#document management system open source

[mydocify]

Embracing AI for Document Management in Salesforce: MyDocify's Game-Changing Features

Salesforce is an integral platform for managing customer relationships and business processes. Document management plays a critical role within Salesforce by storing, organizing, and retrieving essential data, including contracts, proposals, and client information. Efficient document management ensures that teams can access accurate information swiftly, streamlining sales and customer service processes.

The evolution of AI in document management system software marks a significant shift from manual, time-consuming processes to intelligent, automated solutions. Traditionally, document handling involved manual data entry, storage, and retrieval, leading to inefficiencies and errors. However, AI-driven technologies have revolutionized this landscape by automating tasks, enhancing accuracy, and optimizing workflows. The integration of AI in document management systems has brought about increased efficiency, improved data accuracy, and better decision-making.

The Need for AI in Salesforce Document Management: Challenges Faced by Salesforce Users: Salesforce users grapple with multifaceted challenges in managing documents within their ecosystem. These obstacles often involve the daunting task of organizing extensive data repositories, engrossing manual data entry processes prone to errors, limited collaboration tools, and inefficient document tracking and management systems. The cumulative effect of these challenges results in hampered productivity, compromised data accuracy, and impediments in sustaining efficient customer relationship management (CRM).

Advantages of Integrating AI in Document Management The integration of Artificial Intelligence (AI) into Salesforce document management systems yields an array of compelling advantages. AI-powered solutions serve to automate repetitive tasks, such as mundane data entry and meticulous document tagging, thereby conserving substantial time and significantly reducing errors. Furthermore, the inclusion of AI augments search functionalities, facilitating swift and precise document retrieval within the Salesforce platform. This integration not only bolsters collaboration but also introduces predictive analytics capabilities and reinforces document security measures, fortifying the overall efficiency and reliability of document management within Salesforce.

Exploring MyDocify's AI-Enabled Features: Overview of MyDocify MyDocify is a cutting-edge document management system seamlessly integrated with Salesforce. It harnesses the power of AI to offer advanced features tailored for efficient document handling. With MyDocify, users can access a comprehensive suite of tools designed to streamline document management workflows, enhance productivity, and ensure data security.

Key Features: AI Analysis, Simplified Sharing, eSignature, and more At its core, MyDocify integrates AI Analysis, a powerful tool that extracts invaluable insights and information from documents, enabling users to access crucial data swiftly and effortlessly. This feature enhances decision-making processes by transforming unstructured data into actionable intelligence.

The platform's Simplified Sharing feature fosters seamless collaboration among teams, both internally and externally. It enables users to share and access documents effortlessly while maintaining strict control over document access, ensuring data confidentiality.

Moreover, the eSignature functionality within MyDocify ensures secure and hassle-free document signing processes, allowing users to obtain signatures promptly and track document statuses efficiently. Alongside these core features, MyDocify offers additional capabilities such as Auto Categorization, enabling automatic categorization of documents based on user-defined rules, and an advanced Search function that allows users to find specific documents swiftly through various search parameters.

MyDocify's Advanced Security measures, including robust encryption protocols, bolster the platform's credibility in maintaining data integrity and security. By amalgamating these diverse features and functionalities, MyDocify epitomizes a comprehensive document management solution tailored specifically for Salesforce users, optimizing their document-handling workflows while ensuring efficiency, security, and ease of use.

Benefits of AI in Document Management for Salesforce: Improved Efficiency and Productivity: By automating repetitive tasks, AI enhances efficiency, enabling Salesforce users to focus on high-value activities. MyDocify's AI Analysis and Search functionalities expedite document retrieval, saving time and boosting productivity. Additionally, streamlined workflows and simplified collaboration tools contribute to increased efficiency.

Enhanced Security and Compliance Measures: AI-driven document management solutions prioritize data security. MyDocify's Advanced Security features, such as encryption and access controls, ensure that sensitive information remains protected. Compliance with industry standards and regulations is also facilitated, mitigating risks associated with data breaches or non-compliance.

Streamlined Workflows and Collaboration: AI-enabled document management simplifies workflows by providing tools for easy sharing, collaboration, and version control. MyDocify's Simplified Sharing feature fosters seamless collaboration among teams, clients, and partners. This ensures real-time updates, reduces errors, and accelerates decision-making processes within Salesforce.

Implementation and Adoption Strategies: Best Practices for Leveraging AI-Enabled Document Management Implementing AI in Salesforce document management requires careful planning and execution. Strategies include comprehensive user training for seamless adoption, effective change management to align with organizational goals, and continuous evaluation of system performance. Ensuring user buy-in and defining clear objectives are crucial for successful implementation.

Future Prospects: The Future Trajectory of AI in Document Management for Salesforce The future of AI in Salesforce document management holds promising advancements. Predictive analytics, natural language processing (NLP), and continued integration with other Salesforce features are anticipated. These developments will further enhance efficiency, accuracy, and user experience within document management systems.

Final Thoughts: Embracing Artificial Intelligence (AI) in document management is a pivotal step for Salesforce users seeking streamlined operations, amplified productivity, and enhanced data accuracy. MyDocify stands as a powerful solution offering AI-driven functionalities that redefine document management within Salesforce.

With its robust integration of AI, MyDocify adeptly tackles challenges inherent in document management, significantly boosting operational efficiency, and improving overall user experiences. This comprehensive suite of AI-powered tools ensures secure, efficient, and collaborative document handling, making MyDocify an indispensable asset for contemporary businesses operating within the Salesforce ecosystem.

[stellophiliac]

how to build a digital music collection and stuff

spotify sucks aaaass. so start downloading shit!!

file format glossary

.wav is highest quality and biggest

.mp3 is very small, but uses lossy compression which means it's lower quality

.flac is smaller than .wav, but uses lossless compression so it's high quality

.m4a is an audio file format that apple uses. that's all i really know

downloading the music

doubledouble.top is a life saver. you can download from a variety of services including but not limited to apple music, spotify, soundcloud, tidal, deezer, etc.

i'd recommend ripping your music from tidal or apple music since they're the best quality (i think apple music gives you lossless audio anyway. .m4a can be both lossy and lossless, but from the text on doubledouble i assume they're ripping HQ files off apple music)

i also love love love cobalt.tools for ripping audio/video from youtube (they support a lot of other platforms too!)

of course, many artists have their music on bandcamp — purchase or download directly from them if you can. bandcamp offers a variety of file formats for download

file conversion

if you're downloading from apple music with doubledouble, it spits out an .m4a file.

.m4a is ok for some people but if you prefer .flac, you may wanna convert it. ffmpeg is a CLI (terminal) tool to help with media conversion

if you're on linux or macOS, you can use parameter expansion to batch convert all files in a folder. put the files in one place first, then with your terminal, cd into the directory and run:

for i in *.m4a; do ffmpeg -i "$i" "${i%.*}.flac"; done

this converts from .m4a to .flac — change the file extensions if needed.

soulseek

another way to get music is through soulseek. soulseek is a peer-to-peer file sharing network which is mainly used for music. nicotine+ is a pretty intuitive (and open-source) client if you don't like the official one.

you can probably find a better tutorial on soulseek somewhere else. just wanted to make this option known

it's bad etiquette to download from people without sharing files of your own, so make sure you've got something shared. also try to avoid queuing up more than 1-2 albums from one person in a row

tagging & organizing your music

tagging: adding metadata to a music file (eg. song name, artist name, album) that music players can recognize and display

if you've ripped music from a streaming platform, chances are it's already tagged. i've gotten files with slightly incorrect tags from doubledouble though, so if you care about that then you might wanna look into it

i use musicbrainz picard for my tagging. they've got pretty extensive documentation, which will probably be more useful than me

basically, you can look up album data from an online database into the program, and then match each track with its file. the program will tag each file correctly for you (there's also options for renaming the file according to a certain structure if you're into that!)

there's also beets, which is a CLI tool for... a lot of music collection management stuff. i haven't really used it myself, but if you feel up to it then they've got extensive documentation too. for most people, though, it's not really a necessity

how you wanna organize your music is completely up to you. my preferred filestructure is:

artist > album > track # track

using a music player

the options for this are pretty expansive. commonly used players i see include VLC, foobar2000, clementine (or a fork of it called strawberry), and cmus (for the terminal)

you can also totally use iTunes or something. i don't know what audio players other systems come with

i personally use dopamine. it's a little bit slow, but it's got a nice UI and is themeable plus has last.fm support (!!!)

don't let the github page fool you, you don't have to build from source. you can find the releases here

click the "assets" dropdown on the most recent release, and download whichever one is compatible with your OS

syncing

if you're fine with your files just being on one device (perhaps your computer, but perhaps also an USB drive or an mp3 player), you don't have to do this

you can sync with something like google drive, but i hate google more than i hate spotify

you can get a free nextcloud account from one of their providers with 2GB of free storage. you can use webDAV to access your files from an app on your phone or other device (documents by readdle has webDAV support, which is what i use)

disroot and blahaj.land are a couple providers i know that offer other services as well as nextcloud (so you get more with your account), but accounts are manually approved. do give them a look though!!

if you're tech-savvy and have an unused machine lying around, look into self-hosting your own nextcloud, or better yet, your own media server. i've heard that navidrome is a pretty good audio server. i unfortunately don't have experience with self-hosting at the moment so i have like zero advice to give here. yunohost seems to be a really easy way to manage a server

afterword

i don't know if any of this is helpful, but i just wanted to consolidate my personal advice in one place. fuck big tech. own your media, they could take it away from you at any moment

[night-raven-tattler]

JCJXJXJXJDNDNNXJXJXJXNZNXNXNXMXKMCJCJCJS

SORRY, I'M FANGIRLING (Is that even a word?)

Tattly, I swear, I was thinking about sending this request DURING New Year's Eve, BUT MY ENTIRE CITY SPENT THE FIRST DAY COMPLETELY WITHOUT POWER 🤡🤡🤡🤡🤡🤡

But if I can ask you now, tell me: in what pose do you think the twst boys sleep?

Who has the Dracula pose, who looks like they were run over and, most importantly, WHO HAS THE "POWER BOTTOM, ASS UP" POSE??

I've been completely high on coffee for 4 days, sorry about that~

-🌙

(You'll see a lot of me here, I loved the place)

Hello and happy new year, 🌙! Mx Tattly is pleased with your return. They have conducted a very elaborate investigation, with the help of some of the fellow NRT members. Hope you enjoy the findings!

Turbulent sleep or unperturbed slumber?

Characters: main NRC students cast, NRC staff, Che'nya, Neige (separate)

Warnings: none

By opening the document, you agree to Mx Tattly's terms of source confidentiality.

-ˋˏ’✄┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈

The yearners/cuddlers: Deuce, Ruggie, Azul, Kalim, Trein, Neige

These are a bunch of people who yearn for warmth and affection. Either they're used to being cuddled to sleep, or they have a natural urge to grab onto something or someone and hold onto it/them until the sun comes up. Their grip is sturdy, their sleep is sound and their pillow is very likely drooled on. They're the most likely to snore, from small kitten snores to bass bosted remixes.

『••✎••』

The pristine logs: Riddle, Jack, Silver, Crewel

This is the sleep position of a person who totally has their life together (/s) and absolutely nothing is wrong with them (/s). They are totally okay with their life (/s). Even from the moment the go to bed they know how they want to wake up in the morning. The pose is unshakeable and they are statues, impossible to wake up from the outside, even with the aid of the loudest Sebek available.

『••✎••』

The space hoggers: Grim, Ace, Jade, Floyd, Crowley

Their mission is to occupy as much of the bed as possible. Either from spreading their limbs for comfort or from moving in their sleep as if they're dreaming of participating in a yoga class, they will never wake up the same way they went to bed. Their dedication to claim as much of the bed as possible no matter who else shares it could be rivaled only by the Roman Empire.

