#What is Data Preparation Tools?

[dhirajmarketresearch]

[savantlabs]

Elevate Your Data Game: Unleashing Potential with AI-Powered Data Preparation Software

In the era of rapid digital transformation, organizations are turning to AI-powered data preparation software to elevate their data game and unlock unprecedented insights. Traditional data preparation methods often fall short in handling the complexities of today's vast and varied datasets. Enter AI-powered data preparation, a revolutionary approach that harnesses the capabilities of artificial intelligence to streamline and enhance the entire data preparation process.

One of the key advantages of AI-powered data preparation is its ability to automate mundane and time-consuming tasks. Machine learning algorithms embedded in these tools learn from patterns in data, automating tasks such as cleaning, structuring, and transforming data with remarkable precision. This not only accelerates the data preparation timeline but also significantly reduces the risk of human error, ensuring the integrity and accuracy of the prepared datasets.

These advanced tools are designed to adapt to the evolving nature of data. They can handle diverse data sources, whether structured or unstructured and navigate through the intricacies of real-world data scenarios. This adaptability is crucial in today's data landscape, where information is generated at an unprecedented pace and in various formats.

AI-powered data preparation software goes beyond automation—it leverages predictive analytics to suggest transformations, imputations, and enrichment strategies. By understanding the context and relationships within the data, these tools intelligently recommend the most effective steps for optimal data preparation. This not only empowers data professionals but also democratizes the data preparation process, enabling users with varying levels of technical expertise to contribute meaningfully to the organization's data goals.

Moreover, these tools foster collaboration between data teams and business stakeholders. The intuitive interfaces of AI-powered data preparation software facilitate seamless communication, allowing business users to actively participate in the data preparation process. This collaboration bridges the gap between raw data and actionable insights, ensuring that decision-makers have access to high-quality, prepared data for informed decision-making.

AI-powered data preparation software is a game-changer in the data analytics landscape. By automating, adapting, and intelligently guiding the data preparation process, these tools empower organizations to unleash the full potential of their data. As businesses strive to stay ahead in a data-driven world, embracing AI-powered data preparation is not just a choice—it's a strategic imperative to thrive in the realm of data analytics.

[dreaminginthedeepsouth]

Like her or not, we're now on the same side and this woman knows what she's talking about. She suggests actionable steps steps we must take to win ourcountry back from the fascists.

From Liz Cheney

Dear Democratic Party,

I need more from you. You keep sending emails begging for $15,while we’re watching fascism consolidate power in real time. This administration is not simply “a different ideology.” It is a coordinated, authoritarian machine — with the Supreme Court, the House, the Senate, and the executive pen all under its control. And you? You’re still asking for decorum and donations. WTF. That won’t save us. I don’t want to hear another polite floor speech. I want strategy. I want fire. I want action so bold it shifts the damn news cycle — not fits inside one. Every time I see something from the DNC, it’s asking me for funds.

Surprise. Those of us who donate don’t want to keep sending money just to watch you stand frozen as the Constitution goes up in flames — shaking your heads and saying, “Well, there’s not much we can do. He has the majority.” I call bullshit. If you don’t know how to think outside the box… If you don’t know how to strategize… If you don’t know how to fight fire with fire… what the hell are we giving you money for? Some of us have two or three advanced degrees. Some of us have military training. Some of us know what coordinated resistance looks like — and this ain’t it. Yes, the tours around the country? Nice. The speeches? Nice. The clever congressional clapbacks? Nice. That was great for giving hope. Now we need action.

You have to stop acting like this is a normal presidency that will just time out in four years. We’re not even at Day 90, and look at the chaos. Look at the disappearances. Look at the erosion of the judiciary, the press, and our rights. If you do not stop this, we will not make it 1,460 days. So here’s what I need from you — right now:

⸻

1. Form an independent, civilian-powered investigative coalition.

I’m talking experts. Veterans. Whistleblowers. Journalists. Watchdog orgs. Deputize the resistance. Build a real-time archive of corruption, overreach, and executive abuse. Make it public. Make it unshakable. Let the people drag the rot into the light. If you can’t hold formal hearings, hold public ones. If Congress won’t act, let the country act. This isn’t about optics — it’s about receipts. Because at some point, these people will be held accountable. And when that day comes, we’ll need every name, every signature, every illegal order, every act of silence—documented. You’re not just preserving truth — you’re preparing evidence for prosecution. The more they vanish people and weaponize data, the more we need truth in the sunlight.

⸻

2. Join the International Criminal Court.

Yes, I said it. Call their bluff. You cannot control what the other side does. But you can control your own integrity. So prove it. Prove that your party is still grounded in law, human rights, and ethical leadership. Join. If you’ve got nothing to hide — join. Show the world who’s hiding bodies, bribes, and buried bank accounts. Force the GOP to explain why they’d rather protect a war criminal than sign a treaty. And while you’re at it, publicly invite ICC observers into U.S. borders. Make this administration explain — on camera — why they’re terrified of international oversight.

⸻

3. Fund state-level resistance infrastructure.

Don’t just send postcards. Send resources. Channel DNC funds into rapid-response teams, legal defense coalitions, sanctuary networks, and digital security training. If the federal government is hijacked, build power underneath it. If the laws become tools of oppression, help people resist them legally, locally, and boldly. This is not campaign season — this is an authoritarian purge. Stop campaigning. Act like this is the end of democracy, because it is. We WILL REMEMBER the warriors come primaries. Fighting this regime should be your marketing strategy.

And let’s be clear:

The reason the other side always seems three steps ahead is because they ARE. They prepared for this. They infiltrated school boards, courts, local legislatures, and police unions. They built a machine while you wrote press releases. We’re reacting — they’ve been executing a plan for years. It’s time to shift from panic to blueprint. You should already be working with strategists and military minds on PROJECT 2029 — a coordinated, long-term plan to rebuild this country when the smoke clears.

You should be publicly laying out:

• The laws and amendments you’ll pass to ensure this never happens again• The systems you’ll tear down and the safeguards you’ll enshrine • The plan to hold perpetrators of human atrocities accountable • The urgent commitment to immediately bring home those sold into slavery in El Salvador You say you’re the party of the people? Then show the people the plan.

⸻

4. Use your platform to educate the public on rights and resistance tactics.

If they’re going to strip us of rights and lie about it — arm the people with truth. Text campaigns. Mass trainings. Downloadable “Know Your Rights” kits. Multilingual legal guides. Encrypted phone trees. Give people tools, not soundbites. We don’t need more slogans. We need survival manuals.

⸻

5. Leverage international media and watchdogs.

Stop hoping U.S. cable news will wake up. They’re too busy playing both sides of fascism. Feed the real stories to BBC, Al Jazeera, The Guardian, Reuters, Der Spiegel — hell, leak them to anonymous dropboxes if you have to. Make what’s happening in America a global scandal. And stop relying on platforms that are actively suppressing truth. Start leveraging Substack. Use Bluesky. That’s where the resistance is migrating. That’s where censorship hasn’t caught up. If the mainstream won’t carry the truth — outflank them. Get creative. Go underground. Go global. If our democracy is being dismantled in broad daylight, make sure the whole world sees it — and make sure we’re still able to say it.

⸻

6. Create a digital safe haven for whistleblowers and defectors.

Not everyone inside this regime is loyal. Some are scared. Some want out. Build the channels. Encrypted. Anonymous. Protected. Make it easy for the cracks in the system to become gaping holes. And while you’re at it? Stop ostracizing MAGA defectors. Everyone makes mistakes — even glaring, critical ones. We are not the bullies. We are not the ones filled with hate. And it is not your job to shame people who finally saw the fire and chose to step out of it. They will have to deal with that internal struggle — the guilt of putting a very dangerous and callous regime in power. But they’re already outnumbered. Don’t push them back into the crowd. We don’t need purity. We need numbers. We need people willing to burn their red hats and testify against the machine they helped build.

⸻

7. Study the collapse—and the comeback.

You should be learning from South Korea and how they managed their brief rule under dictatorship. They didn’t waste time chasing the one man with absolute immunity. They went after the structure. The aides. The enforcers. The loyalists. The architects. They knocked out the foundation one pillar at a time — until the “strongman” had no one left to stand on. And his power crumbled beneath him. You should be independently investigating every author of Project 2025, every aide who defies court orders, every communications director repeating lies, every policy writer enabling cruelty, every water boy who keeps this engine running. You can’t stop a regime by asking the king to sit down. You dismantle the throne he’s standing on — one coward at a time.

⸻

Stop being scared to fight dirty when the other side is fighting to erase the damn Constitution.

