#computer validation

[zenovelsworld]

Ensure GMP compliance in your Indore pharmaceutical operations with Zenovel's expert Computer System Validation (CSV) services. We help you validate your critical systems for data integrity and regulatory adherence.

[errordose]

as a proshipper there are also ships im repulsed by and THATS OK!!! ship and let ship, u aren't supposed to be "pro everything" as in you enjoy everything. just don't harass people and have a good time 🩷

[ecrivainsolitaire]

A summary of the Chinese AI situation, for the uninitiated.

These are scores on different tests that are designed to see how accurate a Large Language Model is in different areas of knowledge. As you know, OpenAI is partners with Microsoft, so these are the scores for ChatGPT and Copilot. DeepSeek is the Chinese model that got released a week ago. The rest are open source models, which means everyone is free to use them as they please, including the average Tumblr user. You can run them from the servers of the companies that made them for a subscription, or you can download them to install locally on your own computer. However, the computer requirements so far are so high that only a few people currently have the machines at home required to run it.

Yes, this is why AI uses so much electricity. As with any technology, the early models are highly inefficient. Think how a Ford T needed a long chimney to get rid of a ton of black smoke, which was unused petrol. Over the next hundred years combustion engines have become much more efficient, but they still waste a lot of energy, which is why we need to move towards renewable electricity and sustainable battery technology. But that's a topic for another day.

As you can see from the scores, are around the same accuracy. These tests are in constant evolution as well: as soon as they start becoming obsolete, new ones are released to adjust for a more complicated benchmark. The new models are trained using different machine learning techniques, and in theory, the goal is to make them faster and more efficient so they can operate with less power, much like modern cars use way less energy and produce far less pollution than the Ford T.

However, computing power requirements kept scaling up, so you're either tied to the subscription or forced to pay for a latest gen PC, which is why NVIDIA, AMD, Intel and all the other chip companies were investing hard on much more powerful GPUs and NPUs. For now all we need to know about those is that they're expensive, use a lot of electricity, and are required to operate the bots at superhuman speed (literally, all those clickbait posts about how AI was secretly 150 Indian men in a trenchcoat were nonsense).

Because the chip companies have been working hard on making big, bulky, powerful chips with massive fans that are up to the task, their stock value was skyrocketing, and because of that, everyone started to use AI as a marketing trend. See, marketing people are not smart, and they don't understand computers. Furthermore, marketing people think you're stupid, and because of their biased frame of reference, they think you're two snores short of brain-dead. The entire point of their existence is to turn tall tales into capital. So they don't know or care about what AI is or what it's useful for. They just saw Number Go Up for the AI companies and decided "AI is a magic cow we can milk forever". Sometimes it's not even AI, they just use old software and rebrand it, much like convection ovens became air fryers.

Well, now we're up to date. So what did DepSeek release that did a 9/11 on NVIDIA stock prices and popped the AI bubble?

Oh, I would not want to be an OpenAI investor right now either. A token is basically one Unicode character (it's more complicated than that but you can google that on your own time). That cost means you could input the entire works of Stephen King for under a dollar. Yes, including electricity costs. DeepSeek has jumped from a Ford T to a Subaru in terms of pollution and water use.

The issue here is not only input cost, though; all that data needs to be available live, in the RAM; this is why you need powerful, expensive chips in order to-

Holy shit.

I'm not going to detail all the numbers but I'm going to focus on the chip required: an RTX 3090. This is a gaming GPU that came out as the top of the line, the stuff South Korean LoL players buy…

Or they did, in September 2020. We're currently two generations ahead, on the RTX 5090.

What this is telling all those people who just sold their high-end gaming rig to be able to afford a machine that can run the latest ChatGPT locally, is that the person who bought it from them can run something basically just as powerful on their old one.

Which means that all those GPUs and NPUs that are being made, and all those deals Microsoft signed to have control of the AI market, have just lost a lot of their pulling power.

Well, I mean, the ChatGPT subscription is 20 bucks a month, surely the Chinese are charging a fortune for-

Oh. So it's free for everyone and you can use it or modify it however you want, no subscription, no unpayable electric bill, no handing Microsoft all of your private data, you can just run it on a relatively inexpensive PC. You could probably even run it on a phone in a couple years.

Oh, if only China had massive phone manufacturers that have a foot in the market everywhere except the US because the president had a tantrum eight years ago.

So… yeah, China just destabilised the global economy with a torrent file.

[gonzosslaughterhouse]

So I got this scam dm and…

[freshmangojuice]

The cat spent the first part of his life in isolation. After the other cats left he grew up with a blind man as his only company.

Of course he's attention-seeking, of course he dresses flashy. He has a deep desire to be seen. Because until Lister came out of stasis, he was never seen at all.

[makluhr]

One day it will all be worth it <3

Nights like this can be so draining and tiring but posting stuff like this remotivates me to keep going. Struggling so hard to not be distracted but it will work out…

[user-name-h3re]

i'm posting these mediocre sketches before school kicks my ass again

[hello-delicious-tea]

God I so enjoy it when the people in my life see me working on a sock and i show them the lacework and they’re like ???? so I show them the chart and they’re like ?!?!?!?!?!

It isn’t really that hard, what I’m making - Mermaid Sock by me when I work out the kinks - but the charts make it look like the deep magic.

[starsetven]

Since i'm not doing the full game rn, i'm more interested in doing an introduction for the leading character, Vic (maybe link as well)

It'd be a short game to introduce the character while I ssv is on pause.

You could

- get to know the characters)

- flirt

- have subtle lore drops for the later game

- future features to be explored

This would serve to help me better understand the coding process so later down the road I can implement learned features into the future game while being able to flesh out the characters further!