『••✎••』

The squishy limb havers: Jamil, Cater, Idia, Che'nya

These people don't fall asleep, they collapse of exhaustion on their bed after being awake for too long, only to wake up a few hours later and wonder why their new bed was the floor. Unfortunately for them, it would be hard for them to fall back asleep, as they somehow managed to get some rest in the position they powered down in. If by some miracle half of their body is still on the bed in the morning, they consider it as a win.

『••✎••』

The coffin dwellers: Trey, Vil, Rook, Ortho, Malleus, Sebek, Sam

This is another position of a perfectly normal person with absolutely no issues whatsoever (/s). This pose is not only absolutely mundane and normal (/s), but it's also efficient: it's the position that allows them to sleep the best and to wake up the fastest in the morning. They sleep (or charge) in a position worth grading, and the school should implement a scoring system that would benefit their overall grade only based on the perfect stillness and grace and total normalcy (/s) of their sleep.

『••✎••』

The freefallers: Epel, Leona, Lilia, Vargas

These people have nothing to fear, as sleeping with you butt upwards and on your stomach is a pose used to assert dominance and superiority. It shows fearlessness, because an unprotected back is a show of vulnerability. Despite the risk they subject themselves to in order to make a statement, they refuse to change their sleeping position. They prefer their freedom and the superiority complex... and the neck / back pain in the morning.

『••✎••』

[kitkatt0430]

Free software recommendations for various things:

LibreOffice - A full home office suite comparable to Microsoft Office. Easy to use and you can choose the UI layout from several types; it can handle docx and other Microsoft Office document formats; it still does not include AI unless you specifically add that extension on purpose, so unlike other office suites it's not shoving AI down your throat.

Calibre - Ebook manager bundled with an ebook editor and ereader software. It can follow news feeds, downloading them into epub format. Convert ebooks from one format into (many) others. Run a server to make access your books from different computers/phones/tablets easier. And so much more... without even touching on the additional functionality that plugins can add. With plugins it can be used for DRM stripping (which can still remove DRM from even Kindle ebooks, if you have a kindle that you can download the ebook to and use to transfer to your computer). It can also handle downloading fanfics and their metadata using the FanFicFare plugin. (Which I've written tutorials about.) There are officially supported plugins (like FanFicFare) that are easy to install and unofficial plugins (like the DRM stripper) that take more work, so it's extremely customizable.

Syncthing - Want to host your own local file backup system? Have an old laptop that you can reformat with a linux distro? And maybe a spare hard drive? Perfect, you have what you need to set up a home file backup system. Reformat the computer with the new operating system, install syncthing on that computer and on the computer you want to back up files for and the two installations of the software can sync over your home network. Put it on your phone and back up your photos. The software is open source, encrypted, and you can turn it off so that your computer (or phone) is only running it on a trusted network. You control where the synced data lives, which computers on your network those synced folders are shared with (allowing for sharing between multiple computers) and even what type of file backups happen if data is, say, accidentally deleted. (File recovery!!!)

Plex or Emby - Both are free to install on any computer, point at any movie/tv show/audiobook/music files you've got sitting around, and bam you've got a home media streaming server. Both have paid tiers for more features (including tv tuner integration to act as a DVR), but what they can do for free is already impressive and well handled. Both have easy to use UI and it largely comes down to personal preference as to one is better than the other.

Notepad++ - A notepad type program that can also serve as a decent lightweight code editor. I use it for noodling around with code scripts and snippets, writing lists, and various other small tasks. It's not something I'd use for my professional code writing but it's great for just messing around with something on my own time.

[idkfitememate]

Welcome To Aperture Science

૮꒰˶ᵔ ᗜ ᵔ˶꒱ა Pairings : GN! GLaDOS Reader x Raiden Shogun, Kujo, Aether, Dottore & Maillardet

૮꒰ྀི∩´ ᵕ `∩꒱ྀིა W.K. : 6.5k

໒꒰ྀིᵔ ᵕ ᵔ ꒱ྀི১ Tags/CW&TW : Reader is a insane robot, Mutilation, descriptive gore

໒꒰ྀི˶˙Ⱉ˙˶꒱ྀིა Author’s note : I ran into a bit of a dilemma in writing this. I realized that a lot of you probably would be able to get into the role of you were called “GLaDOS”, so here’s the plan. I tried my hardest to not have to use (y/n), but me thinks I’m gonna have to. The actual operating system will be called “GLaDOS”, but you yourself will be called (y/n). You’re replacing Caroline & GLaDOS. There will be a little surprise - since this is my ver of Portal (AKA throwing Portal into Genshin), so you’ll be introduced as (y/n)! If this ruins the experience, please let me know, and I’ll come up with something different! ໒꒰ྀི´ ˘ ` ꒱ྀིა

Also! GORE WARNING!!!! THERE WILL BE GORE!! I’ll post a warning right before it starts and a little thing for where it ends!! ☆૮꒰ˊᗜˋ* ꒱ა

Finding out one of your islands is being used for things unknown is not something you want to wake up too.

But unfortunately, that was what Miss. Raiden Ei was subjected to this morning.

The apparent “island” wasn’t even actually an island. It looked like a small plot of land, with it’s only inhabitant being an old bot that resembled a Fontainian Meka - which was still active and very dangerous - and what looked to be some kind of small, one person hut. But when the fishermen who had found this island somehow managed to enter the hut, they found it actually housed a long, winding staircase that plummeted into the earth.

So of course this news was sent straight to Ei. As the Archon, anything that went on in her Nation’s boundaries that wasn’t documented was immediately brought up to her for investigation. In any other case she would have told the Tenryou Commission to take care of it or otherwise, but seeing as this was seemingly more than just a “island descending into the depths” - the fishermen also reported strange noises coming from below - this seemed like it would need to be handled with a more… direct touch.

Gathering her wits, she made a small “exploration team”. This team consisted of:

1. The Traveler, because why wouldn’t it

2. Kujo Sara, her loyalty will be of use

3. Maillardet, she had heard of his helping with the Icewind Suite Meka. His expertise may be needed.

And finally, though unfortunately,

4. Dottore.

As much as she may have detested the Fatui and their methods, she couldn’t deny they got results. And on top of that she had heard of his experiments on that of Ruin Guards, which again may be needed.

After making her plans and sending off letters to all she believed she may need, the Shogun began to wait.

૮꒰づ˶• ༝ •˶꒱づ ˚ʚ ꒰⁐⁐⁐⁐୨🍰🍧🍯୧⁐⁐⁐⁐꒱ ɞ˚

It was dark in the Aperture Science building. Though it wasn’t silent. After word from the singular guard at one of many openings alerted human sightings after… years of nothing, you had to admit something inside you was excited.

It was in human and monster nature to be curious of the unknown. And with all the years since your last… nuisance test subject, you figured that Aperture may have been - more likely was - forgotten by those above.

You rapidly repaired test room after test room, rebuilding the facility to the best of your current abilities. Which wasn’t much a problem, because due to the lack of human error, you were able to keep the place up and running with extreme precision.

It looked just like when Aperture was first built.

With different power sources from every nation, keeping powered on was never an issue. The location that had been found by humans was the one that was powered by the never ending lightning storm that surrounded the nation of Inazuma.

The strikes of Electro traveled through the water into sensors placed on the ocean floor, that changed the pure Electro into actual electricity that was then used to power the specific part of Aperture Science that was stationed below it.

The real facility spanned all across Teyvat.

This was only the beginning.

And your cold heart was more than ready for this coming future.

૮꒰づ˶• ༝ •˶꒱づ ˚ʚ ꒰⁐⁐⁐⁐୨🍰🍫🍭୧⁐⁐⁐⁐꒱ ɞ˚

“I am shocked than and Archon such as yourself has called for me.”

All heads in the room turned to face the masked male.

Kujo immediately summoned her bow and pointed it at the man, while Traveler did the same with his sword. Poor Maillardet only ran behind the armed female, clutching her skirt.

Kujo glanced at him before pushing all attention back on Dottore.

“Please lower your weapons.” Heads whipped to look at the sullen voice of Ei.

“I asked him to be here. Please do not make this experience more difficult than it already may be.” Even she seemed… less than enthused by her actions, but the sudden silence- to soak up her words - was interrupted by the man in question’s laughter.

“And how shocked I was when The Tsaritsa said the Electro Archon herself had asked for my assistance in a ‘pressing matter’! Please, do listen to her and try to not make this difficult?” His grin unwavering. Aether scoffed and Kujo only huffed a small ‘Yes, my Shogun’, before turning to her backseat passenger who hadn’t moved since Dottore’s appearance.

“… What?” The brunette asked. Then he sighed. “Just because I build fighters doesn’t mean I myself can fight, Madame.” He quickly pushed himself off her and dusted both her and him off.

With one more sigh, Ei stood.

“Let us not waste anymore time. There is an odd island off the coast of Amakane Island. On it is a single individual that resembles a Fontainian Meka, and a hut. The odd thing being that this hut holds a staircase that “plummets into the earth”, so say my sources.” She then looked at the Doctor.

“Have your men done anything to this island?” It was a fair question.

It wouldn’t be odd for the Fatui to have a lab or something of the sort in a Nation without the Archon or Nation’s knowledge. In fact, it wouldn’t be the first time. Though - again - Dottore only laughed again.

“No, Miss. Ei. We haven’t any labs that “plummet into the earth”, as you say.” Kujo flinched at him not referring to her Archon by her title, but before she could do anything, she was stopped by a look from said Archon.

“Thank you for being honest,��� she hummed, “Then we best be off. Who knows what we shall find and who knows how long we may be.” And she started off.

Following behind her was everyone but Maillardet, who looked confused.

“No equipment? No food provisions?” He glanced a guard who was stationed at a door nearby who shrugged. They both sighed and spoke in unison.

“Vision holders…”

૮꒰づ˶• ༝ •˶꒱づ ˚ʚ ꒰⁐⁐⁐⁐୨🎂🍬🧁୧⁐⁐⁐⁐꒱ ɞ˚

Making their way to Amakane Island was easy enough. Making their way to the unnamed island was also easy.

The Meka that was guarding the small hut was… tall, to say the least.

“It looks vaguely like a Suppression Specialist Mek mixed with an Assault Specialist Mek…” Maillardet muttered, causing Dottore’s head to whip in his direction.

“So nothing you’ve seen before?” He mused, causing the Fontainian to glare at him.

“No.” He huffed, “It isn’t.” Dottore smirked at that answer.

“Then we have an unknown Meka on our hands? Perhaps made by someone outside of Fontaine-“ “No.” Maillardet interrupted.

“It still has hints of Fontainian handiwork. The way you can see some gears and cogs, as well as the fact that it’s utilizing Fontaine gun tech. It very well could be imbued with Arkeh energy. If I had to guess, Ousia.”

Everyone stared at the man, who blushed.

“What I’m trying to say,” he breathed, “Is that while it’s not any Meka I’ve ever seen, it’s definitely made by Fontainian hands. Sir Aether should know how to deal with it effectively.” Dottore stared at the man.

Aether nodded and jumped off the boat they all currently inhabited, and began to attack. The others stayed back and watched as he gracefully dodged attacks and fought back.

Though, in a sudden switch of attack, the bullets firing from the cannon on its arm changed to Electro-Charged pellets of water. The sudden swap shocked Aether and the Mek was able to land a few solid hits on the man.

Getting fed up, Kujo stood to fight, but Ei held her back.

“Those are Electro-Charged attacks.” “I understand Shogun but-“ “No. We’d only make things worse.” With a huff, the tengu sat down, glaring at the Doctor who dared to chuckle.