They are threatening to disappear AMERICANS. A M E R I C A N S. And your biggest move can’t be another strongly worded email. We don’t want your urgently fundraising subject lines. We want backbone. We want action. We want to know you’ll stand up before we’re all ordered to sit down — permanently. We are watching. And I don’t just mean your base. I mean millions of us who see exactly what’s happening. I’ve only got 6,000 followers — but the groups I’m in? The networks I touch? Over a quarter million. Often when I speak, it echoes. But when we ALL speak, it ROARS with pressure that will cause change. We need to be deafening. You still have a chance to do something historic. To be remembered for courage, not caution. To go down as the party that didn’t just watch the fall — but fought the hell back with everything they had.

But the clock is ticking.

And the deportation buses are idling.

* * * *

UPDATE AND NOTE:

I have received (what seems like) several hundred copies of a document allegedly authored by Liz Cheney entitled, “Democrats, I need more from you.” The “letter” was not authored by Cheney, but by someone who does not appear to have a readily identifiable profile as a pro-democracy activist. The purported author, “Dr. Pru Lee,” may not be the real identity of the author.

Setting aside the mysterious source of the letter, it has struck a chord with many Democrats. Indeed, many of the copies forwarded to me are accompanied by emails that express some sense of satisfaction that the author has criticized the Democratic Party for its failures and laid out a sensible plan for a path forward.

I suspect the letter was written by a Democratic consultant or insider who is upset with the progressive wing of the party and/or the grassroots movement. The author says, in part,

Yes, the tours around the country? Nice. The speeches? Nice. The clever congressional clapbacks? Nice. That was great for giving hope. Now we need action Don’t just send postcards. Send resources.

Many of the “recommendations” in the letter aren’t realistic—either in a reasonable timeframe or ever. For example, the letter demands the Democratic Party

Form an independent, civilian-powered investigative coalition. Deputize the resistance. Join the International Criminal Court. Fund state-level resistance infrastructure. Stop campaigning. You [the Democratic Party] should be publicly laying out: • The laws and amendments you’ll pass to ensure this never happens again • The systems you’ll tear down and the safeguards you’ll enshrine • The plan to hold perpetrators of human atrocities accountable.

I endorse the author’s passion and understand how the author has managed to channel the anger of rank-and-file Democrats toward their party. But it simply isn’t productive or helpful during this moment of crisis to devote our resources to attacking the Democratic Party.

Here’s a thought experiment: If you have forwarded the above letter to your closest one hundred friends and relatives, try drafting a sequel that begins, “Dear Republicans, I need more from you . . . .”

The virtue of the “Dear Republicans” version of the letter is that it shifts the focus to where it belongs: On those who are enabling Trump, rather than on those who are resisting him.

Is the resistance perfect? No. Is the Democratic Party perfect? No. Are congressional Democrats perfect? No. But compared to their Republican counterparts, Democrats look like heroes of democracy, warts and all.

Democrats aren’t the problem. They are the solution. Be part of the solution. We can sort out the credits and debits after we reclaim democracy!

[Robert B. Hubbell]

[iatrophilosophos]

"Harm reduction for diy hrt" WHAT HARM ??? SHOW ME THE HARM !!!

Years of paying attention and talking w ppl, not ONE "so&so happened to my buddy's metamour's friend" report of a major incident let alone a credible even 2nd or 3rd hand case study.

Actualized negative events associated with DIY hrt i DO have credible reports of: 1) swollen/itchy/painful injection sites in people reusing needles, not sterilizing vial tops, using poor injection technique 2) mild to moderate allergic reactions to carrier oils 3) using an ineffective dose with minor to moderate mood disturbances, flares of some autoimmune conditions, fatigue/weakness/brain fog/pain in people already susceptible to chronic pain, that subside with dosing/cycle adjustments

NONE OF THESE ISSUES are UNIQUE to the DIY element. In the cases of 2 and 3, there are significant pros to DIY bc it is easier/cheaper to access a preparation without an allergen when you are your own compounding pharmacy, and dosage changes can be made without permission/folks aren't stuck on shitty doses that could possibly create more significant health problems down the line for extended periods while waiting for prescriber approval to change.

Injection protocol education for IV NEEDLE DRUG USERS is harm reduction because there is HARM associated with the socio-medical conditions created by the war on drugs to ACTIVELY BLOCK access to safer use knowledge and tools. There is REAL HARM in the REAL WORLD that is REDUCED by addressing politically-introduced risk vectors in a specific class of autonomous medicine use.

Harm reduction is a specific term for a specific socio-medical concept regarding activities that, while involving inherent risk (as most aspects of Being Alive do!), occupy a position of ARTIFICIALLY INFLATED RISK due to criminalization, policing, and specific means of knolwege gatekeeping and/or disruption of transmission. As a term it has a specific history and purpose, to assert that the same risk mitigation and best-possible/acceptable/desirable care options should be available to all people regardless of their participation in stigmatized or illicit activities.

Discussion of risk and protocols associated with any form of medicine is vital to building robust, effective, desirable, and sustainable common-knowledge medical strategies; but to be effective at that these discussions have to be as accurate to the data points they describe as possible. Referring to risk mitigation strategies that do not address ACTUALIZED CONDITIONS RESULTING IN HARM as "Harm reduction" is inaccurate and occludes reality. One reason this is bad, among many, is that the fact that widespread negative events unique to the DIY element of DIY HRT are not CURRENTLY actually happening could potentially be an important datapoint in problem solving if it DOES happen in the future. If in three weeks some kid or collective somewhere starts DIYing and getting really sick, it is important for those people to know that THAT IS WEIRD!!!!!! and deserves a lot of detailed exploration of what went wrong, & not just assume that they just got unlucky/didn't Reduce Harm good enough.

Just say "these are what i think are best practices based on xyz evidence," and leave it at that. If for some reason you're uncomfortable saying THAT, it's probably a sign you don't know enough about what you're talking about and need to interrogate your epistemology more before opening your mouth to tell other people what to do.

That is all.

[merakiui]

Do you have any more fluffy Jade/ Floyd captivity thoughts for us? Particularly spending Christmas with either of them?

Thinking….. decorating your lab office for the holidays and the eels curiously watch you from where they lurk in their tanks, wondering what you’re doing with all of the pretty, shiny things. They wonder if this is like the human equivalent of a nest or a grotto and you’re preparing it specifically for them. If that’s the case, they’re very intrigued by your interior decorating. You’ve certainly caught their eyes. If this was the sea, all of those lights would definitely attract all kinds of mers…even predators.

You string garland and cheap strands of lights around your desk. You even brought in a small tree to hang all kinds of decorations and ornaments on. The eels are absolutely enamored when you plug in the lights and they brighten up the space with holiday cheer. Quite a festive nest you’ve made for yourself.

When you check in on them later that evening, just as you’re getting ready to leave, you notice they’re both glowing—bioluminescence cutting strips of light through the gloom. This is notably brighter than their usual glow. You wonder what it means because their tank is kept at optimal temperatures for deep-sea mers, so there should be no need for them to be in season. That’s not until early spring, if all the data you’ve collected on them is anything to go by, and there aren’t any mates nearby. Strange. Maybe they’re mimicking the lights?

Alternatively, imagine you’ve been playing nothing but Christmas music while you work to get into the holiday spirit, and the next time you see them they’re both trying to imitate the songs they’ve heard with musical clicks and calls. :D two eels attempting to serenade you with Christmas music they’ve picked up over the month you’ve been playing it!! <3 and of course when they learn this is the season of giving gifts they’re quick to act, fastening the bones from their meals into cute shapes and tools for you. You are their favorite lab coat, after all~ of course it’s a much more intimate gesture coming from them, but you might not immediately understand that. :)

[dunmeshistash]

Interview to celebrate the opening of the Ryoko Kui Exhibition

About Delicious in Dungeon: Story making

Q1. Your first long-running series has lasted for about 9 and a half years. Has it been different from your previous experience drawing short stories?

A1. Compared to short stories, the series has been easier because the same characters appear each time. But I was surprised to find that I got tired of drawing the same characters too many times.

Q2. You have said before that the overall structure of the story was decided before serialization began, but how much of that had you communicated to your editor? Also, what kind of communication did you have during the series production?

A2. The goal was something we discussed and had decided on from the beginning. The goal itself was simple, but the path to get there was more difficult and took longer than imagined.

Q3. Regarding the overall story concept and development, did you write out or put anything down in writing (such as the plot)?

A3. I did, but it was simple.

Q4. Did you come up with the dishes based on the monsters you wanted in the story? Or did you come up with the monsters based on the dishes?

A4. It depended on the story, but usually the story came first followed by the monsters or food. I feel like that was most often the order.

