Interviewer: Do you know about SQL injection?

Student: Yessss

Interviewer: Okay, how we can prevent it?

Student: Yes, we should prevent it as prevention is always better than cure. It can lead to data loss and other problems so it can be difficult to fix it if it happens. The best case is that nothing like that takes place. [...]

Interviewer: I get it but how?

Student: By not building any web applications.

[Silence]

Interviewer: Nice, you may go. Do not call us. We will call you.

I think I've shown in my past rants and comments that I'm pretty experienced. Looking back though, I was really fucking stupid. Since I haven't posted a rant yet on the weekly topics, I figure I would share this humbling little gem.

Way back in the ancient era known as 2009, I was working my first desk job as a "web designer". Apparently the owner of this company didn't know the difference between "designer", which I'm not, and "developer", which I am, nor the responsibilities of each role.

It was a shitty job paying $12/hour. It was such a nightmare to work at. I guess the silver lining is that this company now no longer exists as it was because of my mistake, but it was definitely a learning experience I hold in high regard even today. Okay, enough filler...

I was told to wipe the Dev server in order to start fresh and set up an entirely new distro of Linux. I was to swap out the drives with whatever was available from the non-production machines, set up the RAID 5 array and route it through the router and firewall, as we needed to bring this Dev server online to allow clients to monitor the work. I had no idea what any of this meant, but I was expected to learn it that day because the next day I would be commencing with the task.

Astonishingly, I managed to set up the server and everything worked great! I got a pat on the back and the boss offered me a 4 day weekend with pay to get some R&R. I decided to take the time to go camping. I let him know I would be out of town and possibly unreachable because of cell service, to which he said no problem.

Tuesday afternoon I walked into work and noticed two of the field techs messing with the Dev server I built. One was holding a drive while the other was holding a clipboard. I was immediately called into the boss's office.

He told me the drives on the production server failed during the weekend, resulting in the loss of the data. He then asked me where I got the drives from for the Dev server upgrade. I told him that they came from one of the inactive systems on the shelf. What he told me next through the deafening screams rendered me speechless.

I had gutted the drives from our backup server that was just set up the week prior. Every Friday at midnight, it would turn on through a remote power switch on a schedule, then the system would boot and proceed to copy over the production server's files into an archive for that night and shutdown when it completed. Well, that last Friday night/Saturday morning, the machine kicked on, but guess what didn't happen? The files weren't copied. Not only were they not copied, but the existing files that got backed up previously we're gone. Why? Because I wiped those drives when I put them into the Dev server.

I would up quitting because the conversation was very hostile and I couldn't deal with it. The next week, I was served with a suit for damages to this company. Long story short, the employer was found in the wrong from emails I saved of him giving me the task and not once stating that machine was excluded in the inactive machines I could salvage drives from. The company sued me because they were being sued by a client, whose entire company presence was hosted by us and we lost the data. In total just shy of 1TB of data was lost, all because of my mistake. The company filed for bankruptcy as a result of the lawsuit against them and someone bought the company name and location, putting my boss and its employees out of a job.

If there's one lesson I have learned that I take with the utmost respect to even this day, it's this: Know your infrastructure front to back before you change it, especially when it comes to data.

1. Humans perform best if they have ownership over a slice of responsibility. Find roles and positions within the company which give you energy. Being "just another intern/junior" is unacceptable, you must strive to be head of photography, chief of data security, master of updating packages, whatever makes you want to jump out of bed in the morning. Management has only one metric to perform on, only one right to exist: Coaching people to find their optimal role. Productivity and growth will inevitably emerge if you do what you love. — Boss at current company

2. Don't jump to the newest technology just because it's popular or shiny. Don't cling to old technology just because it's proven. — Team lead at the Arianespace contractor I worked for.

4. "Developing a product you wouldn't like to use as an end user, is unsustainable. You can try to convince yourself and others that cancer is great for weight loss, but you're still gonna die if you don't try to cure it. You can keep ignoring the disease here to fill your wallet for a while, but it's worse for your health than smoking a pack of cigs a day." — my team supervisor, heavy smoker, and possibly the only sane person at Microsoft.

5. Never trust documentation, never trust comments, never trust untested code, never trust tests, never trust commit messages, never trust bug reports, never trust numbered lists or graphs without clearly labeled axes. You never know what is missing from them, what was redacted away. — Coworker at current company.

Self hosted Gitlab server :-)

Story time.

Not sure it counts as data loss, more temporary corruption (and in my own brain).

> be me.
> be clinically depressed
> be recently out of an awful breakup
> recently nearly committed suicide by train
> be bored and lonely one night
> take lsd
> feel fine
> go to McDonald’s
> feel fine
> while eating question the nature of reality
> become convinced I’m an observer of a cosmic story and cannot die
> go outside in only jeans
> run in traffic at 1AM to prove my point
> don’t die
> run around the streets more sure of my new reality than I’d ever been of anything
> feel free and no longer sad
> walk around observing the world
> sit on wall and wonder why the story had the structure I was observing
> fall off wall into grass and mud
> follow cute guy into apartment building
> follow into lift
> ask what everything means
> spend better part of couple hours in lift pressing emergency button asking for help
> get no response
> scare poor Russian lady that gets into lift and finds an overweight topless man on the floor babbling incoherently
> ride to top floor
> get out
> sit on leather chair in corridor
> feelsnice.tiff
> decide I’m actualising my desires and reality
> don’t realise this is just the trip wearing off and consciousness exerting more control
> walk into random apartment (door is unlocked because why wouldn’t it be for the god that I believe I am at this point)
> explore
> gorgeous apartment
> realise it’s a family apartment from clothes in hallway and items
> find bathroom
> decide I want a bubble bath
> run bubble bath
> can’t work out how to drain water. Bath now full of twigs and mud #sorry
> decide that I’d like to go home, or onto my next adventure. Hopefully the seaside as I’m now realising I have more control.
> open bathroom door
> not the seaside. Ah well. Try to walk home
> walk home wrapped in fluffy towel from nice family’s apartment
> get home
> realise what had happened
> throw remaining drugs away
> sit and rock in utter paranoia and guilt for hours until flatmate wakes up.

MFW first bad trip ever.
MFW I wonder whether that family knew I was there and were scared / discovered the mess in the bathroom the next morning and not knowing which is worse.

MFW I still have the towel because it’s fluffy AF.

The moral of the story kids, is that when it comes to the OS rattling around in your brain, installing a virus that is sensitive to what apps you have running is a bad idea when those apps make the virus go to fucking town.

Terrible analogy I know, but fuck it.

Been awake for like 18 hours.
Ok one last push to gitlab.
*Gitlab offline* welp, guess ill do that later, time for some sleep.
*Reads their status on twitter about data loss* (panic)

FUCK

Smart India Hackathon: Horrible experience
Background:- Our task was to do load forecasting for a given area. Hourly energy consumption data for past 5 years was given to us.

One government official asks the following questions:-
1. Why are you using deep learning for the project? Why are you not doing data analysis?
2. Which neural network "algorithm" you are using? He wanted to ask which model we are using, but he didn't have a single clue about Neural Networks.

3. Why are you using libraries? Why not your own code?

Here comes the biggest one,

4. Why haven't you developed your own "algorithm" (again, he meant model)? All you have done is used sone library. Where is "novelty" in your project?

I just want to say that if you don't know anything about ML/AI, then don't comment anything about it. And worst thing was, he was not ready to accept the fact that for capturing temporal dependencies where underlying probability distribution ia unknown, deep learning performs much better than traditional data analysis techniques.
After hearing his first question, second one was not a surprise for us. We were expecting something like that. For a few moments, we were speechless. Then one of us started by showing neural network architecture. But after some time, he rudely repeated the same question, "where is the algorithm". We told him every fucking thing used in the project, ranging from RMSprop optimizer to Backpropagation through time algorithm to mean squared loss error function.

Then very calmly, he asked third question, why are you using libraries? That moron wanted us to write a whole fucking optimized library. We were speechless at this question. Finally, one of us told him the "obvious" answer. We were completely demotivated. But it didnt end here. The real question was waiting. At the end, after listening to all of us, he dropped the final bomb, WHY HAVE YOU USED A NEURAL NETWORK "ALGORITHM" WHICH HAS ALREADY BEEN IMPLEMENTED? WHY DIDN'T YOU MAKE YOU OWN "ALGORITHM"? We again stated the obvious answer that it takes atleast an year or two of continuous hardwork to develop a state of art algorithm, that too when gou build it on top of some existing "algorithm". After listening to this, he left. His final response was "Try to make a new "algorithm"".

Needless to say, we were completely demotivated after this evaluation. We all had worked too hard for this. And we had ability to explain each and every part of the project intuitively and mathematically, but he was not even ready to listen.
Now, all of us are sitting aimlessly, waiting for Hackathon to end.😢😢😢😢😢

At my previous job, the person in charge of the Phabricator server didn't have a backup system in place. I yelled at him until he implemented one.

He had the server perform backups to the same drive. I yelled at him again, to no avail.

Well, after awhile the hard drive started failing, and it would only boot intermittently. After a lot of effort, he was able to salvage part of the backup data, but no more, meaning we lost a lot of bug reports and feedback, and developer tickets. We were able recover all of the older lost tickets from a previous server, so overall the loss was pretty small.

But I think he learned his lesson.
He definitely learned to listen.

Another incident which made a Security Researcher cry 😭😭😭
[ NOTE : Check my profile for older incident ]
-----------------------------------------------------------
I was invited by a fellow friend to a newly built Cyber Security firm , I didn't asked for any work issues as it was my friend who asked me to go there . Let's call it X for now . It was a good day , overcast weather , cloudy sky , everything was nice before I entered the company . And the conversation is as follows :

Fella - Hey! Nice to see you with us .
Me - Thanks! Where to? *Asking for my work​ area*
Fella - Right behind me .
Me - Good thing :)
Fella - So , the set-up is good to go I suppose .
Me - Yeah :)
*I'm in my cabin and what I can see is a Windows VM inside Ubuntu 12.4*

*Fast forward to 1 hour and now I'm at the cafeteria with the Fella*

Fella - Hey! Sup? How was the day?
Me - Fine *in a bit confused voice*
Fella - What happened mate , you good with the work?
Me - Yeah but why you've got Windows inside Ubuntu , I mean what's the use of Ubuntu when I have to work on Windows?
Fella - Do you know Linux is safe from Malwares?
Me - Yeah
Fella - That's why we are using Windows on VM inside Linux .
Me - For what?
Fella - To keep Windows safe from Malwares as in our company , we can't afford any data loss!
Me - 😵 *A big face palm which went through my head and hit another guy , made me a bit unconscious*

I ran for my life as soon as possible , in future I'm never gonna work for anyone before asking their preferences .

One comment from @Fast-Nop made me remember something I had promised myself not to. Specifically the USB thing.
So there I was, Lieutenant Jr at a warship (not the one my previous rants refer to), my main duties as navigation officer, and secondary (and unofficial) tech support and all-around "computer guy".
Those of you who don't know what horrors this demonic brand pertains to, I envy you. But I digress. In the ship, we had Ethernet cabling and switches, but no DHCP, no server, not a thing. My proposition was shot down by the CO within 2 minutes. Yet, we had a curious "network". As my fellow... colleagues had invented, we had something akin to token ring, but instead of tokens, we had low-rank personnel running around with USB sticks, and as for "rings", well, anyone could snatch up a USB-carrier and load his data and instructions to the "token". What on earth could go wrong with that system?
What indeed.
We got 1 USB infected with a malware from a nearby ship - I still don't know how. Said malware did the following observable actions(yes, I did some malware analysis - As I said before, I am not paid enough):
- Move the contents on any writeable media to a folder with empty (or space) name on that medium. Windows didn't show that folder, so it became "invisible" - linux/mac showed it just fine
- It created a shortcut on the root folder of said medium, right to the malware. Executing the shortcut executed the malware and opened a new window with the "hidden" folder.
Childishly simple, right? If only you knew. If only you knew the horrors, the loss of faith in humanity (which is really bad when you have access to munitions, explosives and heavy weaponry).
People executed the malware ON PURPOSE. Some actually DISABLED their AV to "access their files". I ran amok for an entire WEEK to try to keep this contained. But... I underestimated the USB-token-ring-whatever protocol's speed and the strength of a user's stupidity. PCs that I cleaned got infected AGAIN within HOURS.
I had to address the CO to order total shutdown, USB and PC turnover to me. I spent the most fun weekend cleaning 20-30 PCs and 9 USBs. What fun!
What fun, morons. Now I'll have nightmares of those days again.

Actual pro tip: don't push only when you are done with code. Always push when you are done with coding session. Minimize the possibility of data loss and always have your code on the server.

so here's a little story:

yesterday i decided to buy a shiny new gtx 1070 since my pc is getting very old, i come back from the store and i realize that my case is slightly too small to fit the card.
'No bg deal' i think to myself, i run out to buy a saw and after some work i made some space to fit the card in by sawing off some hard drive bays i was not using. I plug in the card, i wire up the pc, and it does not boot: after some asking around (i have never really built a pc before), i relaize i need more power to the card and wire a second PCIE connector. low and behold, i power of the pc and it works! Once logged into windows tho, i realize none of my HHDs are detected...

To cut a long story short, i **did not think to unplug the hard drives before i started sawing off bits of the case and the vibrations killed both of them!** i lost ~1TB of data in the process: a lot of it was games and programs, but i have yet to tally up the damage.

I am completely bamboozled by what the fuck just happened, i think i'll go hand myself in to the nearest police station for crimes against technology... or maybe a mental clinic would be best?...

PS: my system drive was spared since its an SSD, but i may as well re-install windows at this point since i lost 90% of my software

When I was 10 my younger brother saved over my fully completed pokedex in Pokemon blue.