[sallymew4]

Mob played the Douchebag flash games at a very impressionable age and thats why he wanted to be so swole

[kelocitta]

"But if we dont get reblogs and likes than why bother creating at all" Did you never doodle in your notebook in class. Did you never have a notebook of cringe doodles you never wanted people to see but got filled anyway. Was this never something you did because it was a tool of personal comfort.

[000marie198]

Every single fanfic I read which isn't centered on Sonic or isn't made by someone whose fav is Sonic charactersizes him to be either stupid or lazy or idiotic or 'sucks at [insert thing]

I fucking hate this fandom sometimes

[francarieq]

WHERE MY TRANS BABBIZ AT?!! HAPPY DAY 2 U GUYS ILY ꩜.ᐟ .ᐟ .ᐟ

[xen04lbert]

MrFunComputercharic !!

A xenogender relating to the character Mr. Fun Computer from Incredibox Sprunki. Coined by me. Reposted from my Pinterest.

NO DNI

[mar-why-am]

8/ 9/ 24

Stole my bros set up to make progress with my stats assignment (R is actually fun)

[ixhika-jsx]

## What’s a Cyber Forensic Investigator?

Master post - part 1 • part 2

You must have heard bout forensics yk investigating bout dead people who might have been killed and all

You must have seen shows on those topics too.Cyber forensic investigator is just of same kind but investigating through all types of modern gadgets.

Catching hackers and all but cooler

### The Money Talk: How Much Do They Make?

- **Cash Money**: Expect to rake in about $60k to $120k a year. If you are very much experienced and skilled then you can expect about 150k+ a year.(obv different countries and companies may have different wages)

### Companies That Want You

- **Tech Titans**: Google, Amazon, Facebook—they all have requirement for such heroes

- **Gov Jobs**: FBI, CIA—basically every spy agency wants you.

- **Cybersecurity Firms**: CrowdStrike, McAfee—so every gateway you go you gonna have opportunities everywhere.

### What Other Forensic Investigators Are There?

- **Forensic Pathologists**: Real-life detectives who figure out how someone died. Less tech, more science.

- **DNA Analysts**: The ones matching DNA samples

- **Forensic Accountants**: Following the money to catch fraudsters and scammers

- **Toxicologists**: Poison experts, figuring out if someone’s been covertly poisoned. (Yeaa yk snow white story)

### What’s the Work Environment Like?

- **The Lab**: Imagine a room filled with more screens than your gaming setup. Gadgets galore, maybe even a Red Bull or two

- **On the Move**: Sometimes you’re out in the field, collecting evidence. Think of it like collecting rare items in a game.

- **Remote Vibes**: You could be solving cybercrimes from your bed in your PJs .

### How Long Does It Take to Become One?

- **Time Investment**: About 4 years for a bachelor’s, and then 1-2 more years for a master’s if you’re going all-in. So, 5-6 years total. But hey, good things take time, right?

### What Do You Study?

- **Cybersecurity/Computer Science**: Your main jams. Think of them as the ultimate cheat codes for this career.

- **Digital Forensics**: Specialized courses where you learn to be a digital ninja.

- **Law and Ethics**: Learning how to catch the bad guys without breaking the law yourself. (You yourself don't want to be troubled obviously)

### Subjects You Need to Get Into It

- **Math**: Yep, but not the boring kind—more like coding and algorithms.

- **Computer Science**: Your go-to for everything techy.

- **Optional Nerd Points**: Chemistry/Physics if you’re into hardware forensics or just want to flex those brain muscles.

### Work Hours: What to Expect?

- **9 to 5-ish**: Standard hours if you’re working for a company, but expect some late nights or weekend shifts when big cases pop up.

- **On-Call Madness**: Sometimes you’re on-call like a digital firefighter. Cyber-attack at 3 AM? Time to suit up (or log in) and handle it.

- **Flexible/Remote**: If you’re lucky, you can work from home. Just remember, no solving crimes in your underwear during Zoom meetings!

### Interview with a Cyber Forensic Investigator

**Interviewer**: What’s a day in the life of a cyber forensic investigator?

**Cyber Sleuth**: Imagine rolling out of bed, grabbing your coffee, and diving into cases. I’m talking analyzing hard drives, sifting through emails, or tracking down cyberattack origins. Some days it’s all data, other days I’m working with law enforcement or testifying in court. Never a dull moment!

**Interviewer**: What’s the coolest case you’ve worked on?

**Cyber Sleuth**: Helping bust a phishing ring that was scamming millions. Tracked their digital footprints, caught the culprits, and recovered their loot. Felt like a total legend.

**Interviewer**: Ever seen some dark stuff, like murders?

*Cyber Sleuth**: Yeah, I’ve stumbled across some pretty grim stuff. It’s not all memes and malware—sometimes it’s serious business. But catching those bad guys makes it all worth it.

**Interviewer**: Have you ever been on the dark web?

**Cyber Sleuth**: Oh, for sure. It’s like the sketchy underbelly of the internet. Lots of shady deals. I go there when I need to, but it’s not a fun hangout spot.

**Interviewer**: How dark can a case get?

**Cyber Sleuth**: It can get really intense. I’ve worked on cases involving human trafficking and other serious crimes. It’s tough, but making a difference makes it worth it.

**Interviewer**: Any advice for someone who wants to get into this field?

**Cyber Sleuth**: Stay curious and keep learning. Tech evolves fast, so you’ve gotta keep up. And don’t be afraid to dig deep—sometimes the answers are buried in tons of data, but finding them is like hitting gold.

So if you’re into tech and have subjects like mathematics , chemistry and physics then you are all set to start your journey.i have seen ppl running for a common a job and all and they are not even specified about what they want. So just research and find out what you want.