from a list of space and project names to delete (tuify) * Ockam - Validate CBOR structs according to the cddl schema for authenticator/direct/types * Ockam - Slim down the NodeManagerWorker for node / node status
If you are a Rust project owner and are looking for contributors, please submit tasks here.
Updates from the Rust Project
397 pull requests were merged in the last week
rewrite gdb pretty-printer registration
add FileCheck annotations to mir-opt tests
add MonoItems and Instance to stable_mir
add a csky-unknown-linux-gnuabiv2hf target
add a test showing failing closure signature inference in new solver
add new simpler and more explicit syntax for check-cfg
add stable Instance::body() and RustcInternal trait
automatically enable cross-crate inlining for small functions
avoid a track_errors by bubbling up most errors from check_well_formed
avoid having rustc_smir depend on rustc_interface or rustc_driver
coverage: emit mappings for unused functions without generating stubs
coverage: emit the filenames section before encoding per-function mappings
coverage: fix inconsistent handling of function signature spans
coverage: move most per-function coverage info into mir::Body
coverage: simplify the injection of coverage statements
disable missing_copy_implementations lint on non_exhaustive types
do not bold main message in --error-format=short
don't ICE when encountering unresolved regions in fully_resolve
don't compare host param by name
don't crash on empty match in the nonexhaustive_omitted_patterns lint
duplicate ~const bounds with a non-const one in effects desugaring
eliminate rustc_attrs::builtin::handle_errors in favor of emitting errors directly
fix a performance regression in obligation deduplication
fix implied outlives check for GAT in RPITIT
fix spans for removing .await on for expressions
fix suggestion for renamed coroutines feature
implement an internal lint encouraging use of Span::eq_ctxt
implement jump threading MIR opt
implement rustc part of RFC 3127 trim-paths
improve display of parallel jobs in rustdoc-gui tester script
initiate the inner usage of cfg_match (Compiler)
lint non_exhaustive_omitted_patterns by columns
location-insensitive polonius: consider a loan escaping if an SCC has member constraints applied only
make #[repr(Rust)] incompatible with other (non-modifier) representation hints like C and simd
make rustc_onunimplemented export path agnostic
mention into_iter on borrow errors suggestions when appropriate
mention the syntax for use on mod foo; if foo doesn't exist
panic when the global allocator tries to register a TLS destructor
point at assoc fn definition on type param divergence
preserve unicode escapes in format string literals when pretty-printing AST
properly account for self ty in method disambiguation suggestion
report unused_import for empty reexports even it is pub
special case iterator chain checks for suggestion
strict provenance unwind
suggest ; after bare match expression E0308
suggest constraining assoc types in more cases
suggest relaxing implicit type Assoc: Sized; bound
suggest removing redundant arguments in format!()
uplift movability and mutability, the simple way
miri: avoid a linear scan over the entire int_to_ptr_map on each deallocation
miri: fix rounding mode check in SSE4.1 round functions
miri: intptrcast: remove information about dead allocations
disable effects in libcore again
add #[track_caller] to Option::unwrap_or_else
specialize Bytes<R>::next when R is a BufReader
make TCP connect handle EINTR correctly
on Windows make read_dir error on the empty path
hashbrown: add low-level HashTable API
codegen_gcc: add support for NonNull function attribute
codegen_gcc: fix #[inline(always)] attribute and support unsigned comparison for signed integers
codegen_gcc: fix endianness
codegen_gcc: fix int types alignment
codegen_gcc: optimize popcount implementation
codegen_gcc: optimize u128/i128 popcounts further
cargo add: Preserve more comments
cargo remove: Preserve feature comments
cargo replace: Partial-version spec support
cargo: Provide next steps for bad -Z flag
cargo: Suggest cargo-search on bad commands
cargo: adjust -Zcheck-cfg for new rustc syntax and behavior
cargo: if there's a version in the lock file only use that exact version
cargo: make the precise field of a source an Enum
cargo: print environment variables for build script executions with -vv
cargo: warn about crate name's format when creating new crate
rustdoc: align stability badge to baseline instead of bottom
rustdoc: avoid allocating strings primitive link printing
clippy: map_identity: allow closure with type annotations
clippy: map_identity: recognize tuple identity function
clippy: add lint for struct field names
clippy: don't emit needless_pass_by_ref_mut if the variable is used in an unsafe block or function
clippy: make multiple_unsafe_ops_per_block ignore await desugaring
clippy: needless pass by ref mut closure non async fn
clippy: now declare_interior_mutable_const and borrow_interior_mutable_const respect the ignore-interior-mutability configuration entry
clippy: skip if_not_else lint for '!= 0'-style checks
clippy: suggest passing function instead of calling it in closure for option_if_let_else
clippy: warn missing_enforced_import_renames by default
rust-analyzer: generate descriptors for all unstable features
rust-analyzer: add command for only opening external docs and attempt to fix vscode-remote issue
rust-analyzer: add incorrect case diagnostics for module names
rust-analyzer: fix VS Code detection for Insiders version
rust-analyzer: import trait if needed for unqualify_method_call assist
rust-analyzer: pick a better name for variables introduced by replace_is_some_with_if_let_some
rust-analyzer: store binding mode for each instance of a binding independently
perf: add NES emulation runtime benchmark
Rust Compiler Performance Triage
Approved RFCs
Changes to Rust follow the Rust RFC (request for comments) process. These are the RFCs that were approved for implementation this week:
Add f16 and f128 float types
Unicode and escape codes in literals
Final Comment Period
Every week, the team announces the 'final comment period' for RFCs and key PRs which are reaching a decision. Express your opinions now.