Q5. As you progressed in drawing the series, what elements of the characters, story, or world expanded or grew in the most unexpected way?

A5. Nothing particularly unexpected perhaps. When I used to draw web manga, I tended to think up inconsequential settings. So, from the beginning I tried to restrain myself as much as possible and not expand too much. I was surprised when my editor said "Let's expand it more," in the second half of the series.

Q6. "Delicious in Dungeon" starts with a relatively simple setting, but as the series and the labyrinth exploration continues, the map slowly expands little by little in the readers' minds. It becomes more three-dimensional, revealing the secrets of the world, and taking on a multilayered structure. Are there any sources that you used as a reference, or which influenced you in creating this multilayered structure?

A6. A long time ago, when I was working on my personal web manga (fantasy), I drew it however I wanted, thinking that "Only people who can read this will read it," but I regularly received feedback that it was "unreadable", so I tried to make it as easily. accessible as possible.

Q7. The series combines many elements, including "fantasy", "gourmet", "battles", and "puzzle solving", but I think it's also important that it is a "comedy" which makes people laugh. Could you let us know if you have a creative commitment towards depicting humor?

A7. My hopes are that I can make it fun for people to read.

[page 5]

About Delicious in Dungeon: Drawing manga

Q1. Please tell us about the drawing tools you currently use, both digital and analogue.

A1. In terms of analogue tools, I use a light box, a G pen, a round pen, and a brush pen. And for digital, I use CLIP STUDIO PAINT and a Wacom LCD tablet. Screentone pasting is always done on the computer, so ultimately it all ends up as a digital manuscript.

Q2. Do you have any rules or reasons for using digital and analog separately?

A2. I'm always looking for ways to draw better and save time, so the exact approach is probably different for almost every chapter. Personally, I feel that analogue methods create more appealing lines, but I feel like digital saves time, so maybe I'll do a digital rough sketch and do the inking by hand… I might have been using a G pen, and maybe I'll try out a turnip pen, or this time I'm short on time so I'll draw it entirely digitally, but with digital I can redo it over and over, so maybe analogue is still faster, and so on and so forth. I'm indecisive in this way and so haven't developed a consistent process.

Q3. I understand that you prepare 3D data for your assistants to draw the backgrounds. What kind of data did you make for "Delicious in Dungeon" ?

A3. You could call it 3D, but it's not a proper model, just something to help with the rough sketching. I line up cubes to share the perspective and sense of scale, and they use it as a reference.

Q4. At the beginning of the series, the characters and backgrounds were somewhat simply drawn, and it seems like they became richly detailed over the progression of the story. What was your intention behind using these different styles?

A4. It's simply that my technique isn't stable. I thought I'd put a lot of effort in at the start. I remember being confused when my editor asked me to add more in to the drawing, and I wondered "Where…?"

Q5. Thinking about the food, were there any menu illustrations that you were particularly satisfied with, or which you struggled with?

A5. I've never liked my own food illustrations. But the times when I read other people's manga and thought "That looks delicious," I think it's been more an influence of the movement, the staging, and the situation than the drawings.

Q6. For the world maps and the terrain of each continent, did you refer to any maps of the real world? I feel like the shape of the 'island' is similar to the shape of Fukuoka Prefecture or Kyushu.

A6. I didn't reference any specific geography, but I did try to put thought into things like whether a developed city would be near a river or the sea, and what the coastline would look like. I'm pleased if it feels similar to a real place, because it means my interpretation was pretty accurate.

About Delicious in Dungeon: Other

Q1. Which is your favorite monster?

A1. Nightmare.

Q2. I'm sure you have received a lot of feedback from readers in countries and regions outside of Japan. Please tell us if there was anything from them that made you happy, was unexpected, or which made a lasting impression on you.

A2. When you play foreign games, there are times when you think "Why did they translate it into Japanese like that?" But having been on the side of having something translated, I've realized some things are unavoidable, or endless, and there are many things that don't matter either way from the author's perspective, so it was interesting.

About Ryoko Kui's short story collections and herself

Q1. Dragons are a consistent and important motif in your work. Was there any particular work or experience which inspired this? Also, are there points about drawing dragons which you find interesting or have had to work hard on?

A1. It's less about liking dragons, and more that I'm interested in the worlds in which dragons exist. When I draw dragons, the depiction in itself has a sweet feeling to it. I have never had a pet reptile, so I don't have a very good understanding of them.

Q2. Unomiya University in your story "The dragon's school is on top of the mountain" has a Faculty of Dragons, Department of Environmental Studies, and Department of Technology Studies, and a Faculty of Veterinary Medicine. If you were to enroll in the university, which department or faculty would you like to enter?

A2. I probably wouldn't be accepted….

Q3. The collection includes a short story staged as an essay manga. Are you a fan of essay manga? Please tell us about any genres of essay manga that you like.

A3. I love all kinds of essay manga. I read them often.

Q4. If you were to make your own game, what kind of game would you like to make?

A4. I prefer being a player when it comes to games.

Q5. When did you first start drawing illustrations (doodles)?

A5. I don't exactly remember when I first drew a picture, but I think I started drawing manga around the fourth or fifth grade of elementary school. in my notebooks and had my friends read them.

Q6. What is the most fun part about drawing manga?

A6. Every part is fun and hard in its own way.

Q7. Please tell us if there is anything you "just can't stop no matter what".

A7. My procrastination habit.

Q8. Could you please tell us if there's something you want to draw now?

A8. I've been working continuously since the serialization, so I'd like to take about 2 to 3 months to just draw whatever I want.

[steelbluehome]

From Fear and Loathing: Closer to the Edge on Facebook

Heading to a “Hands Off!” protest this Saturday? Here’s everything you need to know — your rights, safety tips, and what to do if arrested.

On Saturday, April 5, people across the United States will gather for a coordinated day of resistance. From major cities to small towns, the “Hands Off!” protests are about drawing a hard line — against political overreach, creeping authoritarianism, and policies that strip away our rights and dignity.

Whether you’re marching in New York City, Dallas, Chicago, or a rural square in Nebraska, your presence matters. So does your preparation.

Here’s your nationwide guide to showing up — and staying safe while doing it.

KNOW YOUR RIGHTS (AND WRITE THEM ON YOUR ARM)

Before you arrive: Write the local legal support hotline number on your arm in permanent marker. In many cities, National Lawyers Guild (NLG) chapters will operate hotlines and send legal observers.

Say: “I am exercising my right to remain silent. I want a lawyer.”

Ask: “Am I being detained or am I free to go?”

If detained, remain silent.

If not, walk away calmly.

Legal observers (often in green hats/vests) are there to document police behavior — not to represent you legally. You can notify them if you witness abuse or misconduct.

WHAT TO BRING

Pack like you’re staying awhile and planning for anything:

Water and snacks

Face mask, hand sanitizer, and sunscreen

Phone with passcode lock (NOT Face ID/fingerprint)

External battery pack

Cash (for food, transit, emergencies)

Printed emergency contacts

Comfortable shoes, weather-appropriate clothing

Goggles or saline drops (in case of tear gas, depending on region)

Don’t bring:

Weapons (or anything that could be construed as one)

Illegal substances

Anything you wouldn’t want seized or photographed by law enforcement

STAY SAFE, STAY CALM, STAY NON-VIOLENT

Stick together. Stay with your group. Have a plan if separated.

Avoid confrontation. Ignore counter-protesters and agitators.

Film what matters. You have the legal right to record public events, including police activity — but don’t interfere.

De-escalate when possible. Your goal is to be heard, not baited.

Watch your surroundings. Know where you are and how to exit if needed.

If arrested:

Don’t resist.

Don’t talk beyond name and birthdate.

Wait for a lawyer.

Don’t sign anything without legal counsel.

PROTECT YOUR DATA

Phones are tools — and vulnerabilities.

Turn off Face ID and fingerprint unlock. Use a passcode.

Consider airplane mode during risky moments.

Back up photos/videos or use live stream apps like Instagram or Twitch to preserve footage.

Use encrypted messaging apps like Signal.

RESOURCES BY REGION

While every city differs, these national orgs often have local chapters or partners at major protests:

National Lawyers Guild: nlg.org

ACLU: aclu.org/know-your-rights

Mutual Aid Networks: Search “[Your City] Mutual Aid”

Bail Funds Directory: bailfunds.github.io

Legal Hotlines: Often listed on local protest pages or announced by organizers day-of

TRANSPORT + ACCESSIBILITY

Plan ahead: Some roads and transit lines may close or reroute.

Carpool or take transit when possible.

If you need ADA accommodations, contact local organizers in advance or ask staff at arrival points.