The fight continued on for a few more minutes before Aether came out triumphant. As the Mek collapsed, a voice rung out from its destroyed body.

“Warn…ing…Intruders At….Inazuma Ent…rance…Access Not Given…Send Warning To GL…a…” Before finally collapsing. Aether stood overtop its corpse before turning to the others.

“Well… I suppose we can continue onward?” Maillardet questioned, only to be met with everyone else in the boat jumping out onto dry land, once more leaving him behind.

The man grumbled as he slowly pulled himself out the boat, soaking his boots and pants.

By the time he made it, everyone but Dottore had made their way into the hut, on their way down.

“After you.” The bluenette grinned, and Maillardet shuddered.

And then they all made their decent.

૮꒰づ˶• ༝ •˶꒱づ ˚ʚ ꒰⁐⁐⁐⁐୨🍮🍯🍫୧⁐⁐⁐⁐꒱ ɞ˚

While the staircase itself was long and narrow, surrounded on all sides by pipes and cogs, what they found at the bottom was truly a sight; though they had been going down for a while.

A large open space - like a courtyard. There was artificial sunlight that streamed in from the panels on the ceiling that simulated a blue sky. False grass and trees swayed in a deceptive breeze. A ‘building’ sat before them with glass doors. It was grey and unassuming, the words “Aperture Science Laboratories” was in big lettering above the doors in big, illuminated lighting.

“Incredible…” Dottore mumbled as the group began to make their way down a path that led from the staircase to the building.

Just then, a sharp creaking noise was heard, and the staircase they had just traversed began to retract. It slowly made its way upward, lifting off the ground. Without flinching, Kujo summoned her bow and knocked an arrow, looking for a place to shoot. Finding a button near the staircase labeled ‘emergency shut down’, she shot, hitting it head on.

“Sudden Power Surge Detected At: Inazuma Docking Station. Rerouting Power Surge To Backup Power Supply’s. Emergency Dock Closing System: Initiated.”

And with that, the stairs shot up, effectively sealing the group inside.

“Sorry, Shogun…” was the only thing that left the now embarrassed Kujo’s lips.

“Worry not, I am sure we’ll find another exit eventually. Let us continue forth.” And onward they went.

Walking down the path, Dottore noted that there were hills far beyond the little building before them, fading off into the distance.

“I wonder how long this facility stretches out?..” He wondered aloud. Maillardet grumbled under his breath.

“Hopefully not that far…”

Entering the building they were met with something none of them - minus Dottore - had experienced.

Fluorescent lighting.

The light outside had at least been convincing, but the buzzing overhead and the slight flickering was enough to get under everyone’s - again, minus Dottore’s - skin.

“Whatever is this awful-“

“Welcome, gentleman, to Aperture Science. Humans, Vision Holders, War-Hero’s, Hybrids — you’re here because we want the best, and you’re it. Now, who’s ready to make some science?”

Weapons were immediately drawn from hearing the unusual voice.

“Who dared cut of The Shogun-“

“Now, you already met one another on the boat ride over, so let me introduce myself. I’m Cave Johnson. I own the place.”

Kujo growled.

“Well, Mr. “Cave Johnson”, I recommend you reveal yourself before we-“

“Mr. Johnson! I believe you’re forgetting something..? Or rather, someone..?”

All heads turned to the wall length screen that turned on with the new voice.

They were met with a cartoonish figure of a person, though their head was replaced by the grey, circle logo of Aperture. They were dressed in a white button up with a black vest overtop. With pure black dress pants and black dress shoes. A snow white lab coat over their shoulders and pure white gloves on their hands. The only hint of color or their person was an orange tie.

Dottore was the first to walk over, pressing a gloved hand to the screen.

“This is all absolutely incredible…” he spoke with a grin.

Nobody noticed how the figure flinched away.

“That eager voice you heard is the lovely (y/n), my assistant. They were added as a safety protocol in case some of you get lost. There are screens all of Aperture where they can keep a close eye on you, to make sure you stay in one piece, or at least as close to one piece as we can get you. Now, rest assured, they have transferred your honorarium to the charitable organization of your choice, isn’t that right, (y/n)?”

The figure on the screen - now known as (y/n) - nodded. Or… nodded as best a 2D model may be able to nod.

“That’s right, Mr. Johnson.”

“Since their addition, they have been the backbone of this facility. Pretty as a postcard too. Sorry fellas, they’re married. To science.”

They watched as you walked over on the “screens”, trotting all the way over to a pair of double doors. With one arm behind you, you held an open palm in the direction of said doors.

“Now, if you just follow them, they’ll take you right to the testing sites.”

With that small tidbit of information, the group reluctantly walked their way over to the doors. Pushing through them, they watched as you faded on the other side. Only for the walls of the hallway surrounding them to light up with bright white light, and for you to be on their right side, walking down the hall on your screens.

“There’s a thousand tests performed everyday here in our enrichment spheres. I can’t personally oversee every single one of them, so these pre-recorded messages’ll cover any questions you might have, and respond to any incidents that may occur in the course of your science adventure!”

You continued walking down the long hall, it slowly dipping further and further into the earth, but not to an alarming degree. A tune played throughout the hall, your head bobbing to the beat.

“Recorded..?” Ei asked. She turned to Kujo and Aether, who both shrugged. She then turned to Maillardet who muttered a quick ‘I’ve heard of it… that’s all…’ then looked away. Finally she looked towards Dottore.

“… Recordings are a rather new technology I’ve discovered. It’s a lost technique from long ago, the act of taking the waves of one’s voice down onto a physical form - such as a disk or a vinyl - and relaying those waves through a certain machine to recreate noises. I’ve been able to get my hands on a few, but to find one of such large scale, with moving images to boot! If I can get my hands on whatever is relaying these recordings…” His voice toned back when he realized he was walking alone.

Turning back he noticed that everyone had stopped behind him, confusion written all over their faces. He groaned, slapping a hand over his eyes before dragging it down the side of his face.

“It refers to something hearing noise, then relaying it at a later time when prompted.” And on they continued. It took a moment to catch up to you, as you had continued on your merry way while they had been stopped.

When they made it, Cave Johnson began speaking again.

“Your test assignments will vary, depending on the manner in which you have bent the world to your will.”

They finally made it to the end of the hall, with double doors greeting them. The doors opened automatically, opening to a large space, akin to an auditorium. Doors led off to different halls, each closed off by double doors that were identical to the ones they just came through. The room was surrounded by the Aperture logo, with small tables set up with small experiments on them. Walking past, Maillardet’s eyes glanced at a potato battery.

The most obvious thing in the room were the blue and yellow lines on the floor that each led to another room. You popped up again on a few overhead screens, though now you were sitting at a desk, typing away. You occasionally took a sip from a grey cup.

“Those of you helping us test the repulsion gel today, just follow the blue lines on the floor. Those of you who volunteered to be injected with praying mantis DNA I’ve got some good news and some bad news.”

Lights lit up over the blue lines and your figure changed to a looping recording of you walking on the lines and through the door.

“Injected with praying mantis DNA… why would you ever..?” Maillardet wondered with a grimace, while Dottore only smirked.

“I think me and this Mr. Johnson may have something in common. Anything in the name of science.” His grin made Aether shiver.

“Can we please just move on?” The blonde growled. He turned to the two females, only to find Kujo trying to open another door with Ei beside her.

“What are you doing..?” He asked. The General exhaled before turning back to the group.

“Trying to find another way out. Why are we even listening to this Cave Johnson person? We don’t know who he is, we don’t know where he is, we don’t even know what he looks like.” She walked over to another set of doors and tugged.

“She has a point.” Said Ei. “But in that same breath, we don’t know where we are either. The only thing pushing us forward is the voice of Mr. Johnson.” She placed a hand on the tengu’s shoulder.

“I feel it may be in our best interest to listen for now. When we find an exit, we’ll leave immediately.” Kujo sighed and muttered an apology before turning to the blue lines.

The loop of your walking through the doors still played above as everyone filled through the doors.

“Bad news, we’re postponing those tests indefinitely. Good news is we have a much better test for you: fighting an army of mantis men.”

“WHAT?!-“ shouted Maillardet. “WHY WOULD YOU EVER-“ A hand was slapped over his mouth as Dottore shushed him.

“I want to hear the rest of this.” he whispered.

“Pick up a rifle and follow the yellow line. You’ll know when the test starts.”

“Oh Mr. Johnson…” Dottore swooned.

“Only a rifle..?” Maillardet whimpered.

Kujo groaned. “Don’t worry about that now. We’re following the blue lines. Not the yellow ones.” Ei grinned slightly at the banter.

“They say great science is built on the shoulder of giants. Not here. At Aperture, we do all our science from scratch. No hand holding.”

“I really do like this man.” Dottore grinned.

૮꒰づ˶• ༝ •˶꒱づ ˚ʚ ꒰⁐⁐⁐⁐୨🍩🍫🍦୧⁐⁐⁐⁐꒱ ɞ˚

Walking along the catwalks was a new feeling. Despite the no longer being really… anywhere… there were still screens nearby that depicted you walking along side the group.

Little to no effort was made to make any kind of conversation. Just the sounds of different kinds of shoes hitting the metal that made up the catwalks.

Though that all changed within a moment.

“Hello..? Hello??”

The sudden voice calling out made everyone come to a stop. Aether brandished his sword and turned to a pair of doors that led off the path they were being led down.

They waited with bated breath as the mechanical whirling of something moving towards them echoed in the open space. The walls themselves seemed to shift as whatever it was made its way to the door…

The doors burst open as a spherical robot with a bright blue eye pushed its way through the doors, pausing when it saw the group.

“Humans..? Humans?? Humans!! Wait… HUMANS?!?!” Its confound shock was extremely apparent, especially with the way it screamed out.

“WHAT ARE YOU DOING BACK HERE?!?! I haven’t seen a human since… since… her…” It’s tone grew somber within a second, but then it shook on its… bar??? Grip??? Dottore wanted to know.

“That doesn’t matter, what matters is that you guys are humans! Actual, genuine humans!” It rolled forward on its… whatever and faced them.

“… None of you have the portal gun though.. oh. Do you have those ‘vision’ things? Because I can assure you they won’t be of much help here-”

“And why is that?” Dottore jumped in.

“… Well first off all, it was incredibly rude to cut me off there, secondly, Aperture focused on the sciences that… well, had to do with those who lacked visions. Now don’t get me wrong, there were certainly tests for those who had them but uh… yeah these were mostly for those without.” It nodded.

“I see… now. Do you happen to have a name. Or would you tell us what you are?” The Doctor asked.

“A name..? Right! Oh gosh, I completely forgot about that. Wheatley’s the name and… yeah I don’t know where that was going really. And to answer the other question, I am what’s known as a core, but where are you lot off to?” He introduced. Though before the blue haired doctor could answer, a voice rung out.

“They’re off to test with the repulsion gel, Wheatley.” Your voice ring out, and there you were on the screen, facing them with a hand on your hip. The core seemed the freeze up at your voice, which didn’t go unnoticed.

“Oh! Uh… hey… (y/n)… hehe.” Wheatley seemed uncomfortable at now knowing of your presence, before something seemed to pop into his head.

“But… without the portal gun?”

“You don’t necessarily need a-“

“What’s a portal gun?” Maillardet questioned. You heaved a long sigh and Wheatley seemed to brighten up.

“We’ll only one of, if not the, best things Aperture has ever made, of course! It’s this nifty little gun that allows a person to go from one point, to another in just a snap!.. If I could snap I would to punctuate my point-“

“What he means-“ You interrupted, “Is that it is a special device that allows someone to manipulate space itself by opening up a doorway - otherwise known as a portal - and go from an unreachable point A to unreachable point B… or at the very least a vision-less ‘someone’. We weren’t able to test on those with a vision… or any non-humans with human intelligence; such as Oni from Inazuma or Adepti from Liyue. But even then our knowledge is… limited…”

Wheatley stared at you as you explained the Portal Gun in detail, before scanning the group.