RFCs
No RFCs entered Final Comment Period this week.
Tracking Issues & PRs
[disposition: merge] Consider alias bounds when computing liveness in NLL (but this time sound hopefully)
[disposition: close] regression: parameter type may not live long enough
[disposition: merge] Remove support for compiler plugins.
[disposition: merge] rustdoc: Document lack of object safety on affected traits
[disposition: merge] Stabilize Ratified RISC-V Target Features
[disposition: merge] Tracking Issue for const mem::discriminant
New and Updated RFCs
[new] eRFC: #[should_move] attribute for per-function opting out of Copy semantics
Call for Testing
An important step for RFC implementation is for people to experiment with the implementation and give feedback, especially before stabilization. The following RFCs would benefit from user testing before moving forward:
No RFCs issued a call for testing this week.
If you are a feature implementer and would like your RFC to appear on the above list, add the new call-for-testing label to your RFC along with a comment providing testing instructions and/or guidance on which aspect(s) of the feature need testing.
Upcoming Events
Rusty Events between 2023-10-25 - 2023-11-22 🦀
Virtual
2023-10-30 | Virtual (Melbourne, VIC, AU) | Rust Melbourne
(Hybrid - online & in person) October 2023 Rust Melbourne Meetup
2023-10-31 | Virtual (Europe / Africa) | Rust for Lunch
Rust Meet-up
2023-11-01 | Virtual (Cardiff, UK)| Rust and C++ Cardiff
ECS with Bevy Game Engine
2023-11-01 | Virtual (Indianapolis, IN, US) | Indy Rust
Indy.rs - with Social Distancing
2023-11-02 | Virtual (Charlottesville, NC, US) | Charlottesville Rust Meetup
Crafting Interpreters in Rust Collaboratively
2023-11-07 | Virtual (Berlin, DE) | OpenTechSchool Berlin
Rust Hack and Learn | Mirror
2023-11-07 | Virtual (Buffalo, NY, US) | Buffalo Rust Meetup
Buffalo Rust User Group, First Tuesdays
2023-11-09 | Virtual (Nuremberg, DE) | Rust Nuremberg
Rust Nürnberg online
2023-11-14 | Virtual (Dallas, TX, US) | Dallas Rust
Second Tuesday
2023-11-15 | Virtual (Cardiff, UK)| Rust and C++ Cardiff
Building Our Own Locks (Atomics & Locks Chapter 9)
2023-11-15 | Virtual (Richmond, VA, US) | Linux Plumbers Conference
Rust Microconference in LPC 2023 (Nov 13-16)
2023-11-15 | Virtual (Vancouver, BC, CA) | Vancouver Rust
Rust Study/Hack/Hang-out
2023-11-16 | Virtual (Charlottesville, NC, US) | Charlottesville Rust Meetup
Crafting Interpreters in Rust Collaboratively
2023-11-07 | Virtual (Berlin, DE) | OpenTechSchool Berlin
Rust Hack and Learn | Mirror
2023-11-21 | Virtual (Washington, DC, US) | Rust DC
Mid-month Rustful
Europe
2023-10-25 | Dublin, IE | Rust Dublin
Biome, web development tooling with Rust
2023-10-25 | Paris, FR | Rust Paris
Rust for the web - Paris meetup #61
2023-10-25 | Zagreb, HR | impl Zagreb for Rust
Rust Meetup 2023/10: Lunatic
2023-10-26 | Augsburg, DE | Rust - Modern Systems Programming in Leipzig
Augsburg Rust Meetup #3
2023-10-26 | Copenhagen, DK | Copenhagen Rust Community
Rust metup #41 sponsored by Factbird
2023-10-26 | Delft, NL | Rust Nederland
Rust at TU Delft
2023-10-26 | Lille, FR | Rust Lille
Rust Lille #4 at SFEIR
2022-10-30 | Stockholm, SE | Stockholm Rust
Rust Meetup @Aira + Netlight
2023-11-01 | Cologne, DE | Rust Cologne
Web-applications with axum: Hello CRUD!