THIS IS BIGGER THAN A MARCH

This isn’t just a protest. It’s a warning flare — and a promise. That we won’t stand by while our rights are stripped. That we won’t let apathy win. That we see what’s happening — and we’re not afraid to raise hell, peacefully and powerfully.

So come prepared.

Come together.

And don’t let them scare you into silence.

Stay safe. Stay loud.

[rivkae-winters]

Edit: the app launched and Is down- I have the initial apology video in a post here and I’m working on getting a full archive of their TikTok up ASAP. I’m letting the rest of this post remain since I do still stand by most of it and also don’t like altering things already in circulation.

Warning for criticism and what I’d consider some harsh to outright mean words:

So I’ve just been made aware of the project known of as ‘lore.fm’ and I’m not a fan for multiple reasons. For one this ‘accessibility’ tool complicates the process of essentially just using a screen reader (something native to all I phones specifically because this is a proposed IOS app) in utterly needless and inaccessible ways. From what I have been seeing on Reddit they have been shielding themselves (or fans of the project have been defending them) with this claim of being an accessibility tool as well to which is infuriating for so many reasons.

I plan to make a longer post explaining why this is a terrible idea later but I’ll keep it short for tonight with my main three criticisms and a few extras:

1. Your service requires people to copy a url for a fic then open your app then paste it into your app and click a button then wait for your audio to be prepared to use. This is needlessly complicating a process that exists on IOS already and can be done IN BROWSER using an overlay that you can fully control the placement of.

2. This is potentially killing your own fandom if it catches on with the proposed target market of xreader smut enjoyers because of only needing the link as mentioned above. You don’t have to open a fic to get a link this the author may potentially not even get any hits much less any other feedback. At least when you download a pdf you leave a hit: the download button is on the page with the fic for a reason. Fandom is a self sustaining eco system and many authors get discouraged and post less/even stop writing all together if they get low interaction.

3. Maybe we shouldn’t put something marketed as turning smut fanfic into audio books on the IOS App Store right now. Maybe with KOSA that’s a bad idea? Just maybe? Sarcasm aside we could see fan fiction be under even more legal threat if minors use this to listen to the content we know they all consume via sites like ao3 (even if we ask them not to) and are caught with it. Auditory content has historically been considered much more obscene/inappropriate than written content: this is a recipe for a disaster and more internet regulations we are trying to avoid.

I also have many issues with the fact that this is obviously redistributing fanfiction (thus violating the copyright we hold over our words and our plots) and removing control the author should have over their content and digital footprint. Then there is the fact that even though the creator on TikTok SAYS you can email to have your fic ‘excluded’ based on the way the demo works (pasting a link) I’m gonna assume that’s just to cover her ass/is utter bullshit. I know that’s harsh but if it walks like a duck and quacks like a duck it’s probably a duck.

I am all for women in stem- I’ve BEEN a woman in Stem- but this is not a cool girl boss moment. This is someone naive enough to think this will go over well at best or many other things (security risks especially) at worst.

In conclusion for tonight: I hope this person is a troll but there is enough hype and enough paid for web domains that I don’t think that’s the case. There are a litany of reasons every fanfic reader and writer should be against something like this existing and I’ll outline them all in several other posts later.

Do not email their opt out email address there is no saying what is actually happening with that data and it is simply not worth the risks it could bring up. I hate treating seemingly well meaning people like potential cyber criminals but I’ve seen enough shit by now that it’s better to be safe than sorry. You’re much safer just locking all your fics to account only. I haven’t yet but I may in the future if that is the only option.

If anyone wants a screen reader tutorial and a walk through of my free favorites as well as the native IOS screen reader I can post that later as well. Sorry for the heavy content I know it’s not my normal fare.

[justforbooks]

Pentagon’s Pizza Index has accurately predicted 21 global crises since 1983

As tensions rise in the Middle East, a curious, crowd-driven theory known as the “Pentagon Pizza Index” has caught fire online.

On June 12 and 13, users on X (formerly Twitter) reported a sudden spike in pizza deliveries near the Pentagon and Department of Defense in Washington, D.C., sparking speculation that the United States may be quietly entering crisis mode behind closed doors.

The timing? Just hours before Israel reportedly struck targets in Iran in response to Tehran’s earlier drone and missile attacks. And once again, pizza orders were booming.

Cold war roots of the pizza theory. What began as a Soviet spy trick is now a digital-age meme

The idea isn’t new. During the Cold War, Soviet operatives observed pizza delivery activity in Washington, believing it signalled crisis preparation inside U.S. intelligence circles. They coined it “Pizzint” — short for pizza intelligence.

This tactic entered public lore on 1 August 1990, when Frank Meeks, a Domino’s franchisee in Washington, noticed a sudden surge in deliveries to CIA buildings. The next day, Iraq invaded Kuwait. Meeks later told the Los Angeles Times he saw a similar pattern in December 1998 during the impeachment hearings of President Bill Clinton.

As former CNN Pentagon correspondent Wolf Blitzer once joked in 1990, “Bottom line for journalists: Always monitor the pizzas.”

WWIII warning: What is the Pentagon Pizza Index today? A meme, an OSINT tool, or a symptom of digital-age paranoia?

The modern Pentagon Pizza Index is tracked through open-source intelligence (OSINT) tools. These include Google Maps, which shows real-time restaurant activity, and social media observations. Pages like @PenPizzaReport on X have dedicated themselves to watching for abnormal patterns.

On 1 June 2025, the account posted, “With less than an hour to go before closing time, the Domino’s closest to the Pentagon is experiencing unusually high footfall.”

A few hours later, reports emerged of a fresh escalation between Israel and Iran. For believers in the theory, it was yet another sign that something bigger was underway.

The April 2024 pizza spike. A recent example that reignited interest

The most notable recent instance occurred on 13 April 2024, the night Iran launched a massive drone and missile strike against Israel. That same evening, screenshots from delivery platforms showed pizzerias around the Pentagon, White House, and Department of Defense tagged as “busier than usual.”

Multiple Papa John’s and Domino’s branches reported increased orders. The correlation prompted viral memes and renewed interest in the theory.

According to Euro News, a user on X posted on 13 June 2025, “The Pentagon Pizza Index is hiking.”

Inside the logic: Why pizza? Food, fatigue and national security

The concept is deceptively simple. When military staff face a national emergency, they work longer shifts and can’t leave their posts. They need quick, filling food — and pizza fits the bill.

Studies in behavioural psychology show that under stress, people prefer calorie-dense, familiar comfort foods. During high-alert operations, officials may work 16–20 hour days. That creates a visible consumption spike that outsiders can track.

And because platforms like Google and Uber Eats share real-time data on restaurant activity, amateur analysts can monitor these patterns — no hacking required.

World War III: Pizza as a proxy for preparedness. It’s not perfect, but it’s consistent

The Pentagon Pizza Index isn’t a foolproof system. It could easily be triggered by something mundane: a long staff meeting, a software glitch, or a nearby college football game.

That’s why modern OSINT analysts often cross-reference pizza spikes with other indicators — like unusual aircraft movements, ride-hailing activity, or power usage near government buildings. When multiple signs align, it suggests more than coincidence.

As a senior analyst put it: “You can’t bank a war call on a pizza. But if the Pentagon’s burning the midnight oil and feeding everyone, it’s worth a second look.”

Official silence, public curiosity. What the US government says — and doesn’t say

Despite the chatter online, the US government has made no mention of pizza deliveries as indicators of crisis.

Responding to speculation about American involvement in Israel’s airstrikes on Iran, Republican Senator Marco Rubio said:

“We are not involved in strikes against Iran, and our top priority is protecting American forces in the region. Israel advised us that they believe this action was necessary for its self-defence.”

Still, the Pentagon’s silence on the pizza theory hasn’t stopped internet users from speculating.

Humour meets anxiety in the age of digital vigilance

In an age where open-source tools let ordinary people track the movement of jets, ships, and even pizzas, the Pentagon Pizza Index sits at the bizarre intersection of humour and fear. It turns snack food into a warning system.

It’s also a reminder: not all intelligence requires a badge. Sometimes, the clue might be just down the road — in a Domino’s queue.

Whether you see it as absurd or insightful, one thing is clear: when the pizzas fly, people pay attention.

Daily inspiration. Discover more photos at Just for Books…?

[sunny-day-jack-official]

URGENT! Stop KOSA!

Hey all, this is BáiYù and Sauce here with something that isn't necessarily SnaccPop related, but it's important nonetheless. For those of you who follow US politics, The Kids Online Safety Act passed the Senate yesterday and is moving forward.