“Oh! There is a vision-less with you!”

Maillardet swallowed nervously.

“Here, you won’t be at a disadvantage if you let us give you the Portal Gun! No need to feel like you may be falling behind… bloody hell you might even be able to go ahead and be advantaged in this situation!” The blue eyed bot explained.

“Wait wait wait… are either of you… alive or uh..” Aether stumbled over his words before you cut him off impatiently.

“Yes we are entirely sentient. Now Wheatley, we can’t make these decisions-“

“I don’t know why you’re complaining. You’ve been moping about for years! All because you ‘don’t have any human testers’ and ‘robots were starting to get the same results’ and ‘humans unpredictability made them unique’ and-“

“That’s enough, you idiot.” “HEY!-“ “Fine. Here’s how this will work, so be quiet and listen.”

Nobody moved.

“We will give your little friend access to The Portal Gun, you complete a couple tests for us, and we help you leave as fast as possible. Deal?”

“Well it doesn’t sound like we get much out of that deal besides our assured exit.” Ei stated, and you groaned.

“You’ll have access to technologies that those above this facility have not had access to for years. Plus, this will practically be free training. Now do we have a deal?” Your impatience was starting to grow clearer and clearer with each passing moment.

“Well-“ “YES!” Maillardet screamed. He didn’t care. This was his chance to truly make a name for himself. If he was able to get this ‘Portal Gun’ outside of the facility, the things he may be able to do with that tech…

Everyone looked at him with shock - though Dottore was more amused than anything - at how fast he agreed.

“Great! Wonderful even! Here, just follow me through here and we’ll get you right as rain, isn’t that right (y/n)?” Wheatley glanced at you as he turned on his rail. If you could, you would’ve rolled your eyes.

They watched as the screen you stood on blinked off, and Wheatley rolled away.

Maillardet followed behind and the others hesitated. Though after that moment of hesitation, they followed behind as well.

૮꒰づ˶• ༝ •˶꒱づ ˚ʚ ꒰⁐⁐⁐⁐୨🍡🍯🍮୧⁐⁐⁐⁐꒱ ɞ˚

Instead of the grey halls and metal walls they had become accustom to, they were met with greenage and foliage on all sides.

Flora of all kinds blossomed around them, tress that reached higher than any of them could see. They all followed behind the humming core, until he suddenly stopped.

“Now, this is a bit awkward, but my rail system ends here. I’m gonna let go, but I need someone to catch me. Do we have any volunteers..?” Wheatley informed and asked. He looked around the group only to make eye contact with Dottore. Who was grinning. Sharp teeth fully on display.

“Uhm… anyone..?” The robot squeaked. Though the only one who moved closer was Dottore.

He sighed, then ‘steeled’ his nerves.

“Alright, I’ll let go on the count of three- NO, ONE! If I do it on three I’ll chicken out and… mmmm I’m talking to much aren’t I? I’m nervous because of the very real possibility that you may drop me. Not to say you look weak or anything, you actually look quite strong. Has anyone ever told you that? I mean, personally I would prefer to be strong if I had a body… On that note I wished they gave us hands. That’d be nice. Or a way to move while not on the rail systems. They can only go so many places and so far, you know? And some of them end in the oddest of places. I found one that ended over a bottomless pit. Isn’t that just insane? I mean-“

Dottore grumbled something under his breath before moving directly below the blabbering bot. Then he cleared his throat, and screamed:

“ONE!”

The high pitched scream Wheatley let out as he fell would’ve been able to convince anyone that he was actually a girl. Dottore’s knees nearly buckled under the sheer weight of the still screaming robot in his arms. After finding his footing, they all stared at Wheatley, who continued to scream for a solid minute before realizing he wasn’t falling anymore.

“AAAAAAAAAAaaaaaa…. Oh. You caught me. That’s a first- Anyway, directions! You’re going to want to follow the greyed out path through the green, and you’ll find a platform behind some broken walls and such. I’ll admit, when you get there it’s a bit of a jump, but I have faith in you lot!” He… grinned??? Well it was as close to a grin as a giant metal eyeball could get.

Everyone hummed in response and continued to trek on. Every now and then Dottore or Ei would ask about a type of flower or plant they saw, only for Wheatley to say he’s neither the flower nor plant core. Which led to Dottore asking about cores and Wheatley offering an explanation.

“Cores are… well to put it in perspective think of the basic parts of your personality. Of what makes you, you. Cores are basically that! We work as the pure forms of interests or emotions. Such as the flower core, who only ever talks about flowers. Or the anger core who… uhm… well. He screams? I guess?” Wheatley answered.

“So… what do you embody? Fear? Worry? Rambling?” Dottore asked, only for Wheatley to shout in objection.

“No! Absolutely not! None of those things! In fact, just for that, I don’t think I want to tell you.” He spun his eye around as to not look at the man carried him, causing Dottore to chuckle.

Maillardet suddenly shot ahead, causing everyone to quickly follow after. Wheatley seemed to understand why he shot ahead.

“There she is.” He muttered.

Just behind a wall, there it was.

Placed on a pedestal, vines and flowers grew all around in a mesmerizing pattern. A small hole in the roof let a halo of light fall onto the midsized device.

It was sleek. It was shiny. White and black mixed together in a perfect blend.

“Isn’t it beautiful? The pride of Aperture. What nearly all of our resources went into after its conception.” Wheatley mused. His focus was entirely on the gun in front of them.

Though his previous statement was true, there was a rather large drop from the platform they were on and the platform the Gun was on.

“You can drop me here.” The core suddenly spoke. Dottore looked down with a bit of a scowl.

“Weren’t you the one who screamed like a baby at falling only about four feet?” He asked. Wheatley scoffed.

“That was the make sure you’d catch me… anyway, I know I can survive this fall. I’ve survived worse. Just drop me and then jump down. It’ll be easier that way.” Wheatley’s voice suddenly got very serious. it lost its lively charm and became something more robotic… which was ironic.

The robot started acting more robotic, and they felt uncomfortable about it.

Dottore scoffed, then dropped the core without care. Though this time, Wheatley didn’t make a sound, just a small grunt when he hit the floor.

‘It can physically feel..?’ Dottore wondered.

Then one by one, they jumped down - Aether catching Maillardet - and began their walk over to the Gun after Dottore picked up Wheatley again.

“Hold on.” The blue eyes core suddenly spoke. His eye turned to a wall, and the panels suddenly shifted. A small control panel pushed itself out, presenting itself to the group.

“Plug me in there. I can make sure nothing hostile happens to pass by.” He explained.

“Hostile..?” Ei questioned and Wheatley, suddenly seeming very tired, sighed.

“Yes. Hostile. Just- Don’t worry about it, okay? I promise nothing will happen.” He glanced back at the group with a drooped eye. Dottore placed him on the panel.

Electricity shot out for a moment, then the core settled. He looked back, then without a word, got pulled back into the wall.

“It looks… so mesmerizing…” Maillardet whispered. He was the closest to the Gun. He hesitantly reached a hand out and touched it. Then, he picked it up and got a grip on it.

“I can’t say I’ve ever shot a gun but…” The mechanic pointed the gun at a wall, away from everyone as they watched.

He shot the gun.

And everyone watched as a pure black circle surrounded by blue latched onto the wall.

Everyone stood in shock.

He hesitantly shot right next to the blue and was met with a circle of orange.

Though now he could see through both.

And they reflected the room back to him.

He walked closer and looked through one and saw everyone looking back at him in silent disbelief.

He stuck a hand through the blue portal.

And watched his hand exit the orange.

He fell back in shock and everyone ran closer. They gathered around him, awe and shock written all across their faces.

“This is…” Dottore spoke.

“… A revelation.” Maillardet finished.

“Truly, isn’t it?”

The third voice broke everyone out of their stupor. They watched as the walls fluctuated and moved, opening the room up into another.

It was dark - pitch black, save for the screen that had only your figure on it. You stared at the group before moving your attention to the Portal Gun.

“Such an expensive piece of equipment it is… hopefully you understand what I’m about to do is only in your best interests.”

The screens blipped off, and a hole in the center of the room opened, a disgusting orange red glow emanating from it.

“Preparations Made. Systems Online. Ready For Emergency Long Fall Boot Insertion. Is Moderator Ready?”

“Yes.” Your voice rung out.

“Participant Ready?”

Before anyone could speak, you spoke for them.

“Participant is ready.”

“All Parties Set. Commencing Insertion.”

˚ʚ ꒰GORE WARNING!! GORE STARTS HERE!!꒱ ɞ˚

Metal wires suddenly shot out from the floor, causing everyone who could to summon weapons. Unfortunately, you had a plan for that.

Your wires shot out and gripped the visions on everyone who had one, but tightly wrapped around both Aether and Ei, quickly picking them up and throwing them into walls.

“Stand down, don’t make this harder than it needs to be.” You warned.

The wires quickly wrapped around the ankles of Maillardet, dragging him forward and making him drop the Gun. Kujo rushed forward but a wire wrapped around her and threw her to the ground.

“Last. Warning.” You said.

They were forced to watch as the vision less man was strapped down to a table that came up front the pit by those wires. Buzz saws and bone saws and needles and others rose from the hole in the ground.

Wires tore at his pants and ripped the boots off his struggling body.

“This is going to hurt. A lot. I don’t personally believe in anesthesia, but feel free to pass out.”

And with that, the first saw turned on and immediately buried itself in his leg, blood spraying and his screams ripping themselves out his throat. You could practically hear the tendons snapping as he cried.

It went until it hit bone, where you moved the buzz saw out of his leg with a sickening *squelch*, pressing the saw into his bone and quickly sawing through.

Everyone - of course, minus Dottore - did their best to look away from the scene, but Kujo couldn’t help the whimper that left her lips when some blood spattered on her face.

After bone, the buzz saw when back to work until the odd cut was completed. It was curved, leaving the front of the lower leg untouched, but the back - up to the upper caff - was completely removed, as well as the ankle and leg. Then the process started all over on the next leg.

“Did you know there was once a surgery with a 300% mortality rate? It was an amputation, much like this one, preformed by a Mr. Robert Liston over two hundred years ago. What happened was his patient died of an infection, his assistant also died of an infection after his fingers had been amputated accidentally, and a witness of shock after the knife came too close. Isn’t that interesting?”

Your words echoed through the chamber over the cries of Maillardet who just lost his other lower leg.

The two amputated leg parts were picked up by robotic claws which threw them into the hole below. Then, two odd looking boots were raised from said hole.

The class took the boots apart and began to assemble them on the man’s body. They were a solid white with black base and a weird black wire at rhetorical back.

The screams grew worse - then silent after Maillardet finally passed out due to pain - as the black wire - which was connected to the black base - was drilled into what was left of the bone. The wire was then shifted, then grafted into the muscle and bone.

The white part was reattached to the black, the straps tightening against what was left of the skin, before it was literally melted onto the boot.

The smell of burning skin, bones and blood filled the room.

“See, wasn’t that easy?”

His body was thrown off the table and next to the Gun.

The wires let go of everyone, and Aether landed on the floor, passed out.

˚ʚ ꒰GORE OVER GORE OVER!! YOU’RE SAFE!!꒱ ɞ˚

“Why aren’t my abilities working..?” Ei wondered aloud while helping Kujo to her feet.

“You think I wouldn’t recognize a God? News Travels, Beel. We have a few protocols in case a God were to ever wonder into our wonderful facility, but I don’t think I feel like telling you exactly what’s happening to you.”

She quickly looked up above the still open hole in the ground with a glare.