2023-11-07 | Bratislava, SK | Bratislava Rust Meetup Group
Rust Meetup by Sonalake
2023-11-07 | Brussels, BE | Rust Aarhus
Rust Aarhus - Rust and Talk beginners edition
2023-11-07 | Lyon, FR | Rust Lyon
Rust Lyon Meetup #7
2023-11-09 | Barcelona, ES | BcnRust
11th BcnRust Meetup
2023-11-09 | Reading, UK | Reading Rust Workshop
Reading Rust Meetup at Browns
2023-11-21 | Augsburg, DE | Rust - Modern Systems Programming in Leipzig
GPU processing in Rust
2023-11-23 | Biel/Bienne, CH | Rust Bern
Rust Talks Bern @ Biel: Embedded Edition
North America
2023-10-25 | Austin, TX, US | Rust ATX
Rust Lunch - Fareground
2023-10-25 | Chicago, IL, US | Deep Dish Rust
Rust Happy Hour
2023-11-01 | Brookline, MA, US | Boston Rust Meetup
Boston Common Rust Lunch
2023-11-08 | Boulder, CO, US | Boulder Rust Meetup
Let's make a Discord bot!
2023-11-14 | New York, NY, US | Rust NYC
Rust NYC Monthly Mixer: Share, Show, & Tell! 🦀
2023-11-14 | Seattle, WA, US | Cap Hill Rust Coding/Hacking/Learning
Rusty Coding/Hacking/Learning Night
2023-11-15 | Richmond, VA, US + Virtual | Linux Plumbers Conference
Rust Microconference in LPC 2023 (Nov 13-16)
2023-11-16 | Nashville, TN, US | Music City Rust Developers
Python loves Rust!
2023-11-16 | Seattle, WA, US | Seattle Rust User Group
Seattle Rust User Group Meetup
2023-11-21 | San Francisco, CA, US | San Francisco Rust Study Group
Rust Hacking in Person
2023-11-22 | Austin, TX, US | Rust ATX
Rust Lunch - Fareground
Oceania
2023-10-26 | Brisbane, QLD, AU | Rust Brisbane
October Meetup
2023-10-30 | Melbourne, VIC, AU + Virtual | Rust Melbourne
(Hybrid - in person & online) October 2023 Rust Melbourne Meetup
2023-11-21 | Christchurch, NZ | Christchurch Rust Meetup Group
Christchurch Rust meetup meeting
If you are running a Rust event please add it to the calendar to get it mentioned here. Please remember to add a link to the event too. Email the Rust Community Team for access.
Jobs
Please see the latest Who's Hiring thread on r/rust
Quote of the Week
When your Rust build times get slower after adding some procedural macros:
We call that the syn tax :ferris:
– Janet on Fosstodon
Thanks to Jacob Pratt for the suggestion!
Please submit quotes and vote for next week!
This Week in Rust is edited by: nellshamrell, llogiq, cdmistman, ericseppanen, extrawurst, andrewpollack, U007D, kolharsam, joelmarcey, mariannegoldin, bennyvasquez.
Email list hosting is sponsored by The Rust Foundation
Discuss on r/rust
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Seeing Beyond the Pixel: An Introduction to Digital Image Processing
Have you ever stopped to wonder how that blurry picture from your phone gets transformed into a crystal-clear masterpiece on social media?
Or how scientists can analyze faraway galaxies using images captured by telescopes? The secret sauce behind these feats is Digital Image Processing (DIP)!
Imagine DIP (Digital Image Processing) as a cool toolbox for your digital images. It lets you manipulate and analyze them using powerful computer algorithms. You can think of it as giving your pictures a makeover, but on a whole new level.
The Image Makeover Process
DIP works in a series of steps, like a recipe for image perfection:
Snap Happy! (Image Acquisition) - This is where it all starts. You capture the image using a camera, scanner, or even a scientific instrument like a telescope!
Person taking a picture with smartphone
Picture Prep (Preprocessing) - Sometimes, images need a little prep work before the real magic happens. Think of it like trimming the edges or adjusting the lighting to ensure better analysis.
Person editing a photo on a computer
Enhance Me! (Enhancement) - Here's where your image gets a glow-up! Techniques like adjusting brightness, contrast, or sharpening details can make all the difference in clarity and visual appeal.
Blurry photo becoming clear after editing
Fixing the Funky (Restoration) - Did your old family photo get a little scratched or blurry over time? DIP can help remove those imperfections like a digital eraser, restoring the image to its former glory.
Scratched photo being restored
Info Time! (Analysis) - This is where things get interesting. DIP can actually extract information from the image, like identifying objects, recognizing patterns, or even measuring distances. Pretty cool, right?
Xray being analyzed by a doctor on a computer
Size Matters (Compression) - Ever struggled to send a massive photo via email? DIP can shrink the file size without losing too much detail, making it easier to store and share images efficiently.
Large image file being compressed
Voila! (Output) - The final step is presenting your masterpiece! This could be a stunningly clear picture, a detailed analysis report, or anything in between, depending on the purpose of the image processing.
Highquality image after processing
Real World Wow Factor
DIP isn't just about making pretty pictures (although that's a valuable application too!). It has a wide range of real-world uses that benefit various fields:
Medical Marvels (Medical Field) - DIP helps doctors analyze X-rays, MRIs, and other medical scans with greater accuracy and efficiency, leading to faster and more precise diagnoses.
Cosmic Companions (Astronomy) - Scientists use DIP to analyze images from space telescopes, revealing the secrets of stars, galaxies, and other wonders of the universe. By enhancing faint details and removing noise, DIP allows astronomers to peer deeper into the cosmos.