This is bad news for everyone on the internet, even outside of the USA.

What is KOSA?

While it's officially known as "The Kids Online Safety Act," KOSA is an internet censorship masquerading as another "protect the children" bill, much in the same way SESTA/FOSTA claimed that it would stop illegal sex trafficking but instead hurt sex workers and their safety. KOSA was originally introduced by Sen. Edward Markey, D-Mass. and Bill Cassidy, R-La. as a way to update the 1998 Children’s Online Privacy Act, raising the age of consent for data collection to 16 among other things. You can read the original press release of KOSA here, while you can read the full updated text of the bill on the official USA Congress website.

You can read the following articles about KOSA here:

EFF: The Kids Online Safety Act is Still A Huge Danger to Our Rights Online

CyberScoop: Children’s online safety bills clear Senate hurdle despite strong civil liberties pushback

TeenVogue: The Kids Online Safety Act Would Harm LGBTQ+ Youth, Restrict Access to Information and Community

The quick TL;DR:

KOSA authorizes an individual state attorneys general to decide what might harm minors

Websites will likely preemptively remove and ban content to avoid upsetting state attorneys generals (this will likely be topics such as abortion, queerness, feminism, sexual content, and others)

In order for a platform to know which users are minors, they'll require a more invasive age and personal data verification method

Parents will be granted more surveillance tools to see what their children are doing on the web

KOSA is supported by Christofascists and those seeking to harm the LGBTQ+ community

If a website holding personally identifying information and government documents is hacked, that's a major cybersecurity breach waiting to happen

What Does This Mean?

You don't have to look far to see or hear about the violence being done to the neurodivergent and LGBTQ+ communities worldwide, who are oftentimes one and the same. Social media sites censoring discussion of these topics would stand to do even further harm to folks who lack access to local resources to understand themselves and the hardships they face; in addition, the fact that websites would likely store personally identifying information and government documents means the death of any notion of privacy.

Sex workers and those living in certain countries already are at risk of losing their ways of life, living in a reality where their online activities are closely surveilled; if KOSA officially becomes law, this will become a reality for many more people and endanger those at the fringes of society even worse than it already is.

Why This Matters Outside of The USA

I previously mentioned SESTA/FOSTA, which passed and became US law in 2018. This bill enabled many of the anti-adult content attitudes that many popular websites are taking these days as well as the tightening of restrictions laid down by payment processors. Companies and sites hosted in the USA have to follow US laws even if they're accessible worldwide, meaning that folks overseas suffer as well.

What Can You Do?

If you're a US citizen, contact your Senators and tell them that you oppose KOSA. This can be as an email, letter, or phone call that you make to your state Senator.

For resources on how to do so, view the following links:

https://www.badinternetbills.com/#kosa

https://www.stopkosa.com/

https://linktr.ee/stopkosa

If you live outside of the US or cannot vote, the best thing you can do is sign the petition at the Stop KOSA website, alert your US friends about what's happening, and raise some noise.

Above all else, don’t panic. By staying informed by what’s going on, you can prepare for the legal battles ahead.

[swiftiethatlovesf1]

Toto Wolff with wife reader. Worrying about Kimi's debut at FP1..Everything went well for them until his crash. She was beside Toto with Jack when he crashed and instantly sought his comfort. Thanks!! :))

Hii guys, I hope you enjoy this request :)

The morning at Monza had dawned with an intensity that felt different from any other race weekend. You stood in the Mercedes motorhome, looking out at the bustling paddock, and felt an unfamiliar tension knotting in your stomach. You knew the whole team could sense it—Toto’s gaze lingered on you a little longer than usual, his face a mix of concern and quiet determination, and Jack, always so confident, kept glancing your way with a reassuring smile that didn’t quite reach his eyes.

Today was Kimi’s debut in FP1. The weight of the moment wasn’t lost on anyone, especially you. Kimi was like a son to you, and watching him prepare to step into a Formula 1 car was both exhilarating and terrifying. The pressure he was under was immense, and though you had every confidence in his abilities, you couldn’t shake the worry gnawing at your heart.

Suddenly, your mind drifted to a memory from the day before.

It was late in the evening, and the two of you were alone in the motorhome. Kimi had been uncharacteristically quiet all day, and you could see the anxiety in his eyes. As he fiddled with a wrench, his usually steady hands trembled ever so slightly.

"Kimi," you said softly, moving to sit beside him, "can I tell you something?"

He nodded, his eyes still fixed on the tool in his hands.

You reached out, placing a gentle hand on his shoulder. "Everything is going to be alright. I know this is a lot, and I know how much you want to do well, but no matter what happens out there, I want you to know how proud we all are of you. I’m proud of you. We believe in you, Kimi. You’ve worked so hard for this, and you’ve earned your place here. Just go out there and do your best, and that will always be enough for us."

Kimi finally looked up, his eyes wide and glistening with emotion. For a moment, he looked so much younger than his years, like the boy you’d seen grow up over the years.

"Thank you," he whispered, his voice thick with emotion. "I just… I don’t want to let anyone down."

"You won’t," you assured him, your voice firm but gentle. "Whatever happens, we’ve got your back. Always."

Without another word, Kimi leaned in and hugged you tightly. You wrapped your arms around him, holding him close, feeling the nervous tension in his body slowly start to ease.

Back in the present, the memory brought a bittersweet smile to your face. You took a deep breath, trying to shake off the nerves. The team was gathered around, watching the screens as Kimi’s car roared out onto the track for his first practice session. You could feel Toto’s presence beside you, a quiet pillar of strength, his hand resting lightly on your back, offering silent support.

Jack stood on your other side, arms crossed, eyes glued to the monitors, his jaw set in concentration. You knew he was as invested in Kimi’s success as you were, and his unwavering confidence helped steady your own nerves.

As Kimi completed his first few laps, there was a palpable shift in the energy of the room. The data coming in looked promising, and a ripple of hopeful excitement spread through the team. For a moment, you allowed yourself to relax, your heartbeat slowing as you watched Kimi’s smooth driving, his lines precise and controlled.

But then, in an instant, everything changed.

On the screen, Kimi’s car suddenly veered off course, slamming into the barrier with a sickening crunch. The sound of the impact seemed to echo in the motorhome, a collective gasp rising from the team.

Your heart dropped into your stomach, and you felt all the air leave your lungs. “Oh my God, Kimi…” you whispered, your voice barely audible over the commotion.

Toto was immediately at your side, his arm wrapping around your shoulders, pulling you close to his side. “Hey, hey, it’s okay,” he murmured, his voice steady and calm, though you could see the worry etched on his face. “Let’s wait for the comms. They’re checking on him now.”

Jack quickly moved in front of you, his hands on your arms, his eyes searching yours with a reassuring intensity. “He’s tough, you know that. He’s going to be fine.”

The seconds felt like hours as you waited for any update. The team radio crackled to life, and you held your breath, your eyes locked on the screen.

“Kimi, are you okay?” came the concerned voice of Toto.

There was a brief pause, then a slightly shaky but determined reply: “Yeah, I’m okay. I… I’m sorry, I lost it there.”

You could hear the relief in Toto’s voice as he responded, “No need to apologize, Kimi. The important thing is that you’re alright. Let’s get you back to the garage.”

As the tension in the room began to ease, you felt your legs almost give way, but Toto and Jack were right there, steadying you.

Moments later, Kimi walked into the motorhome, a sheepish smile on his face. His suit was a bit scuffed, and there was a hint of a limp in his step, but he was otherwise unscathed.

Without a word, you rushed to him, pulling him into a tight hug, not caring about the grease or the dust. “I’m so glad you’re okay,” you whispered, your voice thick with emotion.

Kimi hugged you back just as tightly, his own relief evident. “I’m sorry,” he murmured again, but you shook your head, pulling back to look him in the eyes.

“Don’t be sorry, Kimi. You did great. I’m just glad you’re safe.”

Toto stepped forward, placing a supportive hand on Kimi’s shoulder. “You showed a lot of courage out there today. You’ll learn from this, and you’ll come back stronger. We all believe in you.”

Jack nodded, grinning at Kimi. “Besides, it wouldn’t be racing without a few bumps and scrapes, right?”

Kimi chuckled, the tension in his shoulders finally easing as he looked around at the faces of his team, his family. “Yeah, I guess so.”

The moment was full of warmth and camaraderie, a perfect reminder of why you all loved this sport so much. It wasn’t just about the cars or the races; it was about the people, the family you’d built together, and the unwavering support you had for one another, no matter what happened on the track.

[mariacallous]

The Government Accountability Office (GAO) is auditing Elon Musk’s so-called Department of Government Efficiency (DOGE).