“Stop being a coward and reveal yourself.” She hissed.

“If you insist.”

The lights suddenly turned on, blinding all who were awake.

Dottore stared on in wonder at your body. It resembled that of a human who was suspended from the ceiling. Legs pressed together and arms bound behind them with their back to the floor.

It was the most beautiful piece of machinery he had ever seen.

You slowly turned to face them, the orange light of your eye glaring down at them.

“Let me formally introduce myself, this time without the assistance of a recording. This body you see before you has been dubbed the “Genetic Lifeform and Disk Operating System”. GLaDOS for short. Though if you prefer it, (y/n) is not off the table.”

“Where… is Wheatley?” Kujo suddenly asked.

“I figured you wouldn’t like him. How shocking you ask. But if you must know… You’re free to reveal yourself.” You mussed.

Silently, the core rode in on a rail in the background on a catwalk. He looks away.

“You’ve payed me back enough, moron. You no longer hold a debt.”

The room was silent.

He had… he betrayed them?

People he didn’t even know?

“… I still feel the itch, you know..?”

Your large head turned to face the blue eyed core.

“I know I’m not the smartest… but I still feel

The itch. It’s like it’s at the back of my brain… and you know what needs to be done to fix it. Please allow me to stay. I won’t… I won’t muck up as bad as I did last time.” His voice was barely above a whisper.

He felt bad and everyone could tell, but you knew that the need to test was able to push back all other thoughts. All other emotions.

It changed people. No matter if they were made of flesh or metal.

And addiction is an addiction. No matter what.

It wouldn’t go away with a bit of cold turkey quitting. That always came with side effects.

The silence was deafening.

If you could smile, you would.

“If you want. I may have final say, but my control over the cores is loose.”

Your gaze turned back to the group who had huddled themselves in a corner, glaring at you.

But you noticed Dottore was staring with less hatred and more… curiosity.

Like a child.

“You understand why I did what I did, don’t you?” Your voice was cold, yet still somehow held some kind of twisted warmth.

“It was to make him stronger. He can survive tests without a hitch now. As soon as he recovers, we’ll be able to continue testing without a hitch. You’ll each be given a relaxation pod while we wait. I’ll be holding up the end of my deal.” You turned away and focused on the screens behind you.

“What… are you..?” Ei asked.

“I thought I answered that question. I am GLaDOS. I am (y/n). I am the current head of Aperture Science.” You turned back to the group.

“And as long as you’re here under my care, I can assure you that we’ll have loads of fun.“

Everyone who was awake was suddenly knocked out by the gas you had been silently filled the room with.

It was time for testing to begin.

໒꒰ྀི˶˙Ⱉ˙˶꒱ྀིა Author’s note : I hope this is good! Ima be honest, don’t know if any of the explanations for anything that was explained make sense lol. Also, don’t forget to tell me if you were okay with the whole (y/n) thing! ૮꒰ྀི∩´ ᵕ `∩꒱ྀིა

This is just in case nothing more gets requested: (y/n)’s transformation went like this: human (Cave’s assistant), mascot (first take on GLaDOS-like system, success), GLaDOS (Cave asked for them [they retained their human personality and memories as the mascot] to be GLaDOS while he was dying, like in the cannon)

Now I’m gonna spend some time on Requests! After which I’ll start on Mora!Creator! Again, I hope you enjoyed! ૮꒰˶ᵔ ᗜ ᵔ˶꒱ა˖⁺‧₊˚

And don’t be scared to request any Automation Reader (Executioner or GLaDOS) okay bye-

[nesiacha]

Lazare Carnot and the Colonial Question?

I just came across a document on JSTOR (my computer is in a good mood today, so I managed to read 10 pages)

I was reading the article Éthique et rhétorique de la Révolution chez Gracchus Babeuf et Toussaint Louverture.

The author discusses the date on which Gracchus was executed, May 27, 1797, and how shortly before, he had written an open letter criticizing the policies of the Directory. The author draws a parallel with Toussaint Louverture.

“Two days later, on Prairial 10, Year V, the pro-royalist colonist Vienot-Vaublanc, a prominent member of the Council of Five Hundred, delivered an ‘impolitic and incendiary’ speech about the general situation on the island of Saint-Domingue, which prompted a lengthy Réfutation of Certain Assertions in a Speech Delivered at the Legislative Body, written by Toussaint Louverture. Then, on Brumaire 15, Year VI, Toussaint Louverture sent a similar letter to the Directory, openly criticizing the colonial party in France as ‘enemies of the current system.’”

So far, I understand the parallel between Toussaint Louverture and Gracchus Babeuf.

But here’s where I get lost:

“It is easy to note, following a simple chronology of events, the almost perfect intertwining of the respective fates of Babeuf and Louverture under the Directory, then the Consulate. Scarcely had Babeuf’s body been beheaded, and the ‘Babouviste’ question ‘resolved’ by Carnot, when (...), under pressure from the colonists, set about tackling the colonial situation again, reactivating the colonial question that had remained unresolved, provoking what Jaurès would rightly call a ‘wounding of the revolutionary conscience.’”

End of the text excerpt. The source on Carnot in this article is listed as Marcel Dorigny and Bernard Gainot, La Révolution et la "question coloniale."

The problem is that, from my previous readings, I had always thought, according to historian Frédéric Régent (if I’m not mistaken—I'll need to find the reference) that at least two-thirds of enslaved people had been emancipated. Victor Hugues was criticized for his ambiguous stance, whereas Sonthonax was much more committed to the abolition of slavery, although it's more complicated than that. Eventually, Victor Hugues would become a supporter of re-establishing slavery under Bonaparte in Guadeloupe, while his revolutionary colleague Alexandre Kirwan would side with Delgrès and Ignace against slavery and ultimately lose his life.

I also previously explained in another post that Bonaparte’s reinstatement of slavery was illegal. As for 1797, we are in a period where there is the abolition of slavery , as far as I know, and therefore the Directory did not violate the law on slavery . So, this is where I’m a bit confused: I know there were influential figures within the Directory who favored reinstating slavery, but it hadn’t actually been reinstated. Perhaps the author of the article is referring to the seizure of lands that were then redistributed to colonists. I couldn’t delve into the entire article, having accessed only the first 10 pages.

This article is making me rethink what I thought I knew, especially since it’s well-sourced. (But then again, we’re all here to learn in one way or another. 🧐)

You get it—this is a call for more information. So, if anyone has answers, please let me know.

Here the link of the article:

https://www.jstor.org/stable/43932870

[triviallytrue]

i am not really interested in game development but i am interested in modding (or more specifically cheat creation) as a specialized case of reverse-engineering and modifying software running on your machine

like okay for a lot of games the devs provide some sort of easy toolkit which lets even relatively nontechnical players write mods, and these are well-documented, and then games which don't have those often have a single-digit number of highly technical modders who figure out how to do injection and create some kind of api for the less technical modders to use, and that api is often pretty well documented, but the process of creating it absolutely isn't

it's even more interesting for cheat development because it's something hostile to the creators of the software, you are actively trying to break their shit and they are trying to stop you, and of course it's basically completely undocumented because cheat developers both don't want competitors and also don't want the game devs to patch their methods....

maybe some of why this is hard is because it's pretty different for different types of games. i think i'm starting to get a handle on how to do it for this one game - so i know there's a way to do packet sniffing on the game, where the game has a dedicated port and it sends tcp packets, and you can use the game's tick system and also a brute-force attack on its very rudimentary encryption to access the raw packets pretty easily.

through trial and error (i assume) people have figured out how to decode the packets and match them up to various ingame events, which is already used in a publicly available open source tool to do stuff like DPS calculation.

i think, without too much trouble, you could probably step this up and intercept/modify existing packets? like it looks like while damage is calculated on the server side, whether or not you hit an enemy is calculated on the client side and you could maybe modify it to always hit... idk.

apparently the free cheats out there (which i would not touch with a 100 foot pole, odds those have something in them that steals your login credentials is close to 100%) operate off a proxy server model, which i assume intercepts your packets, modifies them based on what cheats you tell it you have active, and then forwards them to the server.

but they also manage to give you an ingame GUI to create those cheats, which is clearly something i don't understand. the foss sniffer opens itself up in a new window instead of modifying the ingame GUI.

man i really want to like. shadow these guys and see their dev process for a day because i'm really curious. and also read their codebase. but alas

[mariacallous]

Now that Donald Trump is returning to a second term as U.S. president, ascertaining the true state of Russia’s war economy is more important than ever. Trump’s advisors believe that Ukraine must settle for peace by whatever means necessary “to stop the killing.” Implicit in this argument is the view that Russia has the ability to sustain the war for many years to come. On close examination of the evidence, however, the narrative that Russia has the resources to prevail if it so chooses does not hold.

The apparent resilience of the Russian economy has confounded many strategists who expected Western sanctions to paralyze Moscow’s war effort against Ukraine. Russia continues to export vast quantities of oil, gas, and other commodities—the result of sanctions evasion and loopholes deliberately designed by Western policymakers to keep Russian resources on world markets. So far, clever macroeconomic management, particularly by Russian Central Bank Governor Elvira Nabiullina, has enabled the Kremlin to keep the Russian financial system in relative health.

At first glance, the numbers look surprisingly strong. In 2023, GDP grew by 3.6 percent and is expected to rise by 3.9 percent in 2024. Unemployment has fallen from around 4.4 percent before the war to 2.4 percent in September. Moscow has expanded its armed forces and defense production, adding more than 500,000 workers to the defense industry, approximately 180,000 to the armed forces, and many thousands more to paramilitary and private military organizations. Russia has reportedly tripled its production of artillery shells to 3 million per year and is manufacturing glide bombs and drones at scale.

Despite these accomplishments, Russia’s war economy is heading toward an impasse. Signs that the official data masks severe economic strains brought on by both war and sanctions have become increasingly apparent. No matter how many workers it tries to shift to the defense industry, the Kremlin cannot expand production fast enough to replace weapons at the rate they are being lost on the battlefield. Already, about around half of all artillery shells used by Russia in Ukraine are from North Korean stocks. At some point in the second half of 2025, Russia will face severe shortages in several categories of weapons.

Perhaps foremost among Russia’s arms bottlenecks is its inability to replace large-caliber cannons. According to open-source researchers using video documentation, Russia has been losing more than 100 tanks and roughly 220 artillery pieces per month on average. Producing tank and artillery barrels requires rotary forges—massive pieces of engineering weighing 20 to 30 tons each—that can each produce only about 10 barrels a month. Russia only possesses two such forges.

In other words, Russia is losing around 320 tank and artillery cannon barrels a month and producing only 20. The Russian engineering industry lacks the skills to build rotary forges; in fact, the world market is dominated by a single Austrian company, GFM. Russia is unlikely to acquire more forges and increase its production rate, and neither North Korea nor Iran have significant stockpiles of suitable replacement barrels. Only a decision by China to provide barrels from its own stockpiles could stave off Russia’s barrel crisis.

To resupply its forces, Russia has been stripping tank and artillery barrels from the vast stockpiles it inherited from the Soviet Union. But these stockpiles have withered since the start of the war. Combining current rates of battlefield loss, recycling from stockpiles, and production, Russia looks set to run out of cannon barrels some time in 2025.

Russia is consuming other weapons, too, at rates far faster than its ability to produce them. Open-source researchers have counted the loss of at least 4,955 infantry fighting vehicles since the war’s onset, which comes out to an average of 155 per month. Russian defense contractors can produce an estimated 200 per year, or about 17 per month, to offset these losses. Likewise, even Russia’s expanded production of 3 million artillery shells per year pales in comparison to the various estimates for current consumption at the front. While those estimates are lower than the 12 million rounds Russian forces fired in 2022, they are much higher than what Russian industry can produce.