Space telescope capturing an image of a galaxy
Eagle Eye from Above (Remote Sensing) - Satellites use DIP to monitor Earth, tracking weather patterns, deforestation, and other environmental changes. By analyzing satellite imagery, researchers can gain valuable insights into the health of our planet.
Satellite image of Earth
Unlocking Your Face (Security Systems) - Facial recognition systems use DIP to identify people in images and videos, which can be used for security purposes or even to personalize user experiences.
Facial recognition system unlocking a phone
Selfie Magic (Consumer Electronics) - Your smartphone uses DIP to enhance your photos, automatically adjusting brightness, contrast, and other factors to make your selfies look their best.
Person taking a selfie
The Future's Looking Sharp
DIP is constantly evolving, thanks to advancements in Artificial Intelligence (AI). Imagine self-driving cars using DIP for super-accurate navigation in real-time, or virtual reality experiences that seamlessly blend real and digital worlds with exceptional clarity. The possibilities are endless!
So, the next time you look at an image, remember, there's a whole world of technology working behind the scenes to make it what it is. With DIP, we can truly see beyond the pixel and unlock the hidden potential of the visual world around us.
References:
Gonzalez, Rafael C., and Richard E. Woods. "Digital image processing." Pearson Education India, 2008.
Jain, Anil K. "Fundamentals of digital image processing." Prentice-Hall, Inc., 1989.
National Institute of Standards and Technology (NIST). "Digital Image Processing: An Introduction." https://www.amazon.com/Introduction-Digital-Image-Processing/dp/0134806743
U.S. Department of Energy (DOE). "Image Processing and Analysis." https://www.baeldung.com/cs/energy-image-processing
Patel, Meet, et al. "Image Processing Techniques in Medical Field: A Literature Review." Journal of Medical Physics, vol. 40, no. 4, 2019, pp. 140001. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3782694/
#artificial intelligence#coding#machine learning#python#programming#digitalimageprocessing#dip#image
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Using Medium to Get Traffic — Proven Strategies for Bloggers

Ever wondered how some blogs get a massive influx of readers seemingly overnight? The secret could be closer than you think. Using Medium strategically can be the game-changer you need to maximize your blog’s reach by June 2024. Here’s how you can harness the power of Medium to drive traffic to your blog and achieve your blogging goals.
Understanding Medium’s Potential
Medium is more than just a blogging platform; it’s a vibrant community of readers and writers. With its user-friendly interface and built-in audience, Medium offers bloggers a unique opportunity to reach new readers who are genuinely interested in their content. The platform’s distribution algorithms ensure that quality content is more likely to be seen by a larger audience, making it an excellent tool for traffic generation.
Setting Up for Success on Medium
The first step to leveraging Medium is creating a compelling profile. Your profile is often the first impression you make, so make it count. Use a high-quality photo and write a captivating bio that highlights your expertise and interests. Don’t forget to include links to your blog and social media profiles to drive traffic back to your main site.
Connecting with the community is equally important. Follow publications and writers within your niche to stay updated on trending topics and engage with their content. Building relationships on Medium can lead to more followers and increased visibility for your articles.
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Crafting Content That Drives Traffic
Choosing the right topics is crucial. Medium readers are drawn to fresh, insightful, and relevant content. Use Medium’s search and recommendation features to find trending topics within your niche. Write articles that provide unique perspectives or solutions to common problems your audience faces.
When crafting your articles, focus on writing engaging content. Start with compelling headlines that capture attention without resorting to clickbait. Use high-quality images and maintain a conversational tone to keep readers engaged. Incorporate a clear call-to-action (CTA) in your articles, directing readers to your blog for more in-depth information or related content.
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Leveraging Medium’s Distribution
One of the most effective ways to increase your reach on Medium is through publications. Submitting your articles to popular Medium publications can significantly boost your visibility. These publications often have thousands of followers who will see your content. Research and identify high-traffic publications in your niche, and follow their submission guidelines to increase your chances of getting published.
Utilizing tags and categories correctly can also enhance your article’s visibility. Use relevant and trending tags to categorize your content effectively. This makes it easier for readers interested in those topics to find your articles.
Engaging and Growing Your Audience
Building a loyal readership on Medium requires consistent engagement. Respond to comments on your articles to foster a sense of community and encourage discussions. Ask questions and invite readers to share their thoughts, creating a two-way dialogue that keeps readers coming back.
Cross-promotion is another powerful strategy. Share your Medium articles on your social media platforms, in your email newsletters, and on your blog. This not only drives traffic to your Medium articles but also brings readers back to your blog.
Analyzing and Adapting Your Strategy
To ensure continuous improvement, regularly analyze your performance using Medium’s built-in analytics. Monitor metrics such as views, reads, and engagement to understand what type of content resonates most with your audience. Use these insights to refine your content strategy. Experiment with different topics, writing styles, and promotional tactics to see what works best
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Case Studies and Success Stories
Consider the case of John, a tech blogger who struggled to grow his audience despite creating high-quality content. By publishing his articles on Medium and submitting them to top tech publications, John saw a 300% increase in his blog traffic within six months. His secret was simple: consistently engaging content, strategic use of tags, and active participation in the Medium community.