The probe, which has been ongoing since March, covers DOGE’s handling of data at several cabinet-level agencies, including the Departments of Labor, Education, Homeland Security, Health and Human Services, the Treasury, and the Social Security Administration, as well as the US DOGE Service (USDS) itself, according to sources and records reviewed by WIRED.

Records show that the GAO—an independent auditing, research, and investigative agency for Congress—appears to be requesting comprehensive information from the agencies in question, including incident reports on “potential or actual misuse of agency systems or data” and documentation of policies and procedures relating to systems DOGE operatives have accessed, as well as documentation of policies for the agency's risk assessments, audit logs, insider threat programs, and more.

Over the last few months, DOGE operatives, many of them with connections to Musk’s companies but little to no government experience, have infiltrated dozens of federal agencies as part of Musk’s plan to push out tens of thousands of government employees. They have also gained initial access to untold amounts of sensitive data, from Treasury payment systems to tax records, and appear to be attempting to connect purposefully disparate data systems.

While a number of Democratic officials have sounded the alarm on DOGE’s activities, this audit is one of the first real signs of possible accountability and oversight.

The GAO’s review is expected to be completed by the end of spring, according to records reviewed by WIRED. Congressional sources say it will yield a report that will be made public.

“GAO has received requests to review actions taken by DOGE across multiple agencies,” Sarah Kaczmarek, a spokesperson for the GAO, tells WIRED. “The first thing GAO does as any work begins is to determine the full scope of what we will cover and the methodology to be used. Until that is done, we cannot provide any additional details or estimates on when the work will be completed.”

The audit, according to records reviewed by WIRED, is broadly centered on DOGE’s adherence to privacy and data protection laws and regulations. More specifically, according to records detailing GAO’s interactions with the Department of Labor (DOL), the agency will conduct a granular review of every system to which DOGE—defined in these records as USDS workers and members of the DOGE teams which an executive order directs every federal agency to establish—has been given access at the agencies it is examining. DOL did not respond to requests for comment.

Notes obtained by WIRED detail a proposed meeting between GAO examiners and DOL representatives to request that DOL officials share records of the system privileges provided to DOGE affiliates, including “any modifications to the accounts,” as well as audit logs showing their activity.

In addition, DOL officials were asked to prepare for an in-person meeting at which GAO officials could observe the security settings on laptops the agency had provided to DOGE operatives and review all the systems that track DOGE’s work at DOL, including a data loss prevention tool and systems used to track cybersecurity and privacy incidents.

Notes from a March 18 meeting, marked “Internal/Confidential,” show that a DOL lawyer presented colleagues with an overview of DOL’s interactions with DOGE. “So far,” the notes read, “they do not have write access. They have asked; we’ve held them at bay. We’ve tried to get them to tell us what they want & then we do it. They only have read access.” DOGE seems primarily interested, according to the notes, in pay systems and grants, and has signed an agreement detailing a “long list of things they won’t do.”

The notes also detail interactions between the GAO and DOL related to DOGE’s work. Included are a specific set of requests GAO gave to DOL representatives:

“Please identify any systems and information for which USDS and/or agency DOGE team staff were provided access. In doing so, please identify all accounts created, including those for any applications, servers, databases, mainframes, and/or network equipment.

“Please describe the type of access that USDS and/or agency DOGE team staff have to agency systems and information (e.g., read, write, execute).

“Please describe how USDS and/or agency DOGE team staff access agency systems and information (e.g., on-premise or remote, agency furnished equipment or other equipment).

“Please describe the safeguards that are in place to determine that USDS and/or agency DOGE team staff protect the confidentiality, integrity, and availability of agency systems and information consistent with relevant laws and guidance.

“Please describe the processes that the agency has in place to ensure that USDS and DOGE teams are appropriately protecting the confidentiality, integrity, and availability of the agency systems and information as required by applicable laws and guidance.”

Concerns about DOGE access to agency systems are not unfounded. In February, WIRED reported that Marko Elez, a 25-year-old former X engineer, was granted the ability not only to read the code in the Treasury systems but also to write—or change—it. With that level of access, there were concerns that he could have potentially cut off congressionally authorized payments or caused the systems to simply stop working. “It’s like knowing you have hackers on your network, but nobody lets you do anything about it,” a Treasury employee told WIRED at the time.

Elez, according to the March 18 meeting notes and previous WIRED reporting, also has access to the DOL and has been linked to the Social Security Administration. His and other DOGE affiliates’ access to SSA data is currently restricted due to a court order. Elez did not immediately respond to a request for comment.

Reporting from WIRED and other outlets since then has continued to expose DOGE’s sweeping attempts to access sensitive data—and the potential consequences. President Donald Trump’s executive order from March 20 directs agencies to begin “eliminating information silos,” purportedly to fight fraud and waste. These actions could also threaten privacy by consolidating personal data housed on different systems into a central repository, WIRED previously reported.

A record detailing an initial request from GAO for DOL documents, due at the end of March, shows that the agency was asked to show how it protected its systems, with the requested documentation covering, among other things, its policies on management of access to system accounts, training, the principles of separation of duties and least privilege, the use of portable storage devices, audit logging, and its insider threat program. These requests reference the National Institute of Standards and Technology publication Security and Privacy Controls for Information Systems and Organizations, which serves as a set of information security guidelines for federal systems not related to national security.

The DOL was also asked to provide records documenting risk assessments and memorandums of understanding pertaining to DOGE; documentation for each system account created for DOGE that shows approval for requests to access the accounts, what access authorization they have, and any subsequent modifications to the accounts; all communications from October 2024 to March 2025 related to DOGE being granted access to agency systems and/or information; and detailed information on the job status of each DOGE affiliate, their relationship to the USDS, and the supervisory structure they’re working under and the security training they’ve undergone. (DOGE’s management structure has been quite opaque, with even DOGE workers not knowing who was technically in charge a month after Donald Trump’s inauguration.)

GAO examiners also sought information including instances of and incident reports related to “potential or actual misuse of agency systems or data,” detailed information on who oversees specific systems and data dictionaries, data architecture records, and interface control documents for specific systems, as well as documentation of the audit logs for each system.

The GAO audit is being carried out in response to requests from congressional leaders.

In a February 6 letter, representative Bobby Scott, a Democrat from Virginia and the ranking member of the House of Representatives’ Education and Workforce committee, cited reporting from WIRED and other outlets about DOGE intrusions into federal systems in the course of asking the agency to investigate what he called “a constitutional emergency” related to DOGE access.

On February 24, in a letter obtained by WIRED, representative Richard Neal, a Democrat from Massachusetts and the ranking member of the Ways and Means Committee, requested a review of what DOGE is doing in agencies including the Treasury Department and the Social Security Administration.

“Americans expect that when they share personal information with the government, whether for paying taxes or accessing health or Social Security benefits, it will be safeguarded,” Neal tells WIRED. “That is not what’s happened with DOGE, and why, at my request, the Government Accountability Office is working to shed much-needed light on their access to and use of personal and confidential information. It shouldn’t have to come to this—if there’s nothing to hide, DOGE should want the public to understand its work—but this is exactly why accountability measures across the government are so important.”

According to a Congressional aide, who spoke to WIRED on condition of anonymity because they are not authorized to be quoted in the media, the requests followed media reports on DOGE’s incursions into federal systems.

“The federal government, and actually most private companies as well, operate on the principle that data should be protected,” they say. “It should be protected from theft, protected from access by people who do not have a legitimate purpose or reason to be in and to be accessing that data. And so the reports of untrained people rummaging around databases changing code, scraping data—who knows what they’re doing?—were pretty alarming.”

“Has this data been exported outside of the agencies?” they add. “Is it being accessed or used by hackers or private citizens, or maybe it’s being used to train AI models? I don’t know.”

[inspireartnotwar]

Art. Can. Die.

This is my battle cry in the face of the silent extinguishing of an entire generation of artists by AI.

And you know what? We can't let that happen. It's not about fighting the future, it's about shaping it on our terms. If you think this is worth fighting for, please share this post. Let's make this debate go viral - because we need to take action NOW.

Remember that even in the darkest of times, creativity always finds a way.

To unleash our true potential, we need first to dive deep into our darkest fears.

So let's do this together:

By the end of 2025, most traditional artist jobs will be gone, replaced by a handful of AI-augmented art directors. Right now, around 5 out of 6 concept art jobs are being eliminated, and it's even more brutal for illustrators. This isn't speculation: it's happening right now, in real-time, across studios worldwide.