We do not know when Russia will hit the end of the road with each equipment type. But there is little the Kremlin can do little to stave off that day. With the Russian economy essentially at full employment, Russian defense companies now struggle to attract workers. To make matters worse, these companies are competing for the same personnel as the Russian armed forces, which need to recruit 30,000 fresh troops each month to replace casualties. To this end, the military is offering lavish signing bonuses and greatly increased pay. Defense producers, in turn, have had to increase wages fivefold, contributing to an inflation rate that reached 8.68 percent in October.

Paradoxically, the same factors that are converging to restrict Russia’s ability to wage war also mean that it cannot easily make peace.

Russia’s economic performance—marked by low unemployment and rising wages—is a product of military Keynesianism. In other words: Vast military expenditures, which are unsustainable in the long term, are artificially boosting employment and growth. Almost all the new jobs are related to the military and produce little of value to the civilian economy, where most sectors have great difficulty finding workers.

Defense spending has officially jumped to 7 percent of Russia’s GDP and is projected to consume more than 41 percent of the state budget next year. The true magnitude of military expenditures is significantly higher. Russia’s nearly 560,000 armed internal security troops, many of which have been deployed to occupied Ukraine, are funded outside the defense budget—as are the private military companies that have sprouted across Russia.

Paring back these massive defense expenditures, however, will inevitably produce an economic downturn. If the Kremlin draws down the armed forces to a sustainable level, large numbers of traumatized veterans and well-paid defense workers will find themselves redundant. The experience of other societies—in particular, European states after World War I—suggests that hordes of demobilized soldiers and jobless defense workers are a recipe for political instability.

The magnitude of the post-war Russian recession will be all the worse because Russia’s civilian economy—particularly small- and medium-sized firms—has shrunk due to the war. In a phenomenon familiar to economists, high defense expenditures have bid up salaries and attracted labor away from nondefense firms. The Russian Central Bank’s policy of raising interest rates, which currently stand at 21 percent, has made it much more difficult for nondefense companies to raise capital through loans. In post-war Russia, a shrunken civilian sector will not be able to absorb the soldiers and workers cast off by the military and defense sector.

Therefore, Russia’s leaders face an unenviable set of dilemmas entirely of their own making. Russia cannot continue waging the current war beyond late 2025, when it will begin running out of key weapons systems.

Concluding a peace agreement, however, poses a different set of problems, as the Kremlin needs to choose between three unpalatable options. If it draws down the armed forces and defense industries, it will spark a recession that could threaten the regime. If Russian policymakers instead maintain high levels of defense spending and a bloated peacetime military, it will asphyxiate the Russian economy, crowding out civilian industry, and stifle growth. Having experienced the Soviet Union’s decline and fall for similar economic reasons, Russian leaders will probably seek to avoid this fate.

A third option, however, is available and likely beguiling: Rather than demobilizing or bankrupting themselves, Russian leaders could instead use their military to obtain the economic resources needed to sustain it—in other words, using conquest and the threat thereof to pay for the military.

Plenty of precedents exist. In 1803, French Emperor Napoleon Bonaparte ended 14 months of peace in Europe because he could not afford to fund his military based on French revenues alone—and he also refused to demobilize it. In 1990, Iraqi leader Saddam Hussein similarly invaded oil-rich Kuwait because he could not afford to pay the million-man army that he refused to downsize. In both cases, the mirage of conquest seemed attractive for sustaining overly large defense establishments without having to pay for them.

Russia could likewise exploit its expanded military to extract rents from other states. Even though Russia is running out of key weapons systems for its all-out war on Ukraine, its forces will still be capable of punctual acts of aggression. Indeed, it’s easy to imagine how Russia might pursue such a policy.

Substantial offshore gas reserves have been discovered in the Black Sea within Ukraine’s and Georgia’s internationally recognized exclusive economic zones (EEZs). Whenever Western states are distracted by other priorities, Russia could also renew its aggression against Ukraine in order to gain control of its agricultural, gas, and rare-earth resources. Finally, Russia might use threats of force rather than actually fighting in order to coerce European states to withdraw sanctions, unfreeze Russian assets, or reopen gas and oil pipelines.

Some important lessons emerge. First, Russia’s economy cannot indefinitely sustain its war against Ukraine. Labor and production bottlenecks will condemn Russia to defeat as long as Ukraine’s allies sustain it beyond the second half of 2025. Contrary to the myth of infinite Russian resources, the Kremlin’s armies are far from unbeatable. But Russia’s defeat demands a level of Western patience and commitment that a combination of vacillating Western leaders and volatile domestic politics renders questionable.

Second, the cessation of full-scale fighting in Ukraine will not end the West’s problems with Russia. Russia’s supersized military sector incentivizes the Kremlin to use its military to extract rents from neighboring states. The alternatives—demobilizing and incurring a recession or indefinitely funding a bloated military and defense industry—pose existential threats to Putin’s regime.

However Russia ends its current war, the country’s economic realities alone will generate new forms of insecurity for Europe. Far-sighted policymakers should focus on mitigating these future threats, even as they focus on how the current round of fighting in Ukraine will end.

[agileseen24]

"From Passion to Profession: Steps to Enter the Tech Industry"

How to Break into the Tech World: Your Comprehensive Guide

In today’s fast-paced digital landscape, the tech industry is thriving and full of opportunities. Whether you’re a student, a career changer, or someone passionate about technology, you may be wondering, “How do I get into the tech world?” This guide will provide you with actionable steps, resources, and insights to help you successfully navigate your journey.

Understanding the Tech Landscape

Before you start, it's essential to understand the various sectors within the tech industry. Key areas include:

Software Development: Designing and building applications and systems.

Data Science: Analyzing data to support decision-making.

Cybersecurity: Safeguarding systems and networks from digital threats.

Product Management: Overseeing the development and delivery of tech products.

User Experience (UX) Design: Focusing on the usability and overall experience of tech products.

Identifying your interests will help you choose the right path.

Step 1: Assess Your Interests and Skills

Begin your journey by evaluating your interests and existing skills. Consider the following questions:

What areas of technology excite me the most?

Do I prefer coding, data analysis, design, or project management?

What transferable skills do I already possess?

This self-assessment will help clarify your direction in the tech field.

Step 2: Gain Relevant Education and Skills

Formal Education

While a degree isn’t always necessary, it can be beneficial, especially for roles in software engineering or data science. Options include:

Computer Science Degree: Provides a strong foundation in programming and system design.

Coding Bootcamps: Intensive programs that teach practical skills quickly.

Online Courses: Platforms like Coursera, edX, and Udacity offer courses in various tech fields.

Self-Learning and Online Resources

The tech industry evolves rapidly, making self-learning crucial. Explore resources like:

FreeCodeCamp: Offers free coding tutorials and projects.

Kaggle: A platform for data science practice and competitions.

YouTube: Channels dedicated to tutorials on coding, design, and more.

Certifications

Certifications can enhance your credentials. Consider options like:

AWS Certified Solutions Architect: Valuable for cloud computing roles.

Certified Information Systems Security Professional (CISSP): Great for cybersecurity.

Google Analytics Certification: Useful for data-driven positions.

Step 3: Build a Portfolio

A strong portfolio showcases your skills and projects. Here’s how to create one:

For Developers

GitHub: Share your code and contributions to open-source projects.

Personal Website: Create a site to display your projects, skills, and resume.

For Designers

Design Portfolio: Use platforms like Behance or Dribbble to showcase your work.

Case Studies: Document your design process and outcomes.

For Data Professionals

Data Projects: Analyze public datasets and share your findings.

Blogging: Write about your data analysis and insights on a personal blog.

Step 4: Network in the Tech Community

Networking is vital for success in tech. Here are some strategies:

Attend Meetups and Conferences

Search for local tech meetups or conferences. Websites like Meetup.com and Eventbrite can help you find relevant events, providing opportunities to meet professionals and learn from experts.

Join Online Communities

Engage in online forums and communities. Use platforms like:

LinkedIn: Connect with industry professionals and share insights.

Twitter: Follow tech influencers and participate in discussions.

Reddit: Subreddits like r/learnprogramming and r/datascience offer valuable advice and support.

Seek Mentorship

Finding a mentor can greatly benefit your journey. Reach out to experienced professionals in your field and ask for guidance.

Step 5: Gain Practical Experience

Hands-on experience is often more valuable than formal education. Here’s how to gain it:

Internships

Apply for internships, even if they are unpaid. They offer exposure to real-world projects and networking opportunities.

Freelancing

Consider freelancing to build your portfolio and gain experience. Platforms like Upwork and Fiverr can connect you with clients.

Contribute to Open Source

Engaging in open-source projects can enhance your skills and visibility. Many projects on GitHub are looking for contributors.

Step 6: Prepare for Job Applications

Crafting Your Resume

Tailor your resume to highlight relevant skills and experiences. Align it with the job description for each application.

Writing a Cover Letter

A compelling cover letter can set you apart. Highlight your passion for technology and what you can contribute.

Practice Interviewing

Prepare for technical interviews by practicing coding challenges on platforms like LeetCode or HackerRank. For non-technical roles, rehearse common behavioral questions.

Step 7: Stay Updated and Keep Learning

The tech world is ever-evolving, making it crucial to stay current. Subscribe to industry newsletters, follow tech blogs, and continue learning through online courses.

Follow Industry Trends

Stay informed about emerging technologies and trends in your field. Resources like TechCrunch, Wired, and industry-specific blogs can provide valuable insights.

Continuous Learning

Dedicate time each week for learning. Whether through new courses, reading, or personal projects, ongoing education is essential for long-term success.

Conclusion

Breaking into the tech world may seem daunting, but with the right approach and commitment, it’s entirely possible. By assessing your interests, acquiring relevant skills, building a portfolio, networking, gaining practical experience, preparing for job applications, and committing to lifelong learning, you’ll be well on your way to a rewarding career in technology.

Embrace the journey, stay curious, and connect with the tech community. The tech world is vast and filled with possibilities, and your adventure is just beginning. Take that first step today and unlock the doors to your future in technology!

contact Infoemation wensite: https://agileseen.com/how-to-get-to-tech-world/ Phone: 01722-326809 Email: info@agileseen.com

[thailandimmigration]

1. Structural Framework of the Privilege Visa System

1.1 Legislative Foundations

Established under Royal Thai Police Order No. 327/2557 (2014)

Administered by Thailand Privilege Card Company Limited (TPC), a subsidiary of the Tourism Authority of Thailand

Operates parallel to but distinct from the Elite Visa program

1.2 Program Evolution

2014 Launch: Initial 5-year membership structure

2019 Restructuring: Introduction of tiered benefits system

2023 Enhancements: Digital integration and expanded concierge services

2. Comprehensive Benefit Structure

2.1 Immigration Advantages

Dedicated Immigration Channel: 24/7 access at 8 international airports

Multiple Re-entry Permit: Embedded in visa validity

90-Day Reporting: Optional (can be handled by TPC staff)

2.2 Lifestyle Concierge Services

Real Estate Acquisition Support: Curated property portfolio access

Education Placement: Partnership with 17 international schools

Medical Coordination: Priority at 38 partner hospitals

2.3 Financial Infrastructure

Thai Bank Account: Expedited opening with minimum deposit waiver

Tax Advisory: Complimentary 10-hour annual consultation

Currency Exchange: Preferred rates at Siam Commercial Bank

3. Eligibility & Application Scrutiny

3.1 Vetting Criteria

Financial Health Check:

Liquid assets verification (minimum THB 3M equivalent)

Source of funds audit

Background Clearance:

Interpol database cross-check

Thai security agency review

3.2 Document Requirements

Primary Applicant:

10-year passport history

Certified financial statements

Health insurance (USD 100,000 coverage)