Another success story is Emily, a lifestyle blogger who used Medium to reach a wider audience. By writing about trending topics and sharing her personal experiences, Emily’s articles quickly gained traction. She focused on building relationships with her readers, which led to increased engagement and more followers for her blog.
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Conclusion
Using Medium effectively can significantly boost your blog’s reach and drive traffic to your site. By creating a compelling profile, connecting with the community, crafting engaging content, leveraging Medium’s distribution, engaging with your audience, and continuously analyzing your performance, you can achieve your blogging goals by June 2024.
Ready to maximize your blog’s reach? Start publishing on Medium today and watch your traffic grow! With these strategies, you’ll be well on your way to becoming a blogging powerhouse.
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On The New Tumblr Desktop Dash
I've been using the new Tumblr desktop dashboard for a few days now and I have some Thoughts that I thought would be useful to put out in to the wild. Most of the reaction I've seen has been...abnormally harsh about this UI update, so I think it would be interesting to actually go through the changes and point out what I like, what I don't, what I think could use some improvement, and maybe break down a little about why those Twitter comparisons are way off the mark.
More below the fold, but the tldr for me is - I think it's great! At the end of the day, I feel like I use the desktop version of Tumblr more and more since the change. Whereas before I used to just pick up my phone and refresh the app, now I get a hit of dopamine flipping over to the Tumblr tab when I need a work break.
The change is clean and logical, and as someone who came to Tumblr a year ago and still never quite grokked what all the icons at the top meant, having them spelled out is much nicer than guessing what they mean, even for someone who has become more familiar with the site. And to be clear, from what I can tell that's the goal of this change - to make it easier for newer people to use Tumblr and find their way around. Despite all the hate this change is getting, that is an unabashedly good thing.
The Left Nav
It's really, really clean. The old dash had a lot of unused space on the left, it makes sense to carve some of that out to have a menu that actually lays out what each icon means. The font size and style is comfortable without overcrowding. It just feels more...confident? Like these are the features Tumblr has. Use them! It's also just a more familiar web browser experience for anyone who has been using web apps since the dawn of email.
The badges also fit much nicer with the left nav. They don't float above an unclear icon, they're right next to what it says on the tin. You got 20 new posts to read, buddy. 5 new notifications. 1 anon ask. It's just better on my eyes.
I do understand the gut reaction that things are "too" cluttered. One of the first things I did was snooze Tumblr live and that helped me out a lot. Just removing all of the noise of live tags and loading-in thumbnails of people I'm not interested in watching went very far. It brought the post content further up on the screen.
A little before and after snoozing Live:
Explore
I didn't even know what Explore was used for before. It was a compass icon. I think I thought it was some kind of search? I can't remember if I ever clicked on it before. Explore is much more interesting to me. It makes me curious. For a site that struggles with getting new users to find new content, it's a beacon that says "Find some cool new stuff!"
My problem with Explore is that clicking on it...doesn't get me much. The landing page just takes me to a feed from @todayontumblr that almost never has any content that I'm interested in. The "For You" tab on my regular dash is where I go mining for new blogs, along with "Your Tags." If Staff finds this change leads to more Explore click-throughs, I'd love if the tab itself get some love and made it a hub for finding new content easier. Maybe mixing up a feed of any tags you're following, trending posts, and other algorithmically sorted goodies that I'll want to take off the shelf and put in my chronological dash. I want it to be a place with the goal of encouraging me to follow new blogs.
Live
The transition to the Live page doesn't feel good to me. You're taken to a totally different kind of page, and the UI jumps all the way to the left. It feels like you're going to a separate site. At least when you snooze Live it also removes the menu item. That's really nice! But I'll save Live thoughts for another day.
Activity/Messages/Inbox
I never knew how much I suspected these things were a bit redundant, but I'm glad now that they're separated and labeled correctly. I don't have to remember what the face icon/mail/lightning bolt all mean or why they're different. Things are much cleaner in that regard.
I don't really care for the popups when you click on them. Those do feel cluttered to me, like I'm going to lose sight of my dash, or the notifications. I don't have much UX advice here, other than to say I think I prefer how the Inbox is handled, where you're just taken to a full page view of the page. However maybe another solution would be how the Account and Settings icons are conducted...
Account/Settings
This is the section that sold me on the new dash. On the old dash, I found navigating the Account and Settings options...ephemeral. I was afraid I was going to lose my place if I didn't find the menu I needed. Here, having them slide out as a drawer, keeps me in place and lets me orient myself easier. It's made exploring settings overall frictionless. I've changed dash palettes like ten different times just because I could and it was easy to find. Maybe something similar for inbox/messages/activity would make the UI feel more consistent and less overcluttered-feeling?
I do notice that the Account dropdown adds a new scrollbar which makes things like the t logo and badges jump to the left. That can be a bit disorienting.