At this point, dogmatic thinking is our worst enemy. If we want to survive the AI tsunami of 2025, we need to prepare for a brutal cyberpunk reality that isn’t waiting for permission to arrive. This isn't sci-fi or catastrophism. This is a clear-eyed recognition of the exponential impact AI will have on society, hitting a hockey stick inflection point around April-May this year. By July, February will already feel like a decade ago. This also means that we have a narrow window to adapt, to evolve, and to build something new.

Let me make five predictions for the end of 2025 to nail this out:

Every major film company will have its first 100% AI-generated blockbuster in production or on screen.

Next-gen smartphones will run GPT-4o-level reasoning AI locally.

The first full AI game engine will generate infinite, custom-made worlds tailored to individual profiles and desires.

Unique art objects will reach industrial scale: entire production chains will mass-produce one-of-a-kind pieces. Uniqueness will be the new mass market.

Synthetic AI-generated data will exceed the sum total of all epistemic data (true knowledge) created by humanity throughout recorded history. We will be drowning in a sea of artificial ‘truths’.

For us artists, this means a stark choice: adapt to real-world craftsmanship or high-level creative thinking roles, because mid-level art skills will be replaced by cheaper, AI-augmented computing power.

But this is not the end. This is just another challenge to tackle.

Many will say we need legal solutions. They're not wrong, but they're missing the bigger picture: Do you think China, Pakistan, or North Korea will suddenly play nice with Western copyright laws? Will a "legal" dataset somehow magically protect our jobs? And most crucially, what happens when AI becomes just another tool of control?

Here's the thing - boycotting AI feels right, I get it. But it sounds like punks refusing to learn power chords because guitars are electrified by corporations. The systemic shift at stake doesn't care if we stay "pure", it will only change if we hack it.

Now, the empowerment part: artists have always been hackers of narratives.

This is what we do best: we break into the symbolic fabric of the world, weaving meaning from signs, emotions, and ideas. We've always taken tools never meant for art and turned them into instruments of creativity. We've always found ways to carve out meaning in systems designed to erase it.

This isn't just about survival. This is about hacking the future itself.

We, artists, are the pirates of the collective imaginary. It’s time to set sail and raise the black flag.

I don't come with a ready-made solution.

I don't come with a FOR or AGAINST. That would be like being against the wood axe because it can crush skulls.

I come with a battle cry: let’s flood the internet with debate, creative thinking, and unconventional wisdom. Let’s dream impossible futures. Let’s build stories of resilience - where humanity remains free from the technological guardianship of AI or synthetic superintelligence. Let’s hack the very fabric of what is deemed ‘possible’. And let’s do it together.

It is time to fight back.

Let us be the HumaNet.

Let’s show tech enthusiasts, engineers, and investors that we are not just assets, but the neurons of the most powerful superintelligence ever created: the artist community.

Let's outsmart the machine.

Stéphane Wootha Richard

P.S: This isn't just a message to read and forget. This is a memetic payload that needs to spread.

Send this to every artist in your network.

Copy/paste the full text anywhere you can.

Spread it across your social channels.

Start conversations in your creative communities.

No social platform? Great! That's exactly why this needs to spread through every possible channel, official and underground.

Let's flood the datasphere with our collective debate.

[poor-boy-orpheus]

I think folks have really lost the plot when it comes to AI.

Imo, the issue we are faced with is not how to prevent ai from being utilized or advancing, frankly I think that ball is already rolling. The issue also isn’t designating sacred work that can’t be touched by AI (I’m sorry to say, art is not inherently better than manual labor). The issue we are really faced with is now that we are embarking on a world wherein AI is rising and gaining genuine ability to match or exceed humans, how will we ensure we are taking care of our people?

A lot of folks seem to be really concerned with protecting the idea of intellectual property, but at the same time don’t we believe in an egalitarian sharing of knowledge? Should we really be prizing exclusivity of access to media or materials? I don’t really think so, but the challenge we face is how to ensure that a society that will increasingly have less and less need for human labor (particularly in data analysis or data entry jobs that AI tends to be the best in) will still see its citizens financially secure.

I have no problem with AI making art, regardless of whether I think that art is “good” or whether someone a machine makes can even be defined as “artistic” to begin with. Frankly, I don’t care. I do care that many artists will be out of a job and we don’t have a mechanism for ensuring they’re taken care of.

And that is where the discourse is so often falling short in my eyes. Many leftists who claim to want to leave the idea of personal ownership behind become the most forceful advocates for protecting intellectual property. A development that should be spurring on the greatest advance in humankind’s ability to universally take care of everyone is instead demonized on the left for somehow being theft and largely ignored on the right as a pipe dream.

AI is growing more powerful exponentially. Our lifetimes will see a shift on the level of the invention of electricity or the internet (if not much much greater) and we need to be prepared for that. The outcry cannot be “You used AI tools and therefore your work is invalid” but rather it must be “How are we restructuring ourselves to better absorb this new change?”

Universal basic income has to become a default. Removing healthcare from being tied to a job is a necessity. Eventually moving past currency might even be a possibility.

You can’t stop the world from turning, you can’t stop this progress from happening. But we still have time to focus our efforts on taking this change and handling it well. History will watch what we say, what we do, and how we addressed this.

[lavendermin]

disasterology | boothill

boothill x reader, mad scientist reader

wc | 1.7k

genre | light banter, ambiguous relationship

warnings | nsfw, artificial cyborg guts, suggestive, body horror, love bug (literally via data transfer), mentions of giving boothill a womb, boothill bluescreens

note | my piece as part of the autumn festival collab hosted by @owlespresso ^^ I’ll probably make a part two to this to squeeze in more banter and get some actual freaky stuff in

“You’re back at my lab… A little soon, no?” The question is thrown at Boothill without a spared glance as you are engrossed in several tasks at once. The Galaxy Ranger makes his way over to your mess of screens and tools by your main work desk, his strides reminiscent of someone a little too comfortable in your bubble.

“Annual checkup. Don’t tell me you forgot already, doc?” Boothill teases with feigned hurt, sharp teeth flashing with his playful grin.

“Not a doctor,” you correct him flatly.

A holo-screen appears before his face, stopping him from nearing your concentrated form. A flurry of data scrolls by and a pop-up appears with a few dates.

With a few final taps you swivel toward him and the screen. “According to your record in my data bank, you’re not due for your checkup for another nine weeks,” you state matter-of-factly. With a few taps and a swipe, the screen is gone and you meet Boothill’s gaze for the first time. “So, what’s the actual reason you’re here? Surely not just a friendly visit to the resident witch or whatever they’re calling me these days on this planet.”

“Recent scrap didn’t end too well. Leg’s been acting up.”

Your eyes scan him briefly, humming in thought as you enter new data and access his file.

“I definitely noticed a few new scratches to your outer shell armor,” you note, speaking more to yourself as you log the new data. “I’ll run some tests and analyze further.”

You roll back in your chair near him, gathering a few tools here and there and holding an emesis basin in front of him. Boothill squints at you in confusion, a frown pulling down his lips in a glimmer of dangerous, sharp teeth.

“Here. Spit them out—all the ammo you have. Now.”

His eyes sharpen, but he relents with a grunt. The metal of the bullets hitting the basin is all that fills the silence as you return to some screens and rummage through rows of drawers and drawers that line the walls.

It’s a chaotically organized yet unorganized lab, to say the least.

“There’s an empty box near you. Go ahead and remove all of your outerwear and any other weapons so we can get started,” you instruct as you prepare a table nearby.

Boothill begins to protest. “Doc, it’s just my leg. I don’t need–”

When he turns back to your desk you’re gone from sight. It unnerves him and you appear behind him seemingly from thin air.

“Hey–!”

You plug several chords into a few outlets on his hip. The feeling of the data processing through multiple base drives makes his entire body feel like numbing static courses through it.

Your face is close. Too close.

“Let's get a base-read on what’s going on here for now. I’ll leave the room so you can get undressed if you’re modest like that.” Your eyes flit down and you smirk. “Not like I haven’t seen your full model before.”

His face flushes a bright crimson and he sputters, shoving you away. You laugh out loud, unsettling and loose as you go back to your screens. It’s become more apparent with each visit that you aren’t entirely sound of mind.

“I still wonder why your face flushes red when your synthetic blood is blue. Perhaps I’ll find out today,” you grin, looking up and being met with a metallic click and the barrel of a gun between your eyes.

There’s a fierceness in Boothill’s glare, red cheeks betraying his threat. Though his hand is steady, your monitors signal increased levels of core maintenance and adrenaline. He doesn’t know how to handle your teasing— never will.

“I don’t have time to be yer forkin’ lab rat,” he sneers.