Dependents:

Legalized marriage/birth certificates

Academic records (for student dependents)

3.3 Approval Timeline

StageDurationKey ConsiderationsPreliminary Screening7-10 daysDocument completeness checkFinancial Verification15-20 daysBank confirmation processSecurity Clearance30-45 daysEnhanced for certain nationalitiesFinal Issuance5 daysCard production and delivery

4. Tax & Legal Implications

5.1 Residency Status

Non-Tax Resident: For members spending <180 days/year

Tax Resident: Automatic after 183 days with additional reporting

4.2 Asset Management

Property Ownership: Condo purchases permitted under foreign quota

Investment Vehicles: Access to SET through special foreign investor accounts

4.3 Inheritance Planning

Will Registration: Mandatory for property holdings

Succession Tax: 10% on Thai-situs assets exceeding THB 100M

5. Operational Realities & Limitations

5.1 Practical Constraints

Work Prohibition: No employment rights without separate work permit

Business Activities: Passive investment only

Political Activities: Complete restriction

5.2 Service Level Agreements

Response Times:

Emergency: 30 minutes

Standard: 4 business hours

Guarantees:

Airport processing within 15 minutes

Medical appointment scheduling within 24 hours

6. Comparative Analysis with Competing Programs

ParameterThailand GOLDMalaysia MM2HUAE Golden VisaMinimum StayNone90 days/year1 day every 6 monthsHealthcareTHB 500K annual creditMandatory insurancePremium coverageEducation15% tuition discountLocal school accessInternational optionsPath to PRNoAfter 10 yearsAfter 5 years

7. Strategic Utilization Framework

7.1 Optimal User Profiles

High-Net-Worth Retirees: Age 50+ with global income streams

Global Nomads: Location-independent entrepreneurs

Family Offices: Multi-generational wealth management

7.2 Financial Optimization

Currency Hedging: THB-denominated asset allocation

Tax Year Planning: Residency day counting system

Insurance Structuring: International policy portability

8. Emerging Program Developments

8.1 2024 Enhancements

Digital Nomad Add-on: Remote work endorsement (Q3 rollout)

Crypto Wealth Verification: BTC/ETH acceptance for qualification

Regional Hub Access: Expanded services in Chiang Mai and Phuket

8.2 Pending Regulatory Changes

Family Office Recognition: Special provisions under discussion

Art Import Privileges: Proposed duty-free allowances

Yacht Registration: Streamlined process for members

9. Critical Evaluation & Recommendations

9.1 Value Proposition Assessment

Strengths:

Unmatched concierge infrastructure

Banking and financial access

Healthcare coordination

Weaknesses:

No path to permanent residency

Rigid membership tiers

Limited business activity

9.2 Implementation Checklist

Pre-Application:

6-month financial trail preparation

Dependent document legalization

Active Membership:

Annual benefit utilization audit

Tax residency monitoring

Renewal Planning:

180-day advance evaluation

Tier upgrade analysis

Final Verdict: 

The GOLD membership represents Thailand's most sophisticated non-immigrant residency solution for affluent individuals prioritizing lifestyle quality over economic activity rights. While not a pathway to citizenship, its operational advantages and service infrastructure remain unparalleled in Southeast Asia for those meeting the financial thresholds.

[jcmarchi]

Unlock the other 99% of your data - now ready for AI

New Post has been published on https://thedigitalinsider.com/unlock-the-other-99-of-your-data-now-ready-for-ai/

Unlock the other 99% of your data - now ready for AI

For decades, companies of all sizes have recognized that the data available to them holds significant value, for improving user and customer experiences and for developing strategic plans based on empirical evidence.

As AI becomes increasingly accessible and practical for real-world business applications, the potential value of available data has grown exponentially. Successfully adopting AI requires significant effort in data collection, curation, and preprocessing. Moreover, important aspects such as data governance, privacy, anonymization, regulatory compliance, and security must be addressed carefully from the outset.

In a conversation with Henrique Lemes, Americas Data Platform Leader at IBM, we explored the challenges enterprises face in implementing practical AI in a range of use cases. We began by examining the nature of data itself, its various types, and its role in enabling effective AI-powered applications.

Henrique highlighted that referring to all enterprise information simply as ‘data’ understates its complexity. The modern enterprise navigates a fragmented landscape of diverse data types and inconsistent quality, particularly between structured and unstructured sources.

In simple terms, structured data refers to information that is organized in a standardized and easily searchable format, one that enables efficient processing and analysis by software systems.

Unstructured data is information that does not follow a predefined format nor organizational model, making it more complex to process and analyze. Unlike structured data, it includes diverse formats like emails, social media posts, videos, images, documents, and audio files. While it lacks the clear organization of structured data, unstructured data holds valuable insights that, when effectively managed through advanced analytics and AI, can drive innovation and inform strategic business decisions.

Henrique stated, “Currently, less than 1% of enterprise data is utilized by generative AI, and over 90% of that data is unstructured, which directly affects trust and quality”.

The element of trust in terms of data is an important one. Decision-makers in an organization need firm belief (trust) that the information at their fingertips is complete, reliable, and properly obtained. But there is evidence that states less than half of data available to businesses is used for AI, with unstructured data often going ignored or sidelined due to the complexity of processing it and examining it for compliance – especially at scale.

To open the way to better decisions that are based on a fuller set of empirical data, the trickle of easily consumed information needs to be turned into a firehose. Automated ingestion is the answer in this respect, Henrique said, but the governance rules and data policies still must be applied – to unstructured and structured data alike.

Henrique set out the three processes that let enterprises leverage the inherent value of their data. “Firstly, ingestion at scale. It’s important to automate this process. Second, curation and data governance. And the third [is when] you make this available for generative AI. We achieve over 40% of ROI over any conventional RAG use-case.”

IBM provides a unified strategy, rooted in a deep understanding of the enterprise’s AI journey, combined with advanced software solutions and domain expertise. This enables organizations to efficiently and securely transform both structured and unstructured data into AI-ready assets, all within the boundaries of existing governance and compliance frameworks.

“We bring together the people, processes, and tools. It’s not inherently simple, but we simplify it by aligning all the essential resources,” he said.

As businesses scale and transform, the diversity and volume of their data increase. To keep up, AI data ingestion process must be both scalable and flexible.

“[Companies] encounter difficulties when scaling because their AI solutions were initially built for specific tasks. When they attempt to broaden their scope, they often aren’t ready, the data pipelines grow more complex, and managing unstructured data becomes essential. This drives an increased demand for effective data governance,” he said.

IBM’s approach is to thoroughly understand each client’s AI journey, creating a clear roadmap to achieve ROI through effective AI implementation. “We prioritize data accuracy, whether structured or unstructured, along with data ingestion, lineage, governance, compliance with industry-specific regulations, and the necessary observability. These capabilities enable our clients to scale across multiple use cases and fully capitalize on the value of their data,” Henrique said.

Like anything worthwhile in technology implementation, it takes time to put the right processes in place, gravitate to the right tools, and have the necessary vision of how any data solution might need to evolve.

IBM offers enterprises a range of options and tooling to enable AI workloads in even the most regulated industries, at any scale. With international banks, finance houses, and global multinationals among its client roster, there are few substitutes for Big Blue in this context.

To find out more about enabling data pipelines for AI that drive business and offer fast, significant ROI, head over to this page.

[freshyblog07]

🧩 What is WordPress? A Beginner's Guide 🧠

Curious about what WordPress is and how it works? Learn everything about WordPress, its features, benefits, and how to get started in this simple guide for beginners.

📝 Introduction

If you're new to creating websites or blogging, you’ve probably asked yourself: What is WordPress? In simple terms, it’s one of the most powerful tools for building websites without needing any coding knowledge. Whether you want to start a blog, portfolio, or business site — WordPress has you covered.

🌐 What is WordPress?

WordPress is a free, open-source content management system (CMS) that lets you create, manage, and publish content on the internet. It started as a blogging tool in 2003 but has grown into a full-featured website builder.

Over 40% of websites globally are built using WordPress — making it the most popular website platform in the world.

🚀 Key Features of WordPress

✅ User-Friendly: Easy setup, even for beginners.

🎨 Customizable Themes: Choose from thousands of free or premium themes.

🔌 Plugins Support: Add features like SEO tools, forms, galleries, etc.

💻 SEO Optimized: WordPress is built with search engines in mind.

🌍 Multilingual: Supports multiple languages.

🔐 Secure: Regular updates and security plugins make WordPress safe.

💡 Why Use WordPress?

Start a blog, portfolio, online store, or business site easily.

Responsive design – your site looks great on any device.

Strong community support and extensive documentation.

It's ideal for content marketing, SEO, and eCommerce.

🔗 Learn More: Full WordPress Guide

Want to dive deeper into how WordPress works and how you can set up your own website step-by-step?

👉 Read the full article on Freshy Blog 👈

📌 Final Thoughts

If you're asking, "What is WordPress and why should I use it?" — the answer is simple: it's the most beginner-friendly, scalable, and feature-rich platform for building any kind of website in 2025.

Start with WordPress today and take full control of your online presence.

[yasirinsights]

GitHub and Git Commands: From Beginner to Advanced Level

Git and GitHub are essential tools for every developer, whether you're just starting or deep into professional software development. In this blog, we'll break down what Git and GitHub are, why they matter, and walk you through the most essential commands, from beginner to advanced. This guide is tailored for learners who want to master version control and collaborate more effectively on projects.

GitHub and Git Commands

What Is Git?

Git is a distributed version control system created by Linus Torvalds. It allows you to track changes in your code, collaborate with others, and manage your project history.

What Is GitHub?

GitHub is a cloud-based platform built on Git. It allows developers to host repositories online, share code, contribute to open-source projects, and manage collaboration through pull requests, issues, and branches

Why Learn Git and GitHub?

Manage and track code changes efficiently

Collaborate with teams

Roll back to the previous versions of the code

Host and contribute to open-source projects

Improve workflow through automation and branching

Git Installation (Quick Start)

Before using Git commands, install Git from git-scm.com.

Check if Git is installed:

bash

git --version

Beginner-Level Git Commands

These commands are essential for every new user of Git:

1. git init

Initialises a new Git repository.

bash

git init

2. git clone

Clones an existing repository from GitHub.

bash

git clone https://github.com/user/repo.git

3. git status

Checks the current status of files (modified, staged, untracked).

bash

git status

4. git add

Stage changes for commit.

bash

git add filename # stage a specific file git add . # stage all changes

5. git commit

Records changes to the repository.

bash

git commit -m "Your commit message"

6. git push

Pushes changes to the remote repository.

bash

git push origin main # pushes to the main branch

7. git pull

Fetches and merges changes from the remote repository.

bash

git pull origin main

Intermediate Git Commands

Once you’re comfortable with the basics, start using these:

1. git branch

Lists, creates, or deletes branches.

bash

git branch # list branches git branch new-branch # create a new branch

2. git checkout

Switches branches or restores files.

bash

git checkout new-branch

3. git merge

Merges a branch into the current one.

bash

git merge feature-branch

4. git log

Shows the commit history.

bash

git log

5. .gitignore

Used to ignore specific files or folders in your project.

Example .gitignore file:

bash

node_modules/ .env *.log

Advanced Git Commands

Level up your Git skills with these powerful commands:

1. git stash

Temporarily shelves changes not ready for commit.

bash

git stash git stash apply

2. git rebase

Reapplies commits on top of another base tip.

bash

git checkout feature-branch git rebase main

3. git cherry-pick

Apply the changes introduced by an existing commit.

bash

git cherry-pick <commit-hash>

4. git revert

Reverts a commit by creating a new one.

bash

git revert <commit-hash>

5. git reset

Unstages or removes commits.

bash

git reset --soft HEAD~1 # keep changes git reset --hard HEAD~1 # remove changes

GitHub Tips for Projects

Use Readme.md to document your project

Leverage issues and pull requests for collaboration

Add contributors for team-based work

Use GitHub Actions to automate workflows

Final Thoughts

Mastering Git and GitHub is an investment in your future as a developer. Whether you're working on solo projects or collaborating in a team, these tools will save you time and help you maintain cleaner, safer code. Practice regularly and try contributing to open-source projects to strengthen your skills.