TumblrMart/Get a Domain
The Get a Domain menu item is fine, but TumblrMart feels like it needs some love. On a new refresh, clicking the icon loads for a total six seconds before the mart pops up. By this point, if I wasn't intentionally testing, I would have just moved on. Again, I also just don't like pop-ups like this. Feels loosey. Much prefer the full-spread domain page you get.
Create
This is maybe my least favorite change. Every time I switch to my Tumblr tab, I see it in the bottom left and think it's the "Where were we?" button. When I do want to create a post, it feels like I have to travel far to get to the button, and then I have to travel again when the dots come up to select what type of post I'm making.
I wonder if just tucking it at the bottom of the menu under "Get a domain" would be better? Or at the top of the menu? Not sure. I feel in my jellies there's a better spot for this one.
On Twitter
If I can address the most frequent criticism I see on this site, which is that @staff are trying hard to "ruin" Tumblr by "turning it into Twitter," I understand that gut reaction.
But I'd encourage folks to think about that for a minute. UIs change, and a left-aligned nav is extremely common for a reason. Since the dawn of email, menu navigation has been relegated to a left sidebar. Twitter is not "burning to the ground" because their nav bar was on the left. Having a left sidebar means literally nothing in the grand scheme of what makes a website what it is.
What, truly, has this nav update changed? It does not change the functionality of the site at its core at all. It doesn't change what you can post, how you can post, what content you find, reblogs, or tags. For a site that struggles with new users "getting" the site and finding their way around, this nav change makes it much easier to settle in with something a bit more ubiquitous to the modern browser-viewing experience.
Thus leading me to believe the only reason people hate on this change so vehemently is they don't want to see new users or any effort at all to attract them at all, and I think that's exclusionary crap. Knock it off.
Change is Scary!
That said, the change is scary! Having your muscle memory interrupted isn't fun and can take a while to get used to. Every change has a growing period. I get that. For me, I got over that period fairly fast, but I recognize this process is different for everyone, especially those who have been around here for a lot longer than I have.
The change is also open for valid criticism. There are usability and likely accessibility concerns for sure. Staff needs time to iterate, and they need to know what problems are actually worth fixing and addressing. "I hate it turn it back" doesn't help anyone - it doesn't help Staff, and it doesn't help new users who are trying find a new place on the internet to call home after *shakes fist at the rest of the internet.*
I really like this change as a starting point, and I can't wait to see it iterated on further.
And on a small end note, if you also have thoughts and opinions that you want to tell Staff, please, please, please remember there are other human beings on the other end of line.
#tumblr#dash#tumblr dashboard#dashboard#I get dispirited when I see prominent blogs reblogging metaphors about sandwich shops and Radio Shack.#They're not being made in good faith.
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MediaTek Genio’s Wonder: Snorble Children’s Play’s Future!

Due to MediaTek Genio, the Snorble, a Smart Companion for Children, Has Come to Life
What precisely is Snorble, and why does its operation need cutting-edge artificial intelligence and other technological advancements?
Snorble is a revolutionary new intelligent companion toy, and it is driven by a chip manufactured by MediaTek Genio. This toy is at the leading edge because of the innovative method in which it interacts with children and adapts to meet the changing psychological and sleep needs of children as they get older.
The stuffed animal known as Snorble was designed to assist children in establishing not just a regular pattern of restful sleep but also other emotionally wholesome routines, such as positive thinking and mindfulness. It is designed to aid children in accomplishing their goals by hearing, comprehending, and responding to the things that they say to it.
Its face has a moving expression. The ability for parents to keep their Snorbles up to date as their children continue to mature and their needs alter is made possible by the availability of an app for use on smartphones.
In addition to the significant requirements for speech processing and AI processing that this toy has, the technology that powers it must prioritize the privacy and safety of its users. Given that it satisfies all of these characteristics, MediaTek Genio is a fantastic option for accomplishing this objective.
A New Intelligent Companion that Puts Children’s Safety First in the World of Technology has Just Been Released for Young People.
So that it can interact with children and grow with them, Snorble requires sensors that can understand what they are saying and connections that can make product updates easier. Snorble was designed from the bottom up to function without any cameras at all, as an alternative to relying on audio processing that takes place in the cloud or remotely. This action was taken in response to concerns about users’ privacy and safety. Notably, a Wi-Fi connection is not required in order to utilize Snorble on a daily basis like other apps and services.
This eliminates a possible entry point for hackers and boosts mobility (because you do not need a Wi-Fi connection, you are free to take it with you wherever you go since it does not require this). The fact that Snorble executes its processing locally on user devices rather than in the cloud is the primary factor that sets it apart from other voice assistants. When it comes to the specifics of the Snorble’s interaction with the children in their care, parents may have an increased sense of peace of mind as a result of the device’s in-built parental control features, which are included with the product.
The Challenges That Are Presented by Modern Technology
The developers of Snorble needed an ecosystem that could provide all of the following features and functions:
Platform, in both its physical and digital iterations (hardware and software).
Capacity of the central processing unit to manage voice processing for artificial intelligence
Edge AI is a kind of artificial intelligence in which all processing is performed on the device itself, as opposed to being performed on the cloud.
Audio features that are cutting edge, such as the New Language Process (NLP), which can comprehend speech without the need of a dictionary stored in the cloud.
The abbreviation OTA is short for “over the air.”
The MediaTek Genio 350 Is the Solution to This Problem
The CPU that is used in this gadget is the MediaTek Genio 350. This highly integrated System on a Chip (SoC) makes use of a smart Linux application to connect the microphone sensors and run complex artificial intelligence algorithms that are able to genuinely comprehend children and respond with what it is that they need.
In addition, the MediaTek 350 is capable of conducting Edge AI on the smartphone. This includes audio and NLP processing, which may assist with the recognition of words and sounds and even the separation of spoken sentences from a distance, all while decreasing background noise.
Even after a family has purchased a Snorble, the manufacturer has said that it would continue to improve the device by making available for download a variety of extra updates, apps, and features that will broaden the scope of what may be accomplished with the product.
Read more on Govindhtech.com
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Not to mention how it skews culture and makes people into mindless consumers because they dont get to cultivate their own communities or curate their feeds.
I'mma expand this into my own list of reasons I dislike the prevalence of algorithms, actually
1. They make people grow complacent, the lack of opportunities for direct individual action to filter out unwanted content makes it so people rely on whoever owns the platform to take care of problems, and if they dont, well, they just gotta deal with it. This is especially harmful when people who grow up with such feeds venture out into the rest of the internet, an internet without algorithms, one which relies on user filtering. They request the same level of centralised control on the content they view on all websites, which can cause serious damage if the trend continues toward such people becoming the majority
2. People do not earn the skills and knowhow for navigating the internet without being served the content on a silver platter. In a lot of cases, they do not know this is even possible, and since their algorithms would never prompt them to consider that they will never seek out the knowledge themselves. I am guilty of such consumerism myself, be it my fault or not, which is something I want to fix, but it makes me rage all the more against algorithmic social media which makes it so much harder for so many people to find their own information.
3. The post above ^
4. The combination of complacence and lack of knowledge results in a general movement where people dont seek out information and instead consume whatever their algorithm gives them, some people even fearing having to go out and do their own research. For so many people "doing your own research" is searching things up on youtube now, because it's so much more involved than anything they're used to (mostly scrolling) that it feels like research by itself. Even I rarely go into deep dives, partly because of point 5 but also because I have a general struggle when it comes to doing new things (probably a neuro thing) and stuff like that is very, very new. I know I am not alone in this, I know that especially susceptible people feel like this, which is another reason I believe algorithmic media is bad.
5. This absolute domination of algorithmic media harms the very process of finding information, from Google altering results according to the data it has on you to struggling to find what you're looking for on Youtube or Twitter because even the search function relies on an algorithm which makes its very purpose null. Not only is it harder to filter out unwanted content, the magnitude of unwanted content that needs to be filtered out is significantly higher when people cater to the algorithm rather than making it easier for the user to filter the information.
Might edit some parts and tweak the arguments, might make this its own independent post, maybe even a thread, idk, it's 3:30am and I have to sleep
An explainer for why I don't fuck with algorithmic social media
If you give a pigeon a little button to peck that releases pigeon food, it will push the button when it's hungry.
If you give a pigeon a button to peck that releases food every 5 pecks, it will peck it more often.
If you give a pigeon a button to peck that releases food at a randomly selected, always shifting number of pecks, the pigeon will peck that fucking button all day long.
Algorithm based social media is not set up to give you the best most fun stuff all the time, it is set up to give you a bunch of stress and nothingness with a randomized reward of something that actually makes you happy, because they want you pecking that button all damn day. It is a slot machine of content, meant to keep you putting in quarters made of your time and attention till you've nothing left.
At least if I'm having a shit day on my own Tumblr home feed it's because I've made a bad choice about who to follow and I can fix it.
#social media#mental health#algorithms#media conglomerates#media culture#btw I didnt even touch on the predatory aspects of social media#how it allows so few people to skew public opinion#how it can be abused so easily to give advantages to certain groups#how it can serve to erase aspects of society (namely minorities)#how it incentivizes creators to create content so general it loses all meaning#these are only the aspects of algorithms that are inherent to the domination of algorithmic social media#at least that's my opinion
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Algo Global: Navigating the World of Algorithmic Trading
Algorithmic trading has significantly evolved over the years, transforming how traders and institutions interact with financial markets. One of the key players in this space is Algo Global, a platform designed to optimize automated trading strategies through advanced algorithms, data analytics, and AI-driven decision-making.To get more news about Algo Global, you can visit wikifx.com official website.
What is Algo Global? Algo Global is a trading platform that leverages complex algorithms to execute trades at optimal times based on predefined criteria. By eliminating human errors and enhancing efficiency, it allows traders to capitalize on market trends with precision and speed. The platform integrates real-time data analysis and risk management tools to ensure that users can maximize returns while minimizing exposure to market volatility.
Key Features of Algo Global Advanced AI Trading Models – Algo Global employs sophisticated AI-driven algorithms to analyze vast amounts of market data, identifying profitable opportunities.
Automated Trade Execution – Users can set predefined trading parameters, allowing seamless execution without the need for manual intervention.
Risk Management Tools – The platform integrates risk assessment features, enabling traders to manage exposure effectively.
Multi-Asset Trading – Algo Global supports trading across various asset classes, including stocks, forex, commodities, and cryptocurrencies.
User-Friendly Interface – Designed with accessibility in mind, the platform offers intuitive controls for both beginners and experienced traders.
The Role of Algo Global in Algorithmic Trading Algo Global plays a crucial role in enhancing the accessibility and effectiveness of algorithmic trading. Traditional trading methods often rely on manual analysis, which can be time-consuming and prone to errors. With Algo Global, traders gain access to automated systems that process data faster and make informed trading decisions with higher accuracy.
Furthermore, the platform’s emphasis on AI and machine learning allows users to refine their trading strategies based on historical data and predictive analytics. This capability significantly improves the overall trading experience, making it easier to adapt to changing market conditions.
Future Outlook for Algo Global As algorithmic trading continues to evolve, platforms like Algo Global are expected to play an even more prominent role in the financial sector. Advancements in AI and machine learning will further refine automated trading systems, allowing traders to execute complex strategies with greater efficiency.
Moreover, regulatory developments surrounding algorithmic trading may impact how platforms like Algo Global operate. Increased transparency and compliance requirements will ensure that such platforms adhere to industry standards while continuing to innovate.
Conclusion Algo Global stands at the forefront of algorithmic trading, providing traders with the tools they need to navigate the dynamic financial markets efficiently. With AI-driven analysis, automated execution, and robust risk management features, the platform is shaping the future of trading. Whether you’re an experienced trader or new to automated strategies, Algo Global offers a powerful solution for enhancing your trading experience.
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Understanding Passage Indexing and Its Impact on SEO
Google’s ongoing evolution of its search algorithm has brought about a variety of updates aimed at better understanding and ranking web content. One such significant update is Passage Indexing, first announced in October 2020 and rolled out in early 2021. While the name might suggest a change in how content is stored or indexed, it’s more about how Google retrieves and ranks information within a page.
In this blog, we’ll break down what passage indexing really is, how it works, and what it means for your SEO strategy.
What is Passage Indexing?
Contrary to its name, Passage Indexing is not a new indexing system but a ranking update. Google still indexes entire pages, but with this update, it can also rank individual passages from a page independently, especially if those passages directly answer a specific user query.
By better understanding the relevancy of specific passages, not just the overall page, we can find that needle-in-a-haystack information you’re looking for.
How Does Passage Indexing Work?
Before this update, Google primarily evaluated the relevance of an entire web page to determine its rank in search results. If a page wasn’t fully optimized for a keyword or had too broad a focus, it might not rank well—even if it contained a highly relevant section.
With passage indexing, Google’s natural language processing (NLP) capabilities allow it to understand and rank specific passages or paragraphs, even from pages that might otherwise not be seen as topically relevant in their entirety.
For example, if your blog post covers “SEO best practices,” and one paragraph specifically addresses “how to optimize images for SEO,” that paragraph might now be pulled into search results for the more specific query—even if the entire page isn’t optimized for that phrase.
What Types of Content Benefit Most?
Passage indexing benefits:
Long-form content: Pages with in-depth information can now surface in search for specific queries.
FAQs and guides: Pages with multiple topics or questions.
User-generated content: Forums, discussion boards, or sites like Quora, where relevant answers are buried within larger threads.
What Passage Indexing Is NOT
To clear up common misconceptions:
It’s not a separate index: Google still indexes full pages.
It doesn’t replace featured snippets: Those still exist as a separate feature.
It doesn’t isolate passages as standalone entities: Passages are still part of the whole page and benefit from the page’s overall authority.
Impact on SEO: What You Should Know
1. Content Depth Is More Valuable Than Ever
Creating rich, in-depth content—even if it’s broad—can still rank for specific subtopics within it, thanks to passage indexing.
SEO Tip: Structure your content with clear headers (H2, H3) and answer multiple related questions within one post.
2. Content Structure Matters
Properly formatted content with semantic HTML (like proper headings, paragraphs, and lists) makes it easier for Google’s NLP to understand the relevance of passages.
SEO Tip: Use clear headings, concise paragraphs, and keyword-rich subtopics.
3. Long-Tail Keywords Get a Boost
This update is particularly beneficial for long-tail keyword searches. Google can surface a relevant passage without requiring the entire page to be optimized for that specific phrase.
SEO Tip: Include answers to specific, niche queries within your main content.
4. Improved Visibility for Lower Authority Sites
If a page on a smaller site contains a highly relevant passage, it may now outrank a larger site that discusses the topic more broadly but less specifically.
Conclusion
Passage indexing is a significant step forward in Google’s ability to understand and surface nuanced content. For SEO professionals and content creators, the takeaway is clear: focus on creating helpful, well-structured, and information-rich content. The better you answer user queries—even within subtopics—the more likely you are to benefit from this ranking improvement.
#AmpleWebsol#SEO#PassageIndexing#GoogleRanking#DigitalMarketing#SEOTips#ContentMarketing#SearchEngineOptimization
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