Your expression remains calm, unbothered as a lazy smile makes way to your lips. It’s an irksome sureness that makes the ranger’s eye twitch and teeth grit. Perhaps that’s simply your insanity creeping into him as well.

It draws him in like a moth to a flame. And he convinces himself that he hates it.

“You wouldn’t hurt me.”

“And what makes you think I wouldn’t put a bullet in yer head for crossing me?”

“Plenty of reasons. But really I only need one.”

“Yeah? And what’s that, sweets?” He scoffs, patience running thin.

You gently tap a knuckle over his heart core, the area making a soft metal clank as you do so. Boothill falls silent for a moment as you say nothing more. The mental gears turn a little harder than usual and suddenly his face is hot. Too hot.

“Wh– What– Who ever said I liked ya like that?! A ranger doesn’t get wrapped up in those feelings, ya hear?!”

And you fucking smirk.

“I’m not sure what you’re insinuating. All I meant was that you wouldn’t get rid of your one and only mechanic on this side of the galaxy, would you? Who else would be stupid enough to take all your last minute tuning appointments and repair jobs after reckless battles? You need me, ranger.” You pause and shift your gaze directly at him. “No reason to get so defensive. Unless… you have feelings for me?”

“Negative feelings,” he seethes.

But you’ve seen right through him. It’s an act of pity that you just chuckle and resume your work on diagnosing some of the sensors around his midriff. Still enough to keep the cowboy grumbling and red in the face.

“Feelings nonetheless,” you chuckle under your breath as you swivel back to the flurry of incoming data. “I’ll head to the back to grab a few things I’ll need and see if a few spare parts are lying around that are similar to some of your fractured hip joints. Do not touch anything.”

Once you’re out of sight, Boothill grumbles and removes his hat and jacket. The bright industrial lights only serve to irk him more— never was one to like hospital settings.

It’s a bit more of a predicament when the wires attached to his hip get in the way of removing his bottoms. He clicks his tongue and listens as your fumbling in the distance remains constant.

Whatever. Damn cables are in the way. What is he to do? He yanks them off and removes the last of his articles, shoving them in the box off to the side you left for him.

“Fork me,” he grumbles. There’s an unruly mess of cables on the floor, most of which look the same and range in color. Naturally, none are labeled.

Just his luck.

One of your monitors beeps and a few pop ups come up as the data flow abruptly ends. In a panic, Boothill grabs a red and a black cable and plugs them in. He clicks a few of the pop ups to make them go away and resume whatever they asked. He didn’t have time to read whatever jargon it said, not that he would have understood it anyway.

He’s seated and on the examination table by the time you walk back in with a few boxes stacked in your arms.

A warm hum settles in his core with his data processor kicking in. It’s pleasant, albeit an odd sensation.

You set down the boxes and glance at the screens, humming with thought. The pause is a beat too long and Boothill can only hope you don’t prod. You tap a few things on the screen and approach him with a smile.

“Alright. Pain receptors are off and your maintenance mode is on. Let’s get started.”

—

Only about forty minutes have passed but it’s becoming increasingly clear to Boothill that something is clearly wrong. He’s used to certain processes being shut off while you work on him— that part is normal.

Right now, he can’t seem to take his eyes off you. And you won’t spare him a glance as you work, much too engrossed in his guts— literally. He huffs and you don’t bother looking at him. It pisses him off.

“If you’re feeling discomfort use your words, ranger,” you mutter without missing a beat. “If your pain processors kicked in due to something that went wrong I need to know before you blow up on me.”

Your tug at a particular wire makes him gasp, his grip on the edge of the table warping the metal.

“Fork– Watch it!” His breath shakes with a gasp, face flushed.

“You didn’t exactly come with a manual.”

“Please don’t say that while yer hands are in my guts.”

You snicker, ignoring his glare as you continue to work methodically.

“I could always give you new insides if I mess these up,” you tease smoothly, fingers deeper still in his abdominal cavity. “Would you like it if I gave you a womb?”

Boothill huffs with a shiver as you tug at that same wire again, his back arching slightly off the cold, metal table. His mouth hangs open, unable to say a word. It’s overwhelming, an intense sensation that he feels in every artificial nerve end.

You call his name once more— so sweet and full of concern. The auditory hallucinations have begun from the wrong dataset he hooked himself up to earlier. Your voice in actuality is much more nonchalant than he processes.

“Booth? Ranger? Are you still with me?” You tap his cheek, his eyes darting shakily around the room. Red hearts for irises replace his usual programmed eye setup when he blinks to glance at you. You sigh. “I told you not to touch anything didn’t I?”

“Yer… my soulmate.”

“No,” you deadpan, flicking your wrist to bring up a holo-screen before you. Seems the neuro-processors couldn’t sort the wide range of the artificial emotion dataset and developed a love bug. “Boothill, if you can still understand me beyond the love bug, I’ll be turning on your standby function for a few minutes to finish.”

You’re not sure if he heard you at all, watching as whatever he heard in his bugged brain makes him red in the face and shiver.

Then, he blue-screens and all is quiet after his metal body clangs against the table.

You heave a sigh, a smile still on your lips. “Only your soulmate would put up with a ranger this obtuse.”

[kalpeavaris]

Totally for unrelated reasons, what are some more facts about communication drones? Like uhhh specific anatomy ect?

Prepare to get spammed with information! 👀

Communication Drones Infopost

Communication Drones (calling them CDs for short here) are a sub-type of Worker Drones fitted with antenna and special storage systems meant to analyze, store and transcrypt incoming and outgoing signals between Outposts, (human) landing pods and machinery.

CDs can also communicate with each other & Workers around them in a certain range which allows them to be very effective in sending out orders en masse to other Drones.

(more below the cut for their anatomy, specialities and more!)

Most CDs have two to four antennas fixiated to their head which are directly connected to their auditory entrance (or well, 'ears' as we would call it in human terms) which makes their antennas vital for their work and general hearing. Damaged or removed antennas may result in a CD losing their ability to hear or at least reduce it greatly.

Depending on the size of the antennas it's easy to see what purpose the CD served - long antennas are usually paired with long-range signals which put the individuals at use to distribute orders, arrange communication between ships & pods on their way to other exoplanets (when humans were still around) and to manage incoming signals from other planets & stations/outposts.

Short antennas usually indicated a more localized position for the drone in question - mainly within a singular Outpost or in ships to work directly connected to the local machinery and computers, sending orders in smaller ranged areas and storing security data.

Most CDs have secondary enhancers which work similar to a short-range antenna allowing them to switch between long and short range at will (mainly used for CDs that had flexible working places between ground & flight).

Generally, the antennas also function as "mood indicator". They can rotate around themselves and change position dependant on a fixed motion range around the head - similar to how e.g animals use their ears to indicate mood, CDs quickly took these habits from dogs that were around Copper-9 and video material of animals and copied them. Not all CDs did or do that, but alot of them do. For example if an individual is excited/attentive, the antennas would stick right up. If they're overwhelmed/annoyed/angry they'd usually be lowered down or pressed against the sides of the head.

They were expected to be very attentive and pay close attention to details. Their inner storage was designed to hold literal months and even years of auditory data that they recieved which was usually extracted every 4-6 months via the ports on their back which connected directly to the storage. Without these "clear outs" most CDs experience involuntary deletion of audio files which is out of their control and might result in them forgetting things they've heard/analyzed before.

Other than those two features their anatomy is fairly similar to that of normal Workers, height etc. as well.

After the humans disappearance alot of CDs lost their use as there... well, were no orders to share and no signals to analyze. Some of them struggled with this loss of "useability", some were fairly happy about this.

Lost/destroyed antennas cannot be restored by themselves (well, unless a CD is a Solver User like Kira) and CDs usually do not take well to losing or damaging antennas. Enhancers aren't as sensitive, but still hurt. Touching them might also cause disruption in hearing for CDs, it would be like someone rang a bell next to a humans ear for them. :'D (no touchie!)

CDs are generally connected to ECHO in the MD: Echo story (outside of that this plot point doesn't matter, just mentioning it here haha). Since Kira was the first CD Echo tried to use as host it developed an interested in them since CDs are great tools to be used for mass-ordering hosts.

Alot of CDs were destroyed while the humans were still around, especially if their warranty expired or they became damaged, to prevent sensitive information (such as orders and analyzed data) from leaking or being stolen by enemy forces/entities.

CDs infected with a Solver usually had enhanced auditory strenghts, capable of sending much stronger signals regardless of their antenna's natural range of reach - and they could also "ping" other Users & Hosts which makes them easy tools of manipulation. Luckily the only known CD which acted as AS Host was Kira who was "patched", so it couldn't spread for now (excluding Echo :'D)