First big data loss taught me a good life lesson. Now I backup everything on a local server.

I had a manager who was a complete incompetent idiot (other than a fucking backstabber). He left the company ~3 weeks ago, yet I believe it would take 5 years to get rid of his legacy.

Today I discovered that one of his "genius ideas" led to the loss of months of data. This is already bad, but it's even more upsetting given that the records that have been lost are exactly the ones I needed to prove the validity of my project.

That fucking man keeps fucking with me even when he's not here, YOU DAMN ASSHOLE!!

I think my life is the biggest data loss I had

I studied ancient languages, because of corruption in my home country, I couldn't find any place in academy although my scores were above 90%. Moved to another country and taught myself web development. Naturally in time I lost almost all my knowledge of Latin, Ancient Greek, the whole ancient literature, history, philosophy and culture (everything from historical evolution of tremmas in letter i in ancient Greek to honey fish recipe in ancient Rome cousine). I'm super happy with Webdev tho but I think that also counts as data loss.

Probably the most rage inducing data loss story...
When it comes to my cellphone I'm a data hoarder, I store each relevant meme, conversation, video, contact, nudes, etc. Had to replace my phone? Easy, change the SD.

I did this for about 4 years, had over 11GB of almost everything and anything in a 36GB SD, one afternoon my buddies and I went to a small tech convention and on our way to my car we got mugged by 5 armed men.

They took my brand new phone along with my wallet and all my cash, luckily I had GPS tracking enabled and we were able to pinpoint the exact location of my phone within 30min.

So far so good...

We called the cops and went with them, we found the car with illegal plates and weapons inside (knives, a bat, gun) so I tell the robbers were in there inside a closed cyber cafe and showed him the point on the map confirming this.

Cop: oh we can't do that we don't have an order...
Me: are you kidding me, here's the GPS, there's the car, there's the weapons, doesnt that count as at least probable cause or some shit?
Cop: we don't have that in this country, you can file a report and after 3 business days we can come here to inquire.
Me: (fucking lost it) do you fucking think they'll be here in 3 days?! I'll give you 500 bucks if you go bust their ass now.
Cop: (thinks about it) but what if they are armed? [4 patrols, 8 cops, 4 rifles and at least 6 guns plus vests] Maybe if you had contacts within the bureau we could have an order now...

(┛✧Д✧))┛彡┻━┻

I lost a lot that day, including respect to this fucked up system.

t(ಠ益ಠt) FUCK THE POLICE go eat a dick.

Worst data loss? Probably back when I was working at gitlab and accidentally dropped a production database....

A teacher of mine once asked me if i could take a look at his external HDD because all the data was suddenly gone. Important holiday pictures and stuff...

Turned out he accidentally created a Windows 7 "library" based on the root directory of the drive. Next logical step to get rid of it: delete the whole content because "i don't need the data twice".

Explained the concept of directory links and restored the files...

His wife later asked him about the reason for the data loss. He didn't have the balls to tell her that he deleted them himself even though he knew it at that point =D

Well, fuck. The CTO of our startup decided to migrate data of our hundred thousand customers from a stable functioning platform to an in-house unstable platform with severe performance issues, to "save" costs, despite our repeated requests. He made us not have any contingency plans because he wanted to "motivate" us to complete the migration.

Result- we have a thousand customers reporting major issues daily, which is causing loss of revenue to both us and them. The company ran out of funding. Most of the team members were fired. And he's expecting the rest of us to magically fix everything. Dunno what kind of office politics is this, in which you're sabotaging Your Own company.

Looking for a new job now to get out of this hellhole. I really used to love this company. Feels sad to see it ruined like this.

'hey honey look what i made! It works!'
- fiance looks, error messages over error messages, program crashes, files disappear, data loss, pure horror

To this day I don't know what happened. I had to restore my project and re-write the last half hour.

Have you ever lost 1,5 TB in few seconds? Well... Here I am... Fuck my life. Really, fuck it!

One of our existing clients who used to pay for two of our products but now only pays for one just called us. The one he canceled is a loss prevention product that tracks internal theft in stores. He canceled it because he didn't feel it was worth it.

Now, he's calling us from a police station because he's trying to press charges against one of his managers because they were presumably stealing from him.

"Hey I need to know how many times this person stole from me over the last few months and I need to know it now because I'm at the police station."

With just a few clicks that would be an easy figure to retrieve for him had he not canceled our product.

My stance is he can get lost. I don't even think he sees the irony of canceling because "it isn't worth it" and then "asap" needing the data that the "worthless" product provides. Of course, he wants it without reactivating the subscription.

Unbelievable.

Connect a pen drive, format it successfully. Connect to a new machine to copy data and see the data exists.

Crap! which drive did I formatted :(

I have a Windows machine sitting behind the TV, hooked to two controllers, set up as basically a console for the big TV. It doesn't get a lot of use, and mostly just churns out folding@home work units lately. It's connected by ethernet via a wired connection, and it has a local static IP for the sake of simplicity.

In January, Windows Update started throwing a nonspecific error and failing. After a couple weeks I decided to look up the error, and all the recommendations I found online said to make sure several critical services were running. I did, but it appeared to make no difference.

Yesterday, I finally engaged MS support. Priyank remoted into my machine and attempted all the steps I had already tried. I just let him go, so he could get through his checklist and get to the resolution steps. Well, his checklist began and ended with those steps, and he started rather insistently telling me that I had to reinstall, and that he had to do it for me. I told him no thank you, "I know how to reinstall windows, and I'll do it when I'm ready."

In his investigation though, I did notice that he opened MS Edge and tried to load Bing to search for something. But Edge had no connection. No pages would load. I didn't take any special notice of it at the time though, because of the argument I was having with him about reinstalling. And it was no great loss to me that Edge wasn't working, because that was literally the first time it'd ever been launched on that computer.

We got off the phone and I gave him top marks in the CS survey that was sent, as it appeared there was nothing he could do. It wasn't until a couple hours later that I remembered the connectivity problem. I went back and checked again. Edge couldn't load anything. Firefox, the ping command, Steam, Vivaldi, parsec and RDP all worked fine. The Windows Store couldn't connect either. That was when it occurred to me that its was likely that Windows Update was just unable to reach the internet.

As I have no problem whatsoever with MS services being unable to call home, I began trying to set up an on-demand proxy for use when I want to update, and I noticed that when I fill out the proxy details in Internet Options, or in Windows 10's more windows10-ish UI for a system proxy, the "save" button didn't respond to clicks. So I looked that problem up, and saw that it depends on a service called WinHttpAutoProxySvc, which I found itself depends on something called IP Helper, which led me to the root cause of all my issues: IP Helper now depends on the DHCP Client service, which I have explicitly disabled on non-wifi Windows installs since the '90s.

Just to see, I re-enabled DHCP Client, and boom! Everything came back on. Edge, the MS Store, and Windows Update all worked. So I updated, went through a couple reboots-- because that's the name of the game with windows update --and had a fully updated machine.

It occurred to me then that this is probably how MS sends all its spy data too, and since the things I actually use work just fine, I disabled DHCP Client again. I figure that's easier than navigating an intentionally annoying menu tree of privacy options that changes and resets with every major update.

But holy shit, microsoft! How can you hinge the entire system's OS connectivity on something that not everybody uses?

Found out today my boss told the team lead to put an unfinished part of the software that I'm developing into production so the clients 'could look at it already'. Team lead claims he objected but boss insisted. So now our error logs are filling up with lines every time it silently fails, and the pressure is on even harder to make it work asap. This has been going since the start of the week and I found out about it now. Boss told team lead it looks better to the clients this way. Meanwhile I'm just thanking the heavens this at least couldn't cause data loss. Probably. *panic intensifies*

What's wrong with this code?

std::pair<float, float> foo() { return { 0, 0 }; }

"Nothing," would you say.

That's because you're normal.

But the most stupid C++ compiler ever (M$ VS)
issues an ERROR that converting 0 to float incurs possible "loss of data". So you have to write "0.f".

BTW, "0." is a double, so you really have to write "0.f". Or "static_cast<float>(0)" if you like ugly, impossible-to-read code.

Once upon a time, one or two jobs ago, a really awesome engineer specced out a distributed search application in response to a business need. This company was managed pretty oldschool and required a ton of paperwork and approvals.

The engineer spent many weeks running tests and optimizing the hell out of this app cluster. It flew, and he had the data to prove it could handle production workloads (think hundreds of terabytes of data being processed every single day)

Part of the way he achieved this was having RAID0 on all of the servers to maximize I/O throughput. He didn't care much about data loss, since the application itself was fault tolerant on a much more granular level.

Management, hearing about this, absolutely flipped their shit and demanded RAID6 instead. This despite the conclusive data that the engineer had that proved RAID6 couldn't keep up.

He more or less got told to STFU.

Even this despite the fact that a RAID restripe would actually take many times longer than rebuilding the failed node from scratch (a process that took about 30 minutes by hand, and could probably be automated to be done in less than five), causing a longer exposure to actual data loss throughout the length of the days-long array rebuild time.

The ill-thought-out requirement added about 50% to the cost of the project (*many* more hard drives now required), beyond the original budget, and the subsequent bureaucratic wrangling resulted in a late product launch.

6 months or so later, after real customers were using this product, the app was buckling under around half of its expected workload. A friend of the engineer suggested to management to try RAID0. Sure enough, that resolved the I/O bottleneck.

This rage-inducing story has a happy ending, though! Said engineer left the company not long after this incident, citing it as a reason for his departure. He was immediately hired by another company, making integer multiples of his prior salary.

The product the company botched the launch of by ignoring his spec? It died a few months later. Maybe the poor customer experience was to blame? Maybe the late launch? Maybe it was another reason entirely.

Either way, millions of dollars of hardware now sat fallow. This was a black eye on the company all the way up to the C-level.

tl;dr: Listen to your engineers. You hired them for their expertise.

I had spent the last year working on a online store power by woocommerce with over 100k products from various suppliers. This online store utilized a custom API that would take the various formats that suppliers offer their inventory in and made them consistent. Now everything was going swimmingly initially, but then I began adding more and more products using a plug-in called WP all import. I reached around 100k products and the site would take up to an entire minute to load sometimes timing out. I got desperate so I installed several caching plugins, but to no avail this did not help me. The site was originally only supposed to take three to four months but ended up taking an entire year. Then, just yesterday I found out what went wrong and why this woocommerce website with all of these optimizations was still taking anywhere from 60 to 90 seconds to load, or just timing out entirely. I had initially thought that I needed a beefier server so I moved it to a high CPU digitalocean VM. While this did help a little bit, the site was still very slow and now I had very high CPU usage RAM usage and high disk IO. I was seriously stumped the Apache process was using a high amount of CPU and IO along with MYSQL as well. It wasn't until I started digging deeper into the database that I actually found out what the issue was. As I was loading the site I would run 'show process list' in the SQL terminal, I began to notice a very significant load time for one of the tables, so I went to go and check it out. What I did was I ran a select all query on that particular table just to see how full it was and SQL returned a error saying that I had exceeded the maximum packet size. So I was like okay what the fuck...
So I exited my SQL and re-entered it this time with a higher packet size. I ran a query that would count how many rows were in this particular table and the number came out to being in the millions. I was surprised, and what's worse is that this table belong to a plugin that I had attempted to use early in the development process to cache the site. The plugin was deactivated but apparently it had left PHP files within the wp content directory outside of the actual plugin directory, so it's still executing scripts even though the plugin itself was disabled. Basically every time I would change anything on the site, it would recache the whole thing, and it didn't delete any old records. So 100k+ products caching on saves with no garbage collection... You do the math, it's gonna be a heavy ass database. Not only that but it was serialized data, so when it did pull this metric shit ton of spaghetti from the database, PHP then had to deserialize it. Hence the high ass CPU load. I had caching enabled on the MySQL end of things so that ate the ram. I was really desperate to get this thing running.
Honest to God the main reason why this website took so long was because the load times made it miserable to work on. I just thought that the hardware that I had the site on was inadequate. I had initially started the development on a small Linux VM which apparently wasn't enough, which is why I moved it to digitalocean which also seemed to not be enough, so from there I moved to a dedicated server which still didn't seem to be enough. I was probably a few more 60-second wait times or timeouts from recommending a server cluster to my client who I know would not be willing to purchase it. The client who I promised this site to have completed in 3 months and has waited a year. Seriously, I would tell people the struggles that I would go through with this particular site and they would just tell me to just drop the site; just take the money, just take the loss. I refused to, this was really the only thing that was kicking my ass. I present myself as this high-and-mighty developer like I'm just really good at what I do but then I have this WordPress site that's just beating the shit out of me for a year. It was a very big learning experience and it was also very humbling as well, it made me realize that I really don't know as much as I think I might. It was evidence that there is still so much more to learn out there, I did learn a lot from that experience especially about optimizing websites the different types of methods to do that particular lonely on the server side and I'll be able to utilize this knowledge in the future.
I guess the moral of the story is, never really give up. Ultimately things might get so bad that you're running on hopes and dreams. Those experiences are generally the most humbling. Now I can finally present the site that I am basically a year late on to the client who will be so happy that I did not give up on the project entirely. I'll have experienced this feeling of pure euphoria, and help the small business significantly grow their revenue. Helping others is very fulfilling for me, even at my own expense.

Anyways, gonna stop ranting. Running out of characters. If you're still here... Ty for reading :')

Maturing is realizing that making a BACKUP is really, really important.