Read MORE: https://yasirinsights.com/github-and-git-commands/

[devisopod]

Levity Creek!

Chapter One (?)

Grammar? I hardly know 'er

I really need to brush up but we're going right for it instead. Don't know how often I'll update this, or if it'll get any reception at all. Here you go, folks! Don't expect too much to happen right away.

____

Entry 1.

You know, I'm not even sure I could tell you the last time I spent three hours on the phone with someone. Let alone someone I felt growing further from my touch each year, but it was like the connection never really left as soon as we spoke. Hell, it felt like a blessing to hear from Fiddleford — some kind of proverbial spark reignited. Sounds silly, but I swear it's like we were kids all over again.

He always was as friendly as they come, and damn it if I didn't looked up to him for it. The guy could make a friend quicker than I could get my mouth open. Then again, I hardly ever did open it.

Fiddleford's still everything I knew him to be, actually. I guess I'd just been afraid that we were too different nowadays to be as close as we were. After all, he's got a kid now. Tate. How about that?

In his fashion, he forgot why he called me until the very end. He landed a freelance job up in Oregon that he wants my help with. I don't think I've ever agreed to anything quicker. If it'll get me outta here for a while, it's a gift.

I'm heading for Oregon tomorrow. Hope my van makes it.

___

If it weren't for the obnoxious rumble of the engine and the undeniable need to keep the vent windows open to accommodate it, I might have been able to hear the radio. Every now and again, I manage to hear the static of leaving and entering broadcast range — sometimes a dull guitar riff, but nothing satisfying. The speaker nestled in the driver's side has been busted for as long as I can remember. I think I've started to enjoy complaining about it, so I reckon that's why I never fix it. No, instead, I get to sit with my thoughts and a rattling doghouse. In hindsight, it was a miserable choice to make for such a long drive.

In fact, driving from the East Coast to the West Coast in a metaphorical brick, which reaches fifty-five miles an hour on a good day, is undoubtedly one of the stupidest decisions I've ever made. Sure, I could have flown, but then I would have left this marvel of machinery behind. And what am I without my office?

From floor to roof, I'd turned the back of my van into a space as comfortable as my apartment back home. More often than not, I spent my time in it. As long as I could hook it up to a power source, I could relax on the beanbag chair and type for hours. I've gotten better sleep and more work done in the back of this van than anywhere else to tell you the truth. At least, that's been the pattern so far. I'm starting to hope that Oregon changes that. I could use a change.

While I'm excited for the job, it's bound to be a big adjustment. From what I understand, which isn't a lot mind you, Gravity Falls is the town sending out contracts for the construction of the software service. When Fiddleford mentioned the name, I thought he might have been joking, but then I got the document in the mail. It looked incredibly legal, not to mention formal, for such a small job in a place that can only be described as "nowhere". Then again, most places were keen on adapting to new systems so they don't get too far behind.

It sort of made me wonder if the whole "nowhere" front has a purpose. After all, I did sign something that effectively mirrors an NDA.

By the time I reach Oklahoma and park, I recount that I've stopped about ten times for one reason or another. I had stayed in Memphis last night, which wasn't much of an annoyance, but the stops prior had been. A flat tire, the engine stalled, I suddenly really had to use the bathroom. Though that last one seems more like a poor lunch decision, I could almost swear that it was like the universe telling me to turn around and go back home before I got too far. I'd considered it while cursing over the carburetor as it hissed at me.

The only reason I still lay here in my motel with the intention of continuing tomorrow is for Fiddleford if nothing else. I called him when I first got here, half ready to let him know that it's just not a trip I can make, but he sounded so excited that I couldn't bring myself to crush his enthusiasm. He was already planning things we could do and prattling on about places he wanted to take me. The thought of disappointing him seemed wrong.

Pushing the covers of the stiff bed down toward my ankles, I roll onto my side and stare out the window. Each time I shift it feels like I'm getting further from sleep. Either the matress springs make an unholy creaking noise, they press into my back, or the people in the next room over get rowdy.

Eventually, I decide it isn't worth it. If I can't sleep, I may as well get going. So, I grab up my keys and my bag and sling everything into the passenger seat. Slamming the driver's side door shut behind me, I gas up the engine while it whines and protests before it finally relents. It isn't until then that I actually let some relief wash over me.

"I know you're tired," I mumble, "but I gotta get the hell outta Oklahoma."

I started hearing the radio a little more clearly after that.

NEXT

[dual-input-tlm]

A strange email draws off Business' attention from his work. Its contents made him nervous to say the least. A multiverse?! Only communication within it was mentioned, which isn't anything groundbreaking in the age of travelling between different realms. However, the scale of “universe”, especially a multi one, demanded special caution for his decision. Is this how space race will make its comeback? Business clenched his fists and took a deep breath.

Get yourself together! Stay calm and be rational. This fool from HeartCore is basically handing over the new invention straight to Octan. They are still allies after all.

When Business opened his eyes, all signs of anxiety already vanished. Nothing to worry about for now.

Obviously, Business would never reject an offer like that. However, he was a busy man. He tried to evaluate benefits and risks of this project in his head, but quickly realized: the email paints this communication system as a mere source of entertainment. He has no time for this. On the other hand, he cannot let something so important (and potentially dangerous) be overlooked either! The only solution Business could think of was to set a new manager for this task. Does not have to be a professional; they do not need to push people away with overly serious business talk, even if it’s sugarcoated with polite courtesy... Business scratched his chin; a smile slowly appeared on his face. He knows a good candidate for this job. Trustworthy, good at communication and, most importantly, obedient...

«New job for you! Nothing too hard, all you need to do is answer some questions»

Business rushed a quick email, though it was complemented by a huge document describing the task in exhaustive details, the rules citing various instructions, proposed salary, etc. etc. etc...

«Good morning. I'm afraid that my schedule is too tight for another job. Nonetheless, thank you for the offer! - G. Copp»

Response came back suspiciously quickly. This guy obviously did not check any attachments Business sent him. He clenched his jaw in frustration. So much effort and nobody appreciates it! At least he took his time to write the email properly. Seeing that, Business calmed down a little.

«It was a notice, not a question. I know you are not busy. There is a reason why we chose you and not your brother. Now, check the documents. I’m doing you a favor framing this as an actual job and not just chatting. You do not need to work on any serious matters. In fact, you can’t, or you’ll be fined. Contact me if this kind of problem emerges. And highlight this part in the rules I sent to you, if you can’t read them now! This is very important!»

The person on the other side sighed reading Business' response. He can’t make it out of this situation, can he? At least this new task doesn’t sound too hard. Actually, it sounds pretty fun. G. ran his eyes through the rules before writing back and agreeing to new job.

G. Copp is now available for questions! As well as Business?

[moose-mousse]

So I made an app for PROTO. Written in Kotlin and runs on Android.

Next, I want to upgrade it with a controller mode. It should work so so I simply plug a wired xbox controller into my phone with a USB OTG adaptor… and bam, the phone does all the complex wireless communication and is a battery. Meaning that besides the controller, you only need the app and… any phone. Which anyone is rather likely to have Done.

Now THAT is convenient!

( Warning, the rest of the post turned into... a few rants. ) Why Android? Well I dislike Android less than IOS

So it is it better to be crawling in front of the alter of "We are making the apocalypse happen" Google than "5 Chinese child workers died while you read this" Apple?

Not much…

I really should which over to a better open source Linux distribution… But I do not have the willpower to research which one... So on Android I stay.

Kotlin is meant to be "Java, but better/more modern/More functional programming style" (Everyone realized a few years back that the 100% Object oriented programming paradigme is stupid as hell. And we already knew that about the functional programming paradigme. The best is a mix of everything, each used when it is the best option.) And for the most part, it succeeds. Java/Kotlin compiles its code down to "bytecode", which is essentially assembler but for the Java virtual machine. The virtual machine then runs the program. Like how javascript have the browser run it instead of compiling it to the specific machine your want it to run on��� It makes them easy to port…

Except in the case of Kotlin on Android... there is not a snowflakes chance in hell that you can take your entire codebase and just run it on another linux distribution, Windows or IOS…

So... you do it for the performance right? The upside of compiling directly to the machine is that it does not waste power on middle management layers… This is why C and C++ are so fast!

Except… Android is… Clunky… It relies on design ideas that require EVERY SINGLE PROGRAM AND APP ON YOUR PHONE to behave nicely (Lots of "This system only works if every single app uses it sparingly and do not screw each-other over" paradigms .). And many distributions from Motorola like mine for example comes with software YOUR ARE NOT ALLOWED TO UNINSTALL... meaning that software on your phone is ALWAYS behaving badly. Because not a single person actually owns an Android phone. You own a brick of electronics that is worthless without its OS, and google does not sell that to you or even gift it to you. You are renting it for free, forever. Same with Motorola which added a few extra modifications onto Googles Android and then gave it to me.

That way, google does not have to give any rights to its costumers. So I cannot completely control what my phone does. Because it is not my phone. It is Googles phone.

That I am allowed to use. By the good graces of our corporate god emperors

"Moose stares blankly into space trying to stop being permanently angry at hoe everyone is choosing to run the world"

… Ok that turned dark… Anywho. TLDR There is a better option for 95% of apps (Which is "A GUI that interfaces with a database") "Just write a single HTML document with internal CSS and Javascript" Usually simpler, MUCH easier and smaller… And now your app works on any computer with a browser. Meaning all of them…

I made a GUI for my parents recently that works exactly like that. Soo this post:

It was frankly a mistake of me to learn Kotlin… Even more so since It is a… awful language… Clearly good ideas then ruined by marketing department people yelling "SUPPORT EVERYTHING! AND USE ALL THE BUZZWORD TECHNOLOGY! Like… If your language FORCES you to use exceptions for normal runtime behavior "Stares at CancellationException"... dear god that is horrible...

Made EVEN WORSE by being a really complicated way to re-invent the GOTO expression… You know... The thing every programmer is taught will eat your feet if you ever think about using it because it is SO dangerous, and SO bad form to use it? Yeah. It is that, hidden is a COMPLEATLY WRONG WAY to use exceptions…

goodie… I swear to Christ, every page or two of my Kotlin notes have me ranting how I learned how something works, and that it is terrible... Blaaa. But anyway now that I know it, I try to keep it fresh in my mind and use it from time to time. Might as well. It IS possible to run certain things more effective than a web page, and you can work much more directly with the file system. It is... hard-ish to get a webpage to "load" a file automatically... But believe me, it is good that this is the case.

Anywho. How does the app work and what is the next version going to do?

PROTO is meant to be a platform I test OTHER systems on, so he is optimized for simplicity. So how you control him is sending a HTTP 1.1 message of type Text/Plain… (This is a VERY fancy sounding way of saying "A string" in network speak). The string is 6 comma separated numbers. Linear movement XYZ and angular movement XYZ.

The app is simply 5 buttons that each sends a HTTP PUT request with fixed values. Specifically 0.5/-0.5 meter/second linear (Drive back or forward) 0.2/-0.2 radians/second angular (Turn right or turn left) Or all 0 for stop

(Yes, I just formatted normal text as code to make it more readable... I think I might be more infected by programming so much than I thought...)

Aaaaaanywho. That must be enough ranting. Time to make the app