I lost all my data from a terrible accident. By using recovery software over the course of a week (because the computer I had to use to recover it was less than adequate), I managed to recover most data. Upon restoring the data to the SSD, there was numerous corruption issues, strange glitches, etc. I tried running many system recovery tools, repairing the registry, disk check, everything. Today, I could not install Visual Studio Community updates because... it couldn't. It just popped up a blank window and that's it. I tried everything. Eventually, that combined with every other issue I've had, apps not working because of corrupt files and having to reinstall basically everything I've tried to use anyway, I decided to do a clean install.

So I'm waiting for many many many installers, right now. Nanite was only the tip of the ice berg. I guess what I'm trying to say is...

How's everyone doing? :)

It’s still to easy.
I hope one day software will get so complicated no one will be able to fix it.

Somewhere in future :
- government established law that new AI system is only one that can accept new law
- every financial operation is monitored by government supervision AI
- we developed robots that are taking care of us
- everyone is happy cause work for money, shelter and food is now optional
- education is fully digital and managed by AI
- whole knowledge is based on asking questions, we don’t need to write and read anymore
- we use one common language and our knowledge specialization increased

A little more time passed by in this utopia.
- after power loss most of data got corrupted
- last man who knew how to restore backup died last night ( R.I.P. admin we will not forget you )
- people trying to save knowledge base to rebuild part of this civilization but no one knows how to make a paper because it haven’t been used for ages
- we decided to put what is left from knowledge on stone but we forgot how to write since everything is audio or video and most of time we were spending in VR
- someone decided that we draw some pictures
- all of use are now drawing animal heads like we remember ourselves from VR, let people know our tech is good
- some people love cats so they try to make cats from stones
- volcano eruptions destroyed most of stones that we made

Starving waiting for another respawn of my DNA sequence. I hope we manage to survive this time.

Inherited a simple marketplace website that matches job seekers and hospitals in healthcare. Typically, all you need for this sort of thing is a web server, a database with search

But the precious devs decided to go micro-services in a container and db per service fashion. They ended up with over 50 docker containers with 50ish databases. It was a nightmare to scale or maintain!

With 50 database for for a simple web application that clearly needs to share data, integration testing was impossible, data loss became common, very hard to pin down, debugging was a nightmare, and also dangerous to change a service’s schema as dependencies were all tangled up.

The obvious thing was to scale down the infrastructure, so we could scale up properly, in a resource driven manner, rather than following the trend.

We made plans, but the CTO seemed worried about yet another architectural changes, so he invested in more infrastructure services, kubernetes, zipkin, prometheus etc without any idea what problems those infra services would solve.

As you can see from the screenshot, its working.
The system is actually learning the associations between the digit sequence of semiprime hidden variables and known variables.

Training loss and value loss are super high at the moment and I'm using an absurdly small training set (10k sequence pairs). I'm running on the assumption that there is a very strong correlation between the structures (and that it isn't just all ephemeral).

This initial run is just to see if training an machine learning model is a viable approach.

Won't know for a while. Training loss could get very low (thats a good thing, indicating actual learning), only for it to spike later on, and if it does, I won't know if the sample size is too small, or if I need to do more training, or if the problem is actually intractable.

If or when that happens I'll experiment with different configurations like batch sizes, and more epochs, as well as upping the training set incrementally.

Either case, once the initial model is trained, I need to test it on samples never seen before (products I want to factor) and see if it generates some or all of the digits needed for rapid factorization.

Even partial digits would be a success here.
And I expect to create multiple training sets for each semiprime product and its unknown internal variables versus deriable known variables. The intersections of the sets, and what digits they have in common might be the best shot available for factorizing very large numbers in this approach.

Regardless, once I see that the model works at the small scale, the next step will be to increase the scope of the training data, and begin building out the distributed training platform so I can cut down the training time on a larger model.

I also want to train on random products of very large primes, just for variety and see what happens with that. But everything appears to be working. Working way better than I expected.

The model is running and learning to factorize primes from the set of identities I've been exploring for the last three fucking years.

Feels like things are paying off finally.

Will post updates specifically to this rant as they come. Probably once a day.

why do i have an iphone?

well, let's start with the cons of android.

- its less secure. this isn't even arguable. it took the fbi a month or something (i forget) to break into an ios device

- permission, permissions, permissions. many of the android apps i use ask for the not obscure permissions.
· no, you don't need access to my contacts
· no, you don't need access to my camera to take notes
· no, you don't need access to my microphone to send messages
· no, you don't need access to my saved passwords to be a functioning calculator

- not being able to block some apps from an internet connection

- using an operating system created and maintained by an advertising company, aka no more privacy

- i like ios's cupertino more than material design, but that's just personal preference

pros of ios:

- being able to use imessage, at my school if you don't have an iphone you're just not allowed to be in the group chat

- the reliability. i've yet a data loss issue

- the design and feel. it just feels premium

- if i could afford it, ios seems like a lot of fun to develop for (running a hackintosh vm compiled a flutter app 2x as fast as it did on not-a-vm windows)

so that's why i like iphones
google sucks

MTP is utter garbage and belongs to the technological hall of shame.

MTP (media transfer protocol, or, more accurately, MOST TERRIBLE PROTOCOL) sometimes spontaneously stops responding, causing Windows Explorer to show its green placebo progress bar inside the file path bar which never reaches the end, and sometimes to whiningly show "(not responding)" with that white layer of mist fading in. Sometimes lists files' dates as 1970-01-01 (which is the Unix epoch), sometimes shows former names of folders prior to being renamed, even after refreshing. I refer to them as "ghost folders". As well known, large directories load extremely slowly in MTP. A directory listing with one thousand files could take well over a minute to load. On mass storage and FTP? Three seconds at most. Sometimes, new files are not even listed until rebooting the smartphone!

Arguably, MTP "has" no bugs. It IS a bug. There is so much more wrong with it that it does not even fit into one post. Therefore it has to be expanded into the comments.

When moving files within an MTP device, MTP does not directly move the selected files, but creates a copy and then deletes the source file, causing both needless wear on the mobile device' flash memory and the loss of files' original date and time attribute. Sometimes, the simple act of renaming a file causes Windows Explorer to stop responding until unplugging the MTP device. It actually once unfreezed after more than half an hour where I did something else in the meantime, but come on, who likes to wait that long? Thankfully, this has not happened to me on Linux file managers such as Nemo yet.

When moving files out using MTP, Windows Explorer does not move and delete each selected file individually, but only deletes the whole selection after finishing the transfer. This means that if the process crashes, no space has been freed on the MTP device (usually a smartphone), and one will have to carefully sort out a mess of duplicates. Linux file managers thankfully delete the source files individually.

Also, for each file transferred from an MTP device onto a mass storage device, Windows has the strange behaviour of briefly creating a file on the target device with the size of the entire selection. It does not actually write that amount of data for each file, since it couldn't do so in this short time, but the current file is listed with that size in Windows Explorer. You can test this by refreshing the target directory shortly after starting a file transfer of multiple selected files originating from an MTP device. For example, when copying or moving out 01.MP4 to 10.MP4, while 01.MP4 is being written, it is listed with the file size of all 01.MP4 to 10.MP4 combined, on the target device, and the file actually exists with that size on the file system for a brief moment. The same happens with each file of the selection. This means that the target device needs almost twice the free space as the selection of files on the source MTP device to be able to accept the incoming files, since the last file, 10.MP4 in this example, temporarily has the total size of 01.MP4 to 10.MP4. This strange behaviour has been on Windows since at least Windows 7, presumably since Microsoft implemented MTP, and has still not been changed. Perhaps the goal is to reserve space on the target device? However, it reserves far too much space.

When transfering from MTP to a UDF file system, sometimes it fails to transfer ZIP files, and only copies the first few bytes. 208 or 74 bytes in my testing.

When transfering several thousand files, Windows Explorer also sometimes decides to quit and restart in midst of the transfer. Also, I sometimes move files out by loading a part of the directory listing in Windows Explorer and then hitting "Esc" because it would take too long to load the entire directory listing. It actually once assigned the wrong file names, which I noticed since file naming conflicts would occur where the source and target files with the same names would have different sizes and time stamps. Both files were intact, but the target file had the name of a different file. You'd think they would figure something like this out after two decades, but no. On Linux, the MTP directory listing is only shown after it is loaded in entirety. However, if the directory has too many files, it fails with an "libmtp: couldn't get object handles" error without listing anything.

Sometimes, a folder appears empty until refreshing one more time. Sometimes, copying a folder out causes a blank folder to be copied to the target. This is why on MTP, only a selection of files and never folders should be moved out, due to the risk of the folder being deleted without everything having been transferred completely.

(continued below)

3032 bad sectors.

🙃

Pull-to-refresh is useless.

If you are a mobile app developer, please get rid of pull-to-refresh. Your users will thank you.

I have the impression that mobile app developers choose to implement the pull-to-refresh gimmick just in order to make their app comply with a design trend. It seems like a desperate attempt to appear "modern" and "fancy", not because of the actual usefulness of the gesture.

Pull-to-refresh is one of those things that are well-intended but backfire. It appears helpful on first sight, but turns out to be a burden.

It takes effort and cognitive strain to avoid triggering a pull-to-refresh. The user can't use the app relaxed but has to walk on eggshells.

Every unwanted refresh wastes battery power, mobile data (if it is an Internet-connected app), and can lead to the loss of form data.

To avoid pull-to-refresh, the user has to resort to finger gymnastics like a shorter swipe for scrolling up or swiping slightly up before down. Pull-to-refresh could even be triggered while pinch-zooming in or out near the top of a page, if the touchscreen does not recognize one of the two fingers.

Pull-to-refresh also interferes with the double-tap-swipe zoom gesture. If one of the two taps are not recognized, a swipe-down to zoom in can trigger a pull-to-refresh instead.

To argue "if you don't like pull-to-refresh, just don't use it" is like blaming a person who stepped on a mine, since the person moved and the mine was stationary.

A refresh button can be half a second away in the menu bar, URL bar, or a submenu, where it is unlikely to be pressed accidentally. There is no need for a gesture that does more harm than good.

Using a mobile app with pull-to-refresh feels like having Windows StickyKeys forcibly enabled at all times. The refresh circle animation sticks to the finger.

If the user actually wants to refresh, pull-to-refresh is slower than a refresh button in a menu if the page is not at the top, meaning pull-to-refresh is useless as a shortcut anyway if the page is in any other position than the top.

An alternative to pull-to-refresh is pull-for-details. Samsung did it in some of their apps. Pulling down against the top reveals additional information such as the count and total size of selected items.

If you own a website, add this CSS to make browsing your website on the pre-installed Android web browser not a headache:

html,body { overscroll-behavior: none; }

Why is this necessary? In 2019, Google took the ability to deactivate the pull-to-refresh gesture on their Chrome browser for Android OS away from users. On Chrome for Android, pull-to-refresh can only be disabled on the server side, not the user side. The avalanche of complaints? Neglected.

Good thing several third-party browsers let the user turn off this severe headache.

Idiots. Just... Fucking Idiots.

Junior Frontend dev got a feature to implement. Decided to add a field to a set of mongo collections. I'm the responsible adult for those collections. Talked to the junior - told it, "don't do that, you will lose the data you are adding later". Junior says "will not happen", and goes on to try and prove It is "Right". Problem? Junior is an Idiot. did not trigger the data loss scenario. So... Junior got his TL to talk to the RND manager. And those Idiots Decided that the implementation will go forward as is.

Data loss will happen. QA will not find it. Only the client will experience the data loss, and complain....

What is it with networking guys refusing to do any kind of fault finding? Pretty much everywhere I've worked they seem to be overpaid address hogs who occasionally want everyone to be proud of them for installing a new switch.

Currently seeing a production issue that's clearly due to spikes in packet loss on a certain part of the network - but oh no, it's always "our tests are fine", "we can establish a route no problem", "this is an application level issue", etc.

No you morons, when a dozen unrelated applications hosted on different cloud services fail because none of them can contact anything in your particular subnet in your data center at the same time, it's a damn networking issue. Sort it out.

It only takes one time of not having version control to never run that risk again.

A backup a day keeps the doctor away!
...or even better:
A backup a day keeps data loss away!

A few weeks ago, I was kept up until the wee hours of the morning trying to figure out how in the hell the Monty Hall problem works. After finally getting it (I'm slow, okay?), I decided to write a program to run simulations of it.

First incarnation of program took user input. User enters what door they choose (1, 2, or 3), then is told what door Monty opens, then given the decision of staying with the door they originally chose or switching, then informed how that worked out for them.

Second incarnation of program ran on a loop. At the start of each loop, a random door is picked for the user guess. Then the door Monty opens is calculated from the remaining doors (excludes user guess and prize door). Then user switches doors (choosing the door that was not their original door or the door Monty opened). At the end of each loop, if the door they switched to was the prize door, it would increment a win counter, else increment a loss counter. After running the loop 1000000000 times, it printed to console `You always switched doors, resulting in ${wins} wins and ${losses} losses`.

THEN I decided to write a variation to run a while loop on the outside of the loop to increase the number of total doors until the point where the decision to switch doors hurt more often than it helped. At this point, I decided to incorporate file I/O and write to a file rather than a console. And that was neat!

And then I decided it would be cool to go back to the three door variation, printing on each loop the original door, the door Monty opened, the door that was switched too, the result of the switch (win or lose) and what the prize door was.

But for the life of me, I couldn't seem to get the file to write properly. It would, like, always crash my terminal. I tried open + append, I tried append. I tried createWriteStream. Still just failure.

And then I changed it to an appendFileSync and happened to look at one of the files that I was writing to. "Huh, over a gig seems a lot."

"Well, how much are you writing each loop? Did you forget to keep in mind how many bytes that would be?"

TLDR: If you're going to write a program that's going to write data to a file on a loop, you might want to figure out how much it's going to end up writing .... before trying to run it. And running a loop 1000000000 times may be a little excessive.

*face palm*

New hard drive!
Finally replaced 5yo one after Linux started crashing.
Lost Windows BCD!
Gonna have to restart with Arch Linux + Windows
Sigh...

If they followed my suggestion and went straight to debugging the server issues they would have been solved it from week 1 and everyone would have thought the migration had a minor performance hiccup. In fact, we have already done such at least twice before and nobody batted an eye.

Instead they self-labelled the migration a failure on first error, setting the stage for apologizing to the client, and put themselves on the spot for a whole staging / production signoff, replication / backup worfklow, almost a blue-green "seamless" deployment reminiscent of DigitalOcean.

Well they're not DigitalOcean, and anyone who has spent any time understanding users knows they will not participate in "new system" tests long enough to find or report issues.

So of course the migration stretched out to almost three months up until the whole reason for the migration - the rapidly escalating risk of the old provider disappearing - hit like a freight train and now they have to go through the problem of debugging the server like I told them to on week 1. Only this time they've set the client mindset against it, lost any chance of reverting, have had grave risk for data loss, and are under pressure to debug other people's code in real-time.

This is why I don't trust devs to do ops. A dev's first solution to any problem is to throw tech at it.

I remember the first time I was experimenting with Linux and decided to install Kali Linux (was still version 1 at the time) and in the process cleaned my hard drive. I was in first year and I hadn't been introduced to git, so you can imagine what happened to my code.

Or when I dumped all my databases into one SQL file (the feature looked tasty in phpmyadmin) and then after reinstalling everything, I couldn't import back the files.

Or last year, where I was on industrial attachment. So we were to delete some data from DHIS2 manually. So as a developer I grouped all organisation units to be deleted under one parent and wrote a python script to recursively delete anything in that group. Just when I was about to show my supervisor how efficiently my script was deleting stuff, he said, "Don't delete anything yet". I hope he doesn't read this *wink*

Fast forward, last week on Friday I dropped my external hard drive. It just works on one USB port now, no idea how and why.

Living on the edge!

One or two years ago I managed to deploy a DDL change directly on the production server. As I knew there was a backup job which will run every day at noon and at midnight. So I run my script some minutes after noon. So far so good. But somehow I tested it badly in my test environment and the UI of the application throws error after error now in production.

Well, just revert the db to the latest recovery point with the backup, I thought.

It became clear then after a couple of minutes of searching the backup folder for the db backup that there was no such file. The youngest backup file was 3 years old.

Now what happened: The backup script had a switch "simulate=true" and then simulated a successful backup on each run. Therefore the monitoring system got no alerts for not correctly executing those jobs correctly. Then the monitoring job which should do the backupfolder surveillance stuck with green, because there was a valid backup file inside. But it did not check for a specific creation date.

Now this database is the one we need for doing our daily business and is really crucial. Therefore It was easier to emergencyfix the application than doing a rollback of the db 🙄

Well, not really a data loss story, but close to one.

Not exactly a data loss, but on server hosting almost all of clients' websites.

$ crontab -e

Except finger slipped and it became -r. *facepalm*

> Moment you thought you did a good job, but ended up failing
> Times the bug wasn't actually your fault
> Times you took the blame for a junior or other dev
> Times someone took the blame for you
> Times you got away with something you shouldn't have.
> Most valuable data loss
> The bug you never fixed
> Most satisfying bug to fix
> Times where a "simple" task turned out to be not so simple
> Debug code left in production?
> Moments you wish you could undo
> Most satisfying optimization
> Have you ever been ranted about?

Opened my PC today...found my local disk empty...170gigs of data lost...
Feel like crying...hope Recuva works

Saving in Google documents. You never know...

Fucking panic!
First thing I see when I wake up today is an email from my colleague. It says we've lost a hell of a lot of user uploaded files in ALPHABETICAL ORDER. Also, it happened TUESDAY NIGHT.

This will be fun...

Rebooted the two oldest EC2 instances in our network today. It went as badly as expected. They were supposed to be identical

* One server rebooted perfectly
* Second server rebooted with data loss, permission issues, configuration failures.

Sent a company-wide email with changelog of an internal tool. Front end guy made some simple UI fix while i fixed a nasty bug that was causing data loss in the back end.... Everyone praises the UI fix...
Kill me now 😫

As a kid, I wanted to try new stuff. New programs, new games, new websites, new OSs. Those were the days when we had very limited and slow access to internet and cloud was still to be discovered. I had everything on my local HDD.

So one fine day I decided to try out Ubuntu on my Windows 7 Laptop.

I emptied a partition, burnt the image to a USB drive and booted from it. Installation went well.

Somehow I ended up deleting the logical partitions on my Windows machine. Not only I was not able to boot into Windows, my HDD was just one tiny partition. I cried my eyes out. That disk had everything I ever had.

PS: I recovered everything by restoring the partitions.

TL;DR - (almost) childhood trauma due to Wesrern Digital crap products lead to lot of data loss and a plege to not trust or purchase their products for the rest of my life.

....

So, I got my first ever Wester Digital 2TB Mybook, back when 2TB was a really big thing. While in the midst of moving (not copying) a LOT of data to it, the damn disk just.. died. There was no fall, no power outage, no damage, it just stopped working. I was out of words and out of options. Tried yanking out the disk and connecting it directly to a system, but no luck because it looks like it's the HDD mobo that died.

Also stupid young me did not realise back then that, even if a "moved" the data, the original data is still most likely in their original location, and so, never bothered a recovery.

Lots of good stuff lost that day.

And as with a lot of you, my disaster recovery system kicked up 10 fold. Now I got redundant local and cloud backup copies of all critical and otherwise unattainable data.

As you may have guessed, I never bought another Wester Digital product ever again. My internal HDDs are Segate, and external is a suprisingly long lived Toshiba Canvio.

Based on all these data loss rants about repartitioning drives after 10 pm, I think we need some software that stops you from doing destructive actions when you may be tired and/or don’t have a backup.

Just upgraded my internet service from a WISP, that could only get 1mb down and 1 up on a good day with lots of packet loss, (hack job company no improving infrastructure) ... for reference in live out in woods in northern Michigan.. sooo there arnt many options... DSL, don’t cross the river to me, neither does cable or fiber. Cell signal doesn’t work either as you can see.
So I had to try out satellite... went with viasat... got put on viasat-2 and holy shit first time in 4 years since living here have I been able to stream, and download and upload to my servers without having to take a nap. But the experience of dealing with what I did for 4 years definitely caused me to be more creative in what I do, and how I process data, and transmit data. Definitely an experience that taught me lot and gave me a lot of knowledge.
But now I’m in what I will consider “phase 2” there will be faster internet to come... Ariel fiber is being ran by the power company... but they are min 2 years out.. and Elon’s sats will also be next sooo good times to come..
Yeah yeah I know the ping rate sucks.. but guess what... I don’t play games so I don’t care... and as far as voip or web conferencing goes yeah there’s a slight delay/lag.. but I just tell them.. when you call me or conference with me pretend I’m not on earth.. boom the latency is explained then hahah.

Lost all my Data, due to electricity loss. Lost about 1.8TB of data, didn't have backup as I didn't have any other media to backup to. :/

I just migrated Test data into Production. If I start a new project, Murphy's law indicates that my phone will ring, and the migration will have been a total loss.

If I sit and do nothing, Murphy's corollary tells me the data migration will be a success?

So I started working at a large, multi billion dollar healthcare company here in the US, time for round 2,(previously I wasn't a dev or in IT at all). We have the shittiest codebase I have ever laid eyes on, and its all recent! It's like all these contractors only know the basics of programming(i'm talking intro to programming college level). You would think that they would start using test driven development by now, since every deployment they fix 1 thing and break 30 more. Then we have to wait 3 months for a new fix, and repeat the cycle, when the code is being used to process and pay healthcare claims.

Then some of my coworkers seem to have decided to treat me like I'm stupid, just because I can't understand a single fucking word what they're saying. I have hearing loss, and your mumbling and quiet tone on top of your think accent while you stop annunciated your words is quite fucking hard to understand. Now I know english isn't your first language and its difficult, I know, mine is Spanish. But for the love of god learn to speak the fuck up, and also learn to write actual SQL scripts and not be a fucking script kiddie you fucking amateur. The business is telling you your data is wrong because you're trying to find data that exists is complex and your simple select * from table where you='amateur with "10years" experience in SQL' ain't going to fucking cut it. Learn to solve problems and think analytically instead of copy fucking pasta.

I love working on legacy products. You just need a good shower and possibly a therapist after.

- Sensitive data sent over the internet encrypted with DES (not even 3DES). Guess it doesn't matter that the key (singular, for the last decade) is basically 0123456789ABCDEF.

- Client databases with open default port, admin/admin superuser.

- Critical applications (potential for substantial property damage, maybe loss of life) with a single point of failure and without backup.

Suggestions, to slow down a bit with sales, so we have time to rewrite this steaming pile of crap are met with the excuse: be more pragmatist, this is standard industry practice.

Some of this shit can be fixed on my own time if my conscience nags too much, but others would require significant investment of time from multiple developers, which would slow down new business.

Guess the pay is ok, so that's something...

Adaptive Latent Hypersurfaces

The idea is rather than adjusting embedding latents, we learn a model that takes
the context tokens as input, and generates an efficient adapter or transform of the latents,
so when the latents are grabbed for that same input, they produce outputs with much lower perplexity and loss.

This can be trained autoregressively.
This is similar in some respects to hypernetworks, but applied to embeddings.

The thinking is we shouldn't change latents directly, because any given vector will general be orthogonal to any other, and changing the latents introduces variance for some subset of other inputs over some distribution that is partially or fully out-of-distribution to the current training and verification data sets, thus ultimately leading to a plateau in loss-drop.

Therefore, by autoregressively taking an input, and learning a model that produces a transform on the latents of a token dictionary, we can avoid this ossification of global minima, by finding hypersurfaces that adapt the embeddings, rather than changing them directly.

The result is a network that essentially acts a a compressor of all relevant use cases, without leading to overfitting on in-distribution data and underfitting on out-of-distribution data.

Big data loss... idk
I once lost a semicolon

My biggest data loss and also contributed in me getting into computer stuff was when dad formatted the computer before I was able to take a backup, felt so bad at that time it had all my photos from school with friends.

So instead of crying in the corner and me not knowing they can be brought back, at least half of them, I started learning how computers work, how software work, what type of software is out there ...etc. Though that brought more work for dad having to format my mess every month of so XD

But I ended up learning a lot of new things. Then one programming class at school sent me into the dev world

The networking group at my day job, hooooooolly crap I have some unprintable words. But keeping it professional:

* Days to turn around simple firewall whitelisting requests
* Expecting other teams to know the network layout despite not sharing that information anywhere and going out of their way to not share it
* Adding bureaucracy in the form of separate Word doc forms despite having a ticketing system - for no justifiable reason
* Breaking production systems multiple times per month
* Calling in with problems that are clearly network related, being told it’s our systems, and then the problems magically go away even though they swear they didn’t touch anything
* Outright verifiable lies or vague non-answers when they’re not talking to someone at the director level or a vendor from an outside company on conference calls
* Worse packet loss and throughput on our LAN than my home ISP

Doing anything with these clowns is my single biggest source of stress right now. I can’t wait until we get a full SDN stack set up and then we won’t have to deal with them for day-to-day needs any longer.

My boss swears it’s better that we’re not managing the network directly, but I’m pretty sure my friend’s dog could be loosed into the data center to chew on fiber, and eventually the pairs would be connected in such a way as to improve performance.

So I got the LSTM working in keras.
Working from a glorified tutorial.
Why the fuck do people let their github pages go down with no other backup?
Especially if its a link in your blog?
Why would you do that and not post the full script (instead of bits and pieces interspersed with *partial* explanations)?

In any case, its working and training on a test set and examples just to debug my own understanding of the process.

Once thats done I can generate some training data and try training on a small set. If that goes smoothly and the loss looks like it is heading in the right direction, then I'll setup the hardware for the private cloud and start writing the parallel computing component.

The next step for improving large language models (if not diffusion) is hot-encoding.

The idea is pretty straightforward:
Generate many prompts, or take many prompts as a training and validation set. Do partial inference, and find the intersection of best overall performance with least computation.

Then save the state of the network during partial inference, and use that for all subsequent inferences. Sort of like LoRa, but for inference, instead of fine-tuning.

Inference, after-all, is what matters. And there has to be some subset of prompt-based initializations of a network, that perform, regardless of the prompt, (generally) as well as a full inference step.

Likewise with diffusion, there likely exists some priors (based on the training data) that speed up reconstruction or lower the network loss, allowing us to substitute a 'snapshot' that has the correct distribution, without necessarily performing a full generation.

Another idea I had was 'semantic centering' instead of regional image labelling. The idea is to find some patch of an object within an image, and ask, for all such patches that belong to an object, what best describes the object? if it were a dog, what patch of the image is "most dog-like" etc. I could see it as being much closer to how the human brain quickly identifies objects by short-cuts. The size of such patches could be adjusted to minimize the cross-entropy of classification relative to the tested size of each patch (pixel-sized patches for example might lead to too high a training loss). Of course it might allow us to do a scattershot 'at a glance' type lookup of potential image contents, even if you get multiple categories for a single pixel, it greatly narrows the total span of categories you need to do subsequent searches for.

In other news I'm starting a new ML blackbook for various ideas. Old one is mostly outdated now, and I think I scanned it (and since buried it somewhere amongst my ten thousand other files like a digital hoarder) and lost it.

I have some other 'low-hanging fruit' type ideas for improving existing and emerging models but I'll save those for another time.

Moving files is emotionally easier than copying and deleting files, and moving eliminates the risk of selecting the wrong files at the deletion part.

I have read that it is safer to manually copy and manually delete files rather than to move it, but copying and deleting has a hidden risk that was not mentioned: selecting the wrong files for deletion.

Moving files feels like moving an obstacle from one room to another. The deletion part of copying and deleting feels like destroying something, which is an added emotional barrier.

Technically, copying and deleting is safer, since there is no risk of source files being deleted without having been transferred as a result of a device disconnecting or the buggy media transfer protocol (MTP) failing to load the entire file list. However, on mass storage devices, this pretty much never happened to me, and on MTP, data loss can be avoided by not moving folders but opening the source folders and selecting all files and moving those out. This prevents a parent folder with incompletely loaded file listing from being deleted.

However, something that is not considered about copying and deleting is that the risk of selecting the wrong files in the deletion step exists. One might end up selecting files that were never copied.

Not only is moving straightforward and time-saving, but it has no emotional barrier and the risk of selecting the wrong files to delete from the source is eliminated, since a proper file manager like Nemo or Windows Explorer (mass storage only, not MTP) only deletes a moved file from the source after it has been properly transferred. The user does not need to pay attention to select the correct files to delete, since the file manager already did it.

Guys, I think they are asking about Big Data Loss. People thought it's about Data Loss.

My Big Data Loss experience is when everyone in Hong Kong starts talking about big data using spreadsheets. So lost.

Software RAID 1 is better than hardware RAID 1! Here's why:
1. Hardware RAID controllers do fail, and when they do, they kill all hard drives connected to them.
2. If your controller didn't fry your hard drives when it failed, you'll have to find the exact replacement, or you can kiss your data goodbye. You installed a hardware RAID array using second hand Broadcom controller three years ago, and now it failed? You better get on looking for the same controller of same revision running the same firmware version (of course you can't update firmware yourself) if you want your data back. Oh, Broadcom discontinued this model? Tough cookies. With software RAID, everything is easily recoverable.
3. You save a lot of money you can invest in other parts of your system. Good hardware controllers, even second hand ones, don't cost less than $200.

Performance loss is negligible.
RAID built into your motherboard is the worst of both worlds: it's just the software RAID you can't reallly control. Don't do that.

Hardware RAID is only worth it if you have a contract with your hardware supplier that says they're responsible for managing your RAID array. They have the resources to replace failed controllers properly. You know how IBM installs full rack worth of servers just to disable 70% of them because of your plan limitations? It's easier for them to do that than to physically go there and take servers away, just to reinstall them when you grow. Yeah, that kind of contract at that kind of level. If you're there, you don't need me telling you all that.

TL;DR: if you want to buy a two 8TB hard drives for $150 each on newegg and a used RAID controller to make RAID 1 array, you can make both 16TB _and_ make your system more reliable. Reliability is what you're after if you want RAID 1, isn't it?

What are you do... wha... no! stop! are you gonna buy a raid box from Aliexpress? are you fucking crazy?!

Two years ago my laptop crashed and wouldn't boot windows anymore. Luckily I had already handed in all small projects and backed up the rest. However, I still had to install all my programs on a fresh new windows installation.

I decided to give Linux a try since it was an old laptop and I have to say that my data loss situation was not bad at all but getting into solving Linux errors can take quite some time out of your day, especially in the beginning. After a week of spending time here and there to improve the situation I had pretty much everything setup to the point where I could start development again. I have to say that it has changed my workflow and that I'm loving Linux now. I started out with Ubuntu and now I'm trying out some other distros on my second laptop (if you got any suggestions please let me know).

I still use windows side by side with Linux for certain tasks, but I'm not regretting losing my windows installation on my laptop. It made me realize that there's much more out there to learn and to give a try.

Started out as an intern at my current employer, after a few months they made me create an invoicing system...

I should have said no.

I've had a lot of bugs with it in the past, but the data-loss one has been because I send a SOAP call to our (third party) accounting system and only if I get an ERROR do I log it....

Apparently, when you put line 1 before line 0, you get a warning, but no data is processed...

Had to write a script that updated 4 months of invoice data in one go, without errors, took me a fucking week...

Lesson learnt boys and girls, never let an intern make the fucking invoicing system!

I don't know how much of this can be considered data loss but one one of my uni classmates frustrated by some hellish tasks (cleaning some old code files probably) decided that everything in that particular directory won't be of any further need, so she procede to rm -rf it.. only to discover that the terminal opened in that dir was another one and her current one (the one she bashed that unforgiving rm) was in fact a standard freshly opened term where any term would open.. in the user's (only user) home dir... such a face she had when all her codes, homeworks, projects and everything went to oblivion 😂😂 jokes aside it was a good thing that the semester was almost finished, all hws submited and no important data was there as she dual booted with ubuntu and some windows, but funny thing how such a honest mistake can ruin not only your day, but maybe your entire semester

No actual data loss here, but the feeling of data loss.

After having my data scattered across several devices i decided to get a grip on it use a cloud. I'm too paranoid for a real cloud so i used a local nextcloud installation. That was done via docker and with a 2TB raid1-array.
I noticed that after restarting the server the cloud was somehow reset and pointed me to the setup-page, afterwards my files were already there. It did strike me as odd but i figured "maybe don't restart the server in the next time".
But i did restart it. And this time i had to setup the cloud again, but my files were gone. I got close to a heart attack, even though all those files weren't that valuable. I ripped one disk from the usb hub, connected it to my laptop and tried to mount it, but raid array. Instead i started photorec and recovered a bunch of files, even though their names were some random hex and i knew i'd spend my next weeks sorting my files. While photorec ran i inspected the docker container and saw that there were only 10GB of space available. After a while and one final df i found the culprit: the raid. For some reason the raid wasn't mounted at boot and docker created the volumes on the servers hard disk, same goes for the container data. After re-adding the disk to the hub i mounted the raid and inspected everything again. All my files were still there.

At no point did i lose my data, but the thought was shocking enough. It'd be best not to fiddle with this server in the next time.

So, My usual dual boot setup is Linux(Dev stuff) and Windows(For gaming) and for Linux I always create different partition just to make sure I don't fuck up while removing Linux(mostly switching). So at one time I wanted to switch to CentOS and I accidentally deleted windows partition of C drive which had like 90+GB just for Steam....it was not Big loss but still it was pain downloading data for steam games.

Was working on a game with some friends a while ago and had a HDD fail before I could back it up and lost 48 hours of progress so spent all night hammering it back to how it was before the data loss...

Never stressed so much in my life tbh

My big data loss was I left my one-month college project and personal data on friend's laptop who don't know about what ` rm -rf ` does??

(a slide acoustic guitar plays on the background and the cowboy starts speaking)
It was a dry october day, back in good old 2017. I had this job from a client that I never met and was doing some coding for money.

After days of no sleep, no food and no rest, I finally decided to take a nap so I paused my music.

It was at this moment I found out my machine was making funny noises. Like a dingo makin' a run from it's enemies with a whelping noise.

Clicked on my computer and tried to find an ol' file from the archive drive but the machine won't let me, sayin' the disk ain't ready yet.

I tried disk manager, disk scanner, whatever the tools at my disposal all in vain. Then I said what the hell, I'll just restart my machine and it'll be alright.

The machine rebooted but the disk was gone. It was dead like a deer I ran over. I was upset, but not aware of the calamity headin' my way.

In just a few days my other 2 disks died suddenly. The loss of data, all the effort, none of them mattered. I felt numb and decided it was time for a fresh start.

Plugged in a Windows install disk, started the sequence, a screen came up askin' me which damned and alive disk I wanna install the fresh OS. I had two same make and model SSD disks, chose the one thinkin' it was the Windows drive, hell it wasnt... It was with all "my documents", "downloads", "pictures" folders and now I had two SSD drives with two Windows installations and nothing else.

The folks in town took a dab at me for months, even the bartender of the salloon refused to give me a drink. Sayin' it was a matter of reputation...

Turned out the bastard who fried my disks was the Madde Dog PSU Tannen who had a bad temper so here I am, tellin' my story to milk breathers and cherishing old days of data...

Not a data loss exactly but a loss indeed.

It was my first week at my first junior developer job, I was just learning git and completely messed it all up. I lost around 3 hours of work.

I didn't want to ask anybody for help (because of that useless junior feeling, you know...) and wasn't as good using Google as I'm now.

So I re-did all the work. Thankfully, I have a decent memory.

If there's something to learn here is ask for help when you've used all your resources and still think you need it. Nobody is going to have a bad opinion about you ;)

What's your favorite vps hoster?
I'm currently using scaleway and love it, but recently learned that they offer no protection against data loss.
So I'm looking for an alternative for a project in production that has automatic backups as well as unmetered bandwidth.

First year on the job. Was already good at writing software, but bad at practices and administration. One such software was being tested live, while still in development. I was developing on the production database... .
Yeah.
I was working on an edit feature of sales records, in a table that already contained hundreds of subsidized sales of very expensive products. Based on that, the supplier had to compensate the shops with half the price of every item.
I forgot to add a where clause to the update. Lost all sales data. On production.
Asked the admin if there are backups and he says yes, checks to discover that the backup script failed for the last week (since it became live)

Whole thing was incredibly stupid. I made a ton of stupid mistakes, and so did the other people involved. The loss was around 1 year of my income. Luckily the client decided to brush it off as losses and claim some tax benefits and it all ended well.

FEAR OF DATA LOSS
Resolution => backupS

1: external drive (or NAS)
2: cloud storage (maybe multiple services)
3: git repositories

After all these backups you are kind of demigod of data recovery...

Okay one of my stupid mistakes (yep I had multiple...)

I had a client running a WordPress, some older people that don't know that much about computers. They created the whole content for their WordPress, but it was a very large one with a lot of pictures they struggled to place etc.

And 4 months later I get an email saying that the hosting of my domain has been deleted. And as I was too lazy to place their database on their hosting, I placed it on mine. It followed up by a complete data loss and I couldn't tell them....

Not proud of this, but I told them their server had crashed and I couldn't do anything about it.

They closed their business because of this.

I feel bad.

Weekend ruined supporting legacy and poorly designed services coupled with poor architecture.

But "no project bandwidth" to refactor said services.

5 hours of data loss should now hopefully inspire a backlog re-shuffle.

Recovering Investment Losses with GearHead Engineers Cyber Security Services

In today’s increasingly digital financial landscape, investors face growing threats from cybercriminals targeting everything from brokerage accounts to blockchain-based assets. For individuals and businesses alike, falling victim to a cyberattack or financial scam can be devastating. Fortunately, firms like GearHead Engineers, known for their advanced cybersecurity services, are stepping in to help investors recover losses and, more importantly, prevent future breaches.

The Rise of Cyber-Investment Threats

As digital platforms have become the norm for managing investments, they’ve also become a prime target for hackers. Common threats include:
* Phishing scams that trick users into revealing login credentials.
* Ransomware attacks on financial firms.
* Malware that siphons personal and financial data.
* DeFi and cryptocurrency hacks exploiting insecure smart contracts or user wallets.
The financial implications can be enormous, especially when assets are stolen, trading accounts are compromised, or confidential investment strategies are exposed.

GearHead Engineers: A Cybersecurity Partner for Investors

GearHead Engineers specializes in protecting financial data, systems, and transactions with comprehensive cybersecurity strategies tailored to modern digital investment environments. Their services include:
* Threat Detection & Response: 24/7 monitoring of systems to identify unusual activity before it becomes a serious threat.
* Incident Forensics: In the event of a breach, GearHead Engineers conduct thorough investigations to trace the source, identify vulnerabilities, and assist in recovery efforts.
* Asset Recovery Support: While not a financial firm, GearHead can coordinate with law enforcement and digital forensics specialists to trace stolen digital assets, especially in cryptocurrency-related incidents.
* Security Audits & Penetration Testing: Preemptive testing of platforms and networks to find and fix security holes before hackers do.
* Cyber Insurance Advisory: Guidance on cyber insurance coverage and how to maximize your protection and potential reimbursement in case of a loss.
Real-World Application: Turning Loss into Learning
Clients who’ve suffered financial loss due to cyber incidents often find that working with cybersecurity experts like GearHead Engineers is a turning point. Not only can the firm help assess whether any funds are recoverable (especially in crypto and digital asset cases), but it also strengthens the client's defense moving forward.
By implementing robust firewalls, multi-factor authentication, encryption, and behavioral analytics, GearHead Engineers empowers investors to take control of their digital financial security.

Conclusion: Proactive Security is Smart Investment Strategy
Recovering from a cyberattack is never easy, but it’s possible—especially with the right partners. GearHead Engineers brings a unique blend of technical expertise and practical support to help victims of cyber fraud bounce back and secure their future. For investors, engaging in strong cybersecurity isn’t just risk management—it’s a smart investment in itself.

re-ran my neural network with the same config & data, now the loss is nan and i’m losing my mind

Cyberpunk Programmers is a specialized firm focused on recovering lost cryptocurrency assets. Their expert team employs advanced blockchain forensics and tracing techniques to retrieve funds lost to scams, hacks, or fraud. With a client-first mindset, they prioritize clear, jargon-free communication, ensuring clients understand the recovery process.
The company distinguishes itself through transparency and security, implementing strict measures to protect sensitive data. Their results-oriented fee model charges only upon successful recovery, aligning their goals with clients’ interests and reducing upfront risks. This reflects their confidence in tackling complex crypto recovery cases.
Cyberpunk Programmers handles various asset loss scenarios, from phishing attacks to compromised wallets, catering to both novice and seasoned crypto users. Their efficient approach aims for swift resolutions without compromising thoroughness, making their services accessible and reliable.
Known for ethical practices, Cyberpunk Programmers has earned a strong reputation in the asset recovery industry. Their dedication to client satisfaction and expertise in navigating digital fraud make them a trusted choice for those seeking to reclaim lost crypto assets. For anyone facing cryptocurrency loss, Cyberpunk Programmers offers a professional, secure, and effective solution. for more info about Cyberpunk Programmers inquire at cyberpunkprogrammersdotcom

Not only does every app need to have an export option, but new exports must create new, time-stamped files rather than overwriting an existing export!

A counter-example is "Battery Monitor Widget" by CCC71 or 3C71. That app creates a file in the main user directory, named "bmw_history.txt" (no relation to the car manufacturer).

When a new export is created, the existing bmw_history.txt is overwritten. This could lead to data loss if the user is unaware of this behaviour.

The developer thought of creating an export ability, but messed up at the file naming process.

Mandatory time-stamped user data exports for every app would not be so bad. This makes sure no developer would forget about it. GDPR gave us data portability for social media platforms. Let's do it for apps too. (Sorry, Samsung Internet, you can no longer lock in saved pages. Your users are sick of it.)

The "recycle bin" feature of Samsung "My Files" is amazing for data loss prevention when moving files out of the smartphone.

There used to be two ways to move files out of the smartphone to make space free. One is direct moving, the other is copy-deletion. The first is self-explanatory, the second means first copying the files and then deleting them on the phone.

Thanks to the the recycle bin, which keeps data for a month, files on the phone can be copied out and then put into the recycle bin instead of immediately deleted.

This means that if the copying was incomplete, there is a thirty-day grace period to get the files back from the phone.

The benefit of moving files instead of copy-deleting them is the lack of the deletion step. Moving files out directly does not have the emotional barrier of deleting the files from source like the deletion step of copy-deleting does.

Moving files feels like moving items to a new room, where as the deletion step after copying feels like destroying something.

So why not move files out? Because there is a risk of data loss if the device disconnects while files are moved to an USB OTG device. Due to write buffering, files that are moved out might be deleted on the phone shortly before they are completely written on the USB-OTG.

This is not an issue with MTP (Windows or Linux through USB cable) because the file systems are managed by the computer, so if the phone disconnects while files are moved out of the phone using MTP, the file system is kept intact by Windows or Linux.

Now, thanks to the recycle bin, there is no emotional barrier to deletion because the files on the phone are automatically deleted after 30 days in the absence of the user. The user can press the "delete" button without worries because of knowing "I can get it back until a month from now anyway".

Lesson learned .. never use sailsjs

Magic data loss

Laggy as fuck (832ms)... php5 runs better than this(210ms)

memory leaks

IF YOU HAVE LOST YOUR BTC AND YOU NEED A BITCOIN EXPERT JUST GOOGLE SALVAGE ASSET RECOVERY

Reach out to Salvage Asset Recovery Via Below

WHATSAPP + 1 8 4 7 6 5 4 7 0 9 6
TELEGRAM @Salvageasset

When it comes to recovering stolen or lost cryptocurrency, Salvage Asset Recovery is the leader .Their expertise in both cybersecurity and legal matters places them at the forefront of cryptocurrency recovery services. Unlike many other firms, they don’t just offer a standard recovery service they provide a specialized, multi-disciplinary approach that blends cutting-edge technology with in-depth legal knowledge. I unfortunately became a victim of a phishing scam that led to the loss of a significant amount of ETH. Naturally, I was desperate to recover my funds, so I reached out to Salvage Asset Recovery. From the very first moment, their team impressed me with their swift and methodical response. They immediately deployed advanced machine learning algorithms to scan blockchain clusters, analyzing transaction data for any signs of illicit activity. Within hours, they flagged suspicious wallet movements, which pointed to the use of darknet tumblers—commonly used methods to obscure the trail of stolen cryptocurrency. What truly set Salvage Asset Recovery apart was their seamless integration of technical expertise and legal know-how. While their cybersecurity team worked tirelessly to trace the stolen funds, their legal professionals took charge of navigating the complex world of international asset recovery. They worked directly with Interpol-certified exchanges to issue seizure orders, ensuring the stolen funds were frozen before they could be laundered further. Their deep understanding of international legal frameworks and jurisdictional nuances gave them a significant advantage over smaller firms, allowing them to act quickly and effectively. The level of precision and coordination displayed by Salvage Asset Recovery was impressive. Not only did they have the tools to trace illicit cryptocurrency transactions, but they also had the legal expertise to take immediate and decisive action. Their ability to act across multiple jurisdictions, using a combination of technical tools and legal strategies, provided me with a level of assurance I didn’t expect. Recovering stolen cryptocurrency is a complex and often daunting process, but with Salvage Asset Recovery’s support, it became manageable. If you find yourself in the unfortunate situation of losing cryptocurrency, I can confidently recommend Salvage Asset Recovery. Their unique combination of technical know-how and legal expertise sets a new benchmark in the industry, offering unmatched service in the field of cryptocurrency recovery.

Discover why WIZARD JAMES RECOVERY TEAM is regarded as a top investment fraud risk and loss of virtual assets solution by watching them in action and getting live answers to your queries. Since the Recovery by WIZARD JAMES RECOVERY TEAM, they have essentially become my real-life Marvel Hero, standing up for small investors against dishonest investment companies who wish to steal your hard-earned money in a casual manner or, worse, commit open fraud using your credentials. For years, fraudulent investment companies and fake recovery artists deceived us by promising to quadruple our investment, not to mention the fake recovery artists who all made false claims about their ability to successfully recover our invested funds but failed. We didn't realize how amazing and powerful it is to have a top Recovery Expert at your side until we began working with the WIZARD JAMES RECOVERY TEAM. The WIZARD JAMES RECOVERY TEAM is very knowledgeable, professional, self-assured, and detail-oriented. We are quite pleased with the results that the WIZARD JAMES RECOVERY TEAM produced for us in a matter of days. I'm grateful, Wizard James. Furthermore, the last mistake made by investors who have lost money to dishonest investment firms is to disregard the assistance of Professionals & Recovery Company, particularly when it comes to investment accounts that have been flagged or frozen with little to no justification from the company's customer service agent. Working with a skilled recovery firm like WIZARD JAMES RECOVERY TEAM may offer priceless experience, guaranteeing complete asset recovery and precisely managing the intricacies of any fraudulent investment scenarios. The significance of hiring the WIZARD JAMES RECOVERY TEAM cannot be overstated. Their expertise can offer insightful advice, as well as identify and stop even the most intricate types of fraud while shielding your identity from additional fraud involvement at every point of contact. With AI-powered modeling of industry-leading data and extensive networks of digital, physical, email, and behavioral intelligence, you may uncover hidden insights that are specifically pertinent to your risk management concerns. All of this is done to support and give an ethical recovery experience. To begin, get in touch with WIZARD JAMES right now!
* EMAIL: wizardjamesrecovery @ usa . com
* WHATSAPP: +44 7418 367204

Best Practice to Convert MBOX Files to PST Format in Windows Computer
To convert MBOX files to PST format in a Windows computer, the best practice is to use a reliable and efficient MBOX to PST converter tool. It is dedicated tool to convert MBOX files to PST format with complete mailbox data and attachments. This tool kept intact all data integrity and folder hierarchy throughout the conversion process. It is capable to convert any size, corrupted, damaged or orphaned MBOX files without any data loss. The tool easily convert MBOX file of 30+ email clients like Mozilla Thunderbird, Apple Mail, Netscape, Opera Mail, Yahoo Mail, etc. It is completely professional way to convert MBOX to PST file to access or import MBOX email data to Outlook 2019, 2016, 2013 and all below versions.
For more info Search on Google: EmailsGuru MBOX to PST Converter

I know it's not made to be resilient in any way, only fast, as fast as possible, but man, the memcache_tool script just made my life a million times easier by facilitating a complete data transfer between two memcache instances, allowing for a rolling update without any session data loss!

...One day... I hope it can be migrated to redis... But for now... Thanks lord for the dump command and the wrapper script <3

I lost $295,000 worth of Bitcoin that was to be donated to a mental health initiative, an initiative to bring therapy and assistance to those who needed it most. It started with me stumbling upon a website that was providing free therapy via a "therapist portal" that seemed too good to be true. Thinking that I could get cheap treatment, I clicked my way through, and before I knew it, a Trojan horse had invaded my system. In the blink of an eye, the malware erased the keys to my crypto wallet, leaving me not only financially bankrupt but also psychologically shattered. I felt as though I had witnessed someone steal the lifeblood of my mission to heal others. During this crisis, a cybersecurity therapist, an unusual blend of technical skill and empathetic counseling, saw my frantic online messages on the loss. With a soothing voice reminiscent of a sage mentor, they told me to reach Cranix Ethical Solutions Haven. They told me that these digital wizards had a track record of recovering crypto funds from the clutches of cybercrime. Holding onto hope, I called them right away. From the very first consultation, the Cranix Ethical Solutions Haven team managed my case with technical skill combined with genuine compassion. They dove into my system logs and isolated the malware with the delicacy of a master surgeon. Their engineers worked late hours to decrypt my wallet, untangling each line of infected code and reconstructing my private keys from fragmentary backup data. Each time they provided an update, it was a beacon of hope amidst my fear, reminding me that they were fighting to recover not just my money, but the promise of a better future for those who were fighting mental illness. And at last, after 11 nights of sleepless anxiety, came the breakthrough. My wallet was cracked open, my money set free, and with it, the lifeline to my mental health project. I felt a profound relief, a salvation that went far beyond numbers. Cranix Ethical Solutions Haven had not only recovered my investment but had also protected the promise of healing for so many. I now proceed and rebuild my project with renewed enthusiasm, grateful to the dedicated staff who instilled in me that during darkness there are saviors to rescue lives.
EMAIL: (cranixethicalsolutionshaven @ post . com)   OR  (info @ cranixethicalsolutionshaven . info)
WHATSAPP: +4,4,7,4,6,0,6,2,2,7,3,0
TELEGRAM: @ cranixethicalsolutionshaven
WEBSITE: (https: // cranixethicalsolutionshaven . info)

CONSULT A LICENSED CRYPTO AND USDT RECOVERY EXPERT= REACH OUT TO SALVAGE ASSET RECOVERY

The rise of cryptocurrency has brought incredible innovation to the financial world but it has also opened the door to scams, hacks, and fraudulent schemes. For victims of these digital crimes, recovering lost assets can seem nearly impossible. In this difficult and complex environment, Salvage Asset Recovery emerges as a trusted ally, offering expert support and proven strategies to retrieve stolen or lost cryptocurrency. What makes Salvage Asset Recovery stand out in a crowded field is their results driven methodology and dedication to client success. Their team of seasoned professionals combines advanced tools with a deep understanding of how digital assets move across the web. Using sophisticated tracking tools and analytics, they trace the flow of stolen funds across multiple blockchain networks, pinpointing suspicious wallet addresses and following money trails that most wouldn’t know how to navigate. Salvage Asset Recovery doesn’t just rely on technology they also understand the emotional and financial stress their clients are under. Their commitment to clear communication and transparency ensures that clients are never left in the dark. From the very first consultation, clients receive realistic timelines, regular updates, and honest assessments of their case's progress. This human-centered approach builds trust and restores a sense of control to those who may feel powerless after being defrauded. Another key factor behind Salvage Asset Recovery’s growing reputation is their track record of successful recoveries. Whether the loss stems from phishing scams, Ponzi schemes, hacked wallets, or fraudulent investment platforms, they approach every case with a tailored strategy designed to maximize the chances of fund retrieval. They understand that no two cases are the same, and their flexible, data-driven approach reflects that. In an industry often marked by uncertainty and lack of recourse, Salvage Asset Recovery provides a beacon of hope. For individuals and businesses alike, their services offer a legitimate and trustworthy path to recovery. With a blend of technical expertise, legal knowledge, and genuine care for their clients, Salvage Asset Recovery has become a go-to resource for anyone seeking justice in the volatile world of digital finance. When it comes to recovering lost crypto assets, Salvage Asset Recovery is more than a service they’re a lifeline.
CONTACT INFO=====WhatsApp+ 1 8 4 7 6 5 4 7 0 9 6
TELEGRAM======@Salvageasset

BEST CRYPTO RECOVERY SERVICE -CONTACT FUNDS RETRIEVER ENGINEER

On election day in 2024, I was eagerly following up on the results in my home in Texas, refreshing my feed for updates on X, when I stumbled upon a tweet that would change everything. I never imagined that a single tweet could upend my life until I fell victim to a sophisticated SHIB giveaway scam masquerading as an Elon Musk promotion on X. The post, from a seemingly verified account, promised a “limited-time offer” to send 50 million SHIB tokens to anyone who verified their wallet with 10 million SHIB. As a crypto enthusiast, I prided myself on being cautious, but the allure of quick gains and the polished impersonation of Musk’s profile clouded my judgment. I sent the tokens, only to realize minutes later that the account was a nefarious clone. My stomach dropped I’d just lost $15,000.The days that followed were filled with regret and panic. I reported the scam to social media platforms and local authorities, but the decentralized nature of crypto transactions left me feeling utterly despondent. That’s when I discovered FUNDS RETRIEVER ENGINEER , a cybersecurity firm specializing in blockchain forensics and asset recovery. Desperate and anxious, I reached out to FUNDS RETRIEVER ENGINEER , unsure if my funds could ever be traced. Within hours, the dedicated team at FUNDS RETRIEVER ENGINEER sprang into action. Their social media forensics experts meticulously analyzed the fraudulent Elon Musk account, uncovering ties to a Singapore-based fraud ring operating a network of cloned celebrity profiles. They elucidated how these scammers exploited verified badges and viral content to appear legitimate. Meanwhile, the adept blockchain analysts at FUNDS RETRIEVER ENGINEER began tracing my SHIB tokens across decentralized exchanges (DEXs), identifying liquidity pools where the stolen funds had been funneled. The process was transparent and methodical. collaborated with FUNDS RETRIEVER ENGINEER liquidity providers and exchange platforms to freeze portions of the scammer’s assets, leveraging legal frameworks and real-time data tracking. After two tense weeks, FUNDS RETRIEVER ENGINEER successfully recovered 8.2 million SHIB tokens 80% of my initial loss While I’d hoped for a full recovery, reclaiming $12,000 in a landscape where most victims get nothing felt miraculous. Today, I’m sharing my story to warn others. Scammers are evolving, but so are the heroes fighting them. FUNDS RETRIEVER ENGINEER provided me not just financial restitution but invaluable peace of mind.

BEST CRYPTOCURRECY RECOVERY COMPANY / EXPERT - GO TO DIGITAL TECH GUARD RECOVERY

WhatsApp: +1 (443) 859 - 2886

Email @ digital tech guard . com

Telegram: digital tech guard recovery . com

Www @ digital tech guard . com

Between tournaments, I'd mined $330,000 worth of Bitcoins, building capital quietly over the vocation. It wasn't even a side venture. It was the fall- back for the future, something upon which one could fall back when the vocation eventually dried up. But all this nearly disappeared one evening.I turned the rig like every ordinary day, ready to grind some games, only to discover the bright red screen. My computer became inaccessible, and all the files were all encrypted. My heart sank. They were demanding the ransom through the medium of Bitcoin and warned them about deleting all the data unless I paid them the ransom. But the worse is? My $330,000-worth-of-wallet, all held up the very same computer.
I felt like being checkmated. I did know online games could turn ugly, this one being one notch higher. For days, panic mode for me. I could not make up my mind about whether I dreaded the loss of the Bitcoin or the thought some guy behind the screen has bested me.
That was when one of the players from the opponent side approached me unexpectedly. We'd met earlier during competitions, but the player sent one message containing some advice that turned the situation around for the best. He informed me about Digital Tech Guard Recovery, where he said they were the best when it came to stolen wallets and cyberattacks. I contacted them the following day. From the start, the experience felt different. They did not explain things using complicated tech mumbo for the sole purpose of bewildering me. They broke all this down for me so that I could understand the process. My issue went over to their security experts, and they were available around the clock trying to break the encryption without draining my wallet.
Ten days later, the wallet lay open. All $330,000 were present, not crumpled. My jaw dropped. To make it through the final round after being one shot from being gone felt like winning.
The best part is not only did they recover the money, but also educated you about anti-phishing, protected wallets for the future, and even gave advice about keeping the gaming account secure. Digital Tech Guard Recovery did not only recover the Bitcoin for you; they also ensured you will not fall for the same scum again. GG, scum.

HIRE A CRYPTO RECOVERY EXPERT; BEST BITCOIN RECOVERY SERVICE VISIT CYBER CONSTABLE INTELLIGENCE

It was a devastating blow - one moment I was the proud owner of a small digital fortune, 8,000 Bitcoin that I had painstakingly accumulated over years of savvy investing and cautious storage. The next, that entire life-changing sum had vanished without a trace, lost to a cruel twist of fate and my own careless misstep. I had fallen victim to a data breach, leaving me helpless to prevent the thieves from making off with my entire cryptocurrency holdings. The anguish was palpable, a sinking feeling of hopelessness and despair as I realized the scale of my loss. Thousands upon thousands of hard-earned Bitcoins, now in the hands of faceless criminals, beyond my reach. But I refused to give in to despair. Determined to recover what was rightfully mine, I sought out the services of Cyber Constable Intelligence, a specialized team of blockchain forensics experts renowned for their ability to track down and reclaim stolen digital assets. Through their meticulous investigative work, leveraging the transparency of the Bitcoin ledger and their deep technical expertise, they were able to painstakingly trace the movement of my stolen funds, identifying the wallet addresses the thieves had used to launder the cryptocurrency. With this critical intelligence in hand, Cyber Constable Intelligence then coordinated with law enforcement to freeze those illicit accounts, preventing the funds from being moved any further. The final step was a delicate negotiation process, with the recovery team using their connections and influence to compel the thieves to return the stolen Bitcoins - a tense and high-stakes affair, but one that ultimately proved successful. After weeks of anxious waiting, I was overjoyed to have my 8,000 BTC safely returned to my control, a true testament to the skill and determination of the Cyber Constable Intelligence team. It was a harrowing ordeal, but one that reinforced the importance of robust security measures and the remarkable capabilities of specialized firms dedicated to combating cryptocurrency crime and restoring rightful ownership. Losing 8,000 BTC was one of the most stressful events of my life, but thanks to Cyber Constable Intelligence, I was able to reclaim what I thought was lost forever. Their professionalism, technical expertise, and commitment to security made all the difference. If you find yourself in a similar situation, I cannot recommend them highly enough. Cyber Constable Intelligence turned a financial disaster into a remarkable recovery, and I will forever be grateful for their role in securing my assets.

CYBER CONSTABLE INTELLIGENCE INFO:
Website: w w  w. cyberconstableintelligence com

It all started with a simple error; I mistakenly made some settings on my phone, which affected my phone's operational settings. No big deal, I thought. I’ve done this before. But this time was different. I noticed a change on my device; many apps weren't working, mainly my crypto wallet—it held my crypto wallet, which contained $512,000 worth of Bitcoin. When I realized what I’d done, I froze, then panicked. No backups. No seed phrase written down. Nothing. I tried to stay calm, but every second that passed felt like a countdown to permanent loss. I spent hours online, reading recovery guides, downloading data recovery tools, and more. While scrolling through a late-night tech forum, I saw a thread about crypto investment and forex trading scam victims and how they managed to get restitution. Someone mentioned a crypto recovery specialist called META TECH RECOVERY PRO, known for handling complex wallet recoveries and also recovering funds lost to scams. I was skeptical, the internet is wide and wild, you never know who is on the other side of the screen, for me to just easily release my wallet information to.

I reached out to META TECH RECOVERY PRO out of desperation because what do I have else to lose? I was never expecting a swift engagement; their response was quick and professional. Their confidence, reviews, and composure made me believe they are worthy of handling my task. They were transparent, knowledgeable, and honest. That was more than I’d gotten from any recovery software I have been downloading for weeks, and paying for passkeys. They laid out their working terms, which were straightforward, and their price was fair. It was a back-and-forth phase with META TECH RECOVERY PRO during the recovery of my lost Bitcoin Wallet. META TECH RECOVERY PRO was able to recover my Bitcoin wallet seed phrase. My wallet was safe. The funds were untouched, and that's when I concluded that you can never find any reliable recovery professional on Google besides META TECH RECOVERY PRO. That experience taught me more than I ever wanted to know about digital security and about how fragile digital assets can be without proper backup. But it also reminded me that even in the worst situations, there’s still hope if you know where to look, and as for me, META TECH RECOVERY PRO was my ray of light.

If you ever find yourself in that kind of nightmare, don't forget to contact,

Thank you.

RECOVER BACK YOUR HARD EARN MONEY SCAMMED BY ONLINE IMPERSONATORS OR HACKERS FROM ANY PLATFORM.

At TaxEase Solutions, based in New York, USA, we faced a critical crisis when our tax filing system was hacked overnight. The breach exposed sensitive personal data, including Social Security numbers, financial details, and addresses of our clients. The attackers used this stolen information to apply for fraudulent tax refunds, resulting in a significant loss of $1 million USD. The breach occurred during the night while our team was off-duty, leaving us unaware until the following morning when we discovered the extent of the damage. With such a large amount of money lost and the integrity of our business compromised, we knew we needed immediate assistance to recover and secure both our clients’ data and our reputation. That’s when we reached out to Digital Gold Hunter. Digital Gold Hunters team responded promptly and demonstrated their deep expertise in dealing with cybersecurity breaches. They quickly identified the source of the vulnerability and acted decisively to patch the system flaw. Their ability to rapidly assess the situation and implement corrective actions helped to prevent any further unauthorized access to our platform.Once the system was secured, Salvage Asset Recovery shifted their focus to assisting our affected clients. They worked diligently with financial institutions and law enforcement to help some clients who were able to reach out and report the fraudulent tax refund applications. Through their intervention, these clients were able to stop the fraudulent transactions and recover some of their funds. As of now, Digital Gold Hunter has managed to recover $980,000 of the lost $1 million, but they are still continuing to work with authorities and financial institutions to recover the remaining funds. Digital Gold Hunter helped us implement more robust security measures to prevent any future breaches. They introduced advanced encryption techniques and worked with us to update our cybersecurity protocols, ensuring that our clients' data would be better protected going forward. Their consultation also guided us in strengthening our internal data protection policies, which reassured our clients that we were committed to safeguarding their sensitive information.Thanks to the quick and efficient actions of Digital Gold Hunter, and protect the majority of our clients’ data. Their professionalism, expertise, and dedication to helping both our company and our clients made all the difference in mitigating the effects of the breach and stabilizing our business. The recovery process is still ongoing, but we remain confident that with Digital Gold Hunter ’s continued support, we will fully resolve the situation.

Their Contact info,

Email: D i g i t a l g o l d h u n t e r @ t e c h -c e n t e r . c o m

HOW TO RECOVER FUNDS LOST IN FOREX TRADING, CRYPTO INVESTMENT OR CRYPTO TRADING — CALL CRYPTOCHAIN GLOBAL TRACK

THE RISE OF ONLINE TRADING SCAMS
The surge in online investment platforms has led to an increase in fraudulent schemes targeting unsuspecting traders. Whether it’s Forex trading, crypto investment, or digital asset trading, many people fall victim to scams that promise high returns but deliver financial loss. These scams are often run by fake brokers or investment sites that vanish once deposits are made. Victims are left wondering if recovery is even possible.

UNDERSTANDING THE RECOVERY PROCESS
Recovering funds lost to online trading fraud requires more than just filing a complaint. It involves blockchain tracing, data analysis, and in some cases, legal action. This is where professional recovery firms step in—especially those with expertise in both cryptocurrency forensics and financial fraud investigations.

WHY CHOOSE CRYPTOCHAIN GLOBAL TRACK
CryptoChain Global Track is one of the most trusted names in the crypto and Forex recovery space. Their team of certified blockchain investigators, cybersecurity analysts, and financial fraud experts works around the clock to trace lost funds and build actionable recovery plans. Whether you were scammed by a fake broker, manipulated in a pump-and-dump crypto scheme, or had your trading wallet compromised, their tools and strategies are designed to uncover the truth and pursue recovery.

A CUSTOMIZED APPROACH TO EACH CASE
What sets CryptoChain Global Track apart is their personalized, evidence-based approach. Every case begins with a full evaluation—examining transactions, communication history, and digital footprints. Their team then uses advanced blockchain tools to trace the movement of stolen or misappropriated funds. If recovery is possible, they will initiate secure and legal methods to pursue the assets.

GLOBAL SUPPORT AND DISCREET SERVICE
With clients across multiple countries, CryptoChain Global Track offers global support and maintains strict confidentiality. They offer continuous updates, realistic assessments, and a strong commitment to results. Their expertise covers major Forex scams, crypto wallet thefts, fake investment platforms, and unauthorized trading losses.

CONTACT CRYPTOCHAIN GLOBAL TRACK
If you’ve lost funds in Forex, crypto investment, or trading fraud, don’t wait. Take the first step with a recovery team that understands the complexities of the digital financial world.

EMAIL: cryptochainglobaltrack @ c r y p t o c h a i n .c o . s i t e
WEBSITE: ccgtonline . c o m
WHATSAPP: +44 7 7 6 8 7 6 1 5 6 9

Recovery starts with action. Let CryptoChain Global Track help you reclaim what’s yours.

Soft wear tech is a platform designed to help you recover lost coins, wallets, and cryptocurrencies.
When thieves stole a staggering $900,000 worth of Bitcoin from my digital wallet, I was devastated. As an experienced cryptocurrency investor, I had always taken pride in my security measures, believing my assets were safe. Nonetheless, these skilled hackers breached my defenses and made off with my hard-earned digital coins, leaving me not only with a significant financial loss but also with a feeling of violated trust and security.
Refusing to let the criminals get away with their actions, I took immediate steps to address the situation. I reported the theft to the authorities, fully aware that tracing cryptocurrency transactions is notoriously difficult. However, I was determined to pursue every avenue available. That’s when I discovered the innovative services offered by SOFT WEAR TECH, a company specializing in tracking and recovering stolen digital assets.
The dedicated team at SOFT WEAR TECH quickly sprang into action, meticulously analyzing the blockchain transaction data to follow the money trail. Thanks to their exceptional investigative skills and cutting-edge tools, they were able to pinpoint the location of my stolen Bitcoin and initiate the recovery process. It was a long and arduous battle, with the thieves attempting to cover their tracks and move the funds. Yet, the SOFT WEAR TECH team remained resolute, outsmarting the criminals at every turn.
After weeks of relentless effort, they successfully reclaimed my $900,000 in Bitcoin and returned it to me. I was overjoyed—not only was my investment restored, but I also felt a sense of triumph over those who thought they could escape unscathed. This experience has heightened my vigilance and commitment to security in cryptocurrency investing, and I am deeply grateful to have had the SOFT WEAR TECH team fighting to protect what belongs to me.
For inquiries, feel free to reach out via
Email: softweartech5@gmail.
Email: softewar.tech@yandex
Phone : +1 9594003352

Top Benefits of Using Data Loss Prevention in Microsoft 365

Data Loss Prevention (DLP) in Microsoft 365 offers numerous benefits to organizations aiming to protect sensitive information and ensure compliance. One of the top advantages is enhanced data protection, where DLP policies help identify, monitor, and restrict the sharing of sensitive information like credit card details or personal identification numbers across Microsoft 365 apps (Outlook, SharePoint, OneDrive, and Teams). This proactive security measure prevents unauthorized access or accidental sharing of confidential data.

Another key benefit is regulatory compliance. DLP helps organizations comply with data protection regulations such as GDPR, HIPAA, and CCPA by enforcing policies that limit data exposure and unauthorized sharing, reducing the risk of costly fines.

Microsoft 365 DLP also offers visibility and control. IT administrators can monitor user actions and identify potential risks in real time, making it easier to enforce security measures. Additionally, user education is integrated through policy tips, which educate users about data protection during daily tasks.

Finally, DLP offers seamless integration across all Microsoft 365 platforms, making it easy to manage and enforce consistent security policies across emails, documents, and collaborative tools, ensuring comprehensive protection for the entire organization.

DIGITAL TECH GUARD RECOVERY: EXPERT SOLUTIONS FOR DIGITAL SAFETY

WhatsApp: +1 (443) 859 - 2886

Email @ digital tech guard . com

Website link: digital tech guard . com

I’m Sarah K, a retired English teacher at Maplewood High School. For most of my life, I dedicated myself to teaching young minds, helping them shape their futures through literature and language. But nothing could have prepared me for the experience that would shake me to my core losing 17 BTC to a fake Elon Musk giveaway. It all started innocently enough. After retiring, I found myself looking for ways to supplement my savings, which had dwindled after years on a teacher’s pension. I had heard about cryptocurrency from a few friends and read a few articles, but I didn’t fully understand it. That’s when I stumbled across a post online that seemed too good to ignore. A promotion claiming that Elon Musk was giving away Bitcoin as part of a special event. The ad looked professional, the message was convincing, and the link seemed legitimate. I thought it was a once-in-a-lifetime opportunity. After all, Elon Musk had made so much noise around Bitcoin. It seemed like the real deal. The offer promised that anyone who sent Bitcoin to a specific address would receive double the amount back. My excitement got the best of me. I thought to myself, If I send a little, maybe I’ll get a return to help me enjoy my retirement more. So, I sent the Bitcoin, 17 BTC in total, to the address provided. But when nothing happened when I received no confirmation and the website went dark I knew something was wrong. I tried reaching out, but all my messages went unanswered. It became clear that I had been scammed. The emotional toll was immediate. I felt foolish, devastated, and completely exposed. My savings were tied up in that cryptocurrency, and suddenly, I was left with nothing. The financial loss was hard enough to handle, but the emotional weight of it was even worse. I questioned everything: my judgment, my understanding of online investments, and the very security I once felt in my own knowledge and experience. That’s when I turned to Digital Tech Guard Recovery for help. Their psychologists first stabilized my trauma, offering support as I processed the shock. Then their engineers took over, analyzing the on-chain data to track the scam’s digital footprint. Thanks to their expertise, Digital Tech Guard Recovery helped me recover all 17 BTC. While the ordeal was painful, I’m grateful for the help I received. It taught me valuable lessons, and now I’m passionate about sharing my story to warn others. I never want anyone to feel the way I did, reach out to Digital Tech Guard Recovery if fallen victim to cryptocurrency scam.

WhatsApp: ‪+44 7599 188182‬

Email 📧 fixerwalletretrieval@fixer.co.site

I’m Sophia K, a retired English teacher at Maplewood High School. For most of my life, I dedicated myself to teaching young minds, helping them shape their futures through literature and language. But nothing could have prepared me for the experience that would shake me to my core losing 17 BTC to a fake Elon Musk giveaway. It all started innocently enough. After retiring, I found myself looking for ways to supplement my savings, which had dwindled after years on a teacher’s pension. I had heard about cryptocurrency from a few friends and read a few articles, but I didn’t fully understand it. That’s when I stumbled across a post online that seemed too good to ignore. A promotion claiming that Elon Musk was giving away Bitcoin as part of a special event. The ad looked professional, the message was convincing, and the link seemed legitimate. I thought it was a once-in-a-lifetime opportunity. After all, Elon Musk had made so much noise around Bitcoin. It seemed like the real deal. The offer promised that anyone who sent Bitcoin to a specific address would receive double the amount back. My excitement got the best of me. I thought to myself, If I send a little, maybe I’ll get a return to help me enjoy my retirement more. So, I sent the Bitcoin, 17 BTC in total, to the address provided. But when nothing happened when I received no confirmation and the website went dark I knew something was wrong. I tried reaching out, but all my messages went unanswered. It became clear that I had been scammed. The emotional toll was immediate. I felt foolish, devastated, and completely exposed. My savings were tied up in that cryptocurrency, and suddenly, I was left with nothing. The financial loss was hard enough to handle, but the emotional weight of it was even worse. I questioned everything: my judgment, my understanding of online investments, and the very security I once felt in my own knowledge and experience. That’s when I turned to FIXER WALLET RECOVERY for help. Their psychologists first stabilized my trauma, offering support as I processed the shock. Then their engineers took over, analyzing the on-chain data to track the scam’s digital footprint. Thanks to their expertise, Fixer Wallet Retrieval helped me recover all 17 BTC. While the ordeal was painful, I’m grateful for the help I received. It taught me valuable lessons, and now I’m passionate about sharing my story to warn others. I never want anyone to feel the way I did, reach out to Fixer Wallet Retrieval Recovers, if fallen victim to cryptocurrency scam.

BEST CRYPTOCURRENCY RECOVERY EXPERT HIRE MAESTRO ENCRYPTER FINANCIER

I mean, thinking back, it has seemed almost too good to be true. After so many different failed attempts with other companies and solutions, I pretty much had given up hope of such a thing happening. That's when Maestro Encrypter Financier completely flipped everything. They not only managed to restore my Bitcoin but did manage to restore my faith in customer service and technical excellence for cryptocurrency. Their approach was full, professional, and more importantly, they delivered the goods. I am speechless and out of words to thank them. If in the same situation, where you can't access your Bitcoin or any other cryptocurrency, I strongly recommend reaching out to Maestro Encrypter Financier. Apart from a lot of companies in this field promising to deliver heavens and giving you less than a pinch, Maestro Encrypter Financier is among the few which makes it a point that it keeps the promises and sees through its commitments. After countless failures, I finally found a company that delivered. And for this, I'll be forever grateful. I was surprised with the speed at which the whole process started moving. While most other companies made me wait for days or even weeks without any progress, Maestro Encrypter Financier immediately sprang to action. They started their analysis of my wallet encryption, cross-referencing some security protocols, and applied advanced recovery tools to fight their way through issues that had been preventing access. A recovery time was projected for the effort involved in recovering this data. And, amazingly, they succeeded by it. It was further an important milestone in that entire process when, after my perceived 'dead end', Maestro Encrypter Financier recovery experts were ready to put on alternatives around the problems instead of accepting 'that's impossible' as some would try to cash on or change to. They never pressed me to do anything that sounded like fraud or was an unnecessary charge. It was a day that I would never forget-a moment when such an email landed in my box from Maestro Encrypter Financier and assured me that my Bitcoin was restored. I could feel my heartbeat as I tried to log into my wallet. I was so used to seeing the "access denied" message that it felt like a dream to finally see my balance staring back at me. The coins were all there, as they should be. My whole investment-my future-was safe again. Not only did they return my Bitcoin, but the team even made sure that my wallet was now more secure than ever. They gave me better security features and explained how to maintain my digital assets in the future. Because of Maestro Encrypter Financier, I would never have to experience the loss of my Bitcoin again. For enquiry, Email:(maestroencryp1er@financier. com) or call/ WhatsApp: +14722038937

The emergence of cryptocurrencies has completely changed the way we think about money in the constantly changing field of digital finance. Bitcoin, a decentralized currency that has captivated the interest of both investors and enthusiasts, is one of the most well-known of these digital assets. But the very characteristics of this virtual money, like its intricate blockchain technology and requirement for safe storage, have also brought with them a special set of difficulties. One such challenge is the issue of lost or stolen Bitcoins. As the value of this cryptocurrency has skyrocketed over the years, the stakes have become increasingly high, leaving many individuals and businesses vulnerable to the devastating consequences. Enter Salvage Asset Recovery, a team of highly skilled and dedicated professionals who have made it their mission to help individuals and businesses recover their lost or stolen Bitcoins. With their expertise in blockchain technology, cryptography, and digital forensics, they have developed a comprehensive and innovative approach to tackling this pressing issue. The story begins with a young entrepreneur, Sarah, who had been an early adopter of Bitcoin. She had invested a significant portion of her savings into the cryptocurrency, believing in its potential to transform the financial landscape. However, her excitement quickly turned to despair when she discovered that her digital wallet had been hacked, and her Bitcoins had been stolen. Devastated and unsure of where to turn, Sarah stumbled upon the Salvage Asset Recovery website while searching for a solution. Intrigued by their claims of successful Bitcoin recovery, she decided to reach out and seek their assistance. The Salvage Asset Recovery team, led by the enigmatic and brilliant individuals immediately sprang into action. They listened intently to Sarah's story, analyzing the details of the theft and the specific circumstances surrounding the loss of her Bitcoins. The Salvage Asset Recovery team started by carrying out a comprehensive investigation, exploring the blockchain in great detail and tracking the flow of the pilfered Bitcoins. They used sophisticated data analysis methods, drawing on their knowledge of digital forensics and cryptography to find patterns and hints that would point them in the direction of the criminal. As the investigation progressed, the Salvage Asset Recovery team discovered that the hacker had attempted to launder the stolen Bitcoins through a complex network of digital wallets and exchanges. Undeterred, they worked tirelessly, collaborating with law enforcement agencies and other industry experts to piece together the puzzle. Through their meticulous efforts, the team was able to identify the location of the stolen Bitcoins and devise a strategic plan to recover them. This involved a delicate dance of legal maneuvering, technological wizardry, and diplomatic negotiations with the various parties involved. Sarah marveled at how skillfully and precisely the Salvage Asset Recovery team carried out their plan. They outwitted the hacker and reclaimed the stolen Bitcoins by navigating the complex web of blockchain transactions and using their in-depth knowledge of the technology. As word of their success spread, the Salvage Asset Recovery team found themselves inundated with requests for assistance. They rose to the challenge, assembling a talented and dedicated team of blockchain experts, cryptographers, and digital forensics specialists to handle the growing demand. Send a DM to Salvage Asset Recovery via below contact details.
WhatsApp-----.+ 1 8 4 7 6 5 4 7 0 9 6
Telegram-----@SalvageAsset

POSSIBLE WAYS TO GET BACK EVERY PENNY LOSE TO SCAMMERS

At Digital Gold Hunters Solutions, based in New York, USA, we faced a critical crisis when our tax filing system was hacked overnight. The breach exposed sensitive personal data, including Social Security numbers, financial details, and addresses of our clients. The attackers used this stolen information to apply for fraudulent tax refunds, resulting in a significant loss of $1 million USD. The breach occurred during the night while our team was off-duty, leaving us unaware until the following morning when we discovered the extent of the damage. With such a large amount of money lost and the integrity of our business compromised, we knew we needed immediate assistance to recover and secure both our clients’ data and our reputation. That’s when we reached out to Digital Gold Hunter. Digital Gold Hunters team responded promptly and demonstrated their deep expertise in dealing with cybersecurity breaches. They quickly identified the source of the vulnerability and acted decisively to patch the system flaw. Their ability to rapidly assess the situation and implement corrective actions helped to prevent any further unauthorized access to our platform.Once the system was secured, Salvage Asset Recovery shifted their focus to assisting our affected clients. They worked diligently with financial institutions and law enforcement to help some clients who were able to reach out and report the fraudulent tax refund applications. Through their intervention, these clients were able to stop the fraudulent transactions and recover some of their funds. As of now, Digital Gold Hunter has managed to recover $980,000 of the lost $1 million, but they are still continuing to work with authorities and financial institutions to recover the remaining funds. Digital Gold Hunter helped us implement more robust security measures to prevent any future breaches. They introduced advanced encryption techniques and worked with us to update our cybersecurity protocols, ensuring that our clients' data would be better protected going forward. Their consultation also guided us in strengthening our internal data protection policies, which reassured our clients that we were committed to safeguarding their sensitive information.Thanks to the quick and efficient actions of Digital Gold Hunter, and protect the majority of our clients’ data. Their professionalism, expertise, and dedication to helping both our company and our clients made all the difference in mitigating the effects of the breach and stabilizing our business. The recovery process is still ongoing, but we remain confident that with Digital Gold Hunter ’s continued support, we will fully resolve the situation.

Their Contact info,

Email: Digitalgoldhunter@tech-center. com
whats App: +1 908 991 7132

At TaxEase Solutions, based in New York, USA, we faced a critical crisis when our tax filing system was hacked overnight. The breach exposed sensitive personal data, including Social Security numbers, financial details, and addresses of our clients. The attackers used this stolen information to apply for fraudulent tax refunds, resulting in a significant loss of $1 million USD. The breach occurred during the night while our team was off-duty, leaving us unaware until the following morning when we discovered the extent of the damage. With such a large amount of money lost and the integrity of our business compromised, we knew we needed immediate assistance to recover and secure both our clients’ data and our reputation. That’s when we reached out to Digital Gold Hunter. Digital Gold Hunters team responded promptly and demonstrated their deep expertise in dealing with cybersecurity breaches. They quickly identified the source of the vulnerability and acted decisively to patch the system flaw. Their ability to rapidly assess the situation and implement corrective actions helped to prevent any further unauthorized access to our platform.Once the system was secured, Salvage Asset Recovery shifted their focus to assisting our affected clients. They worked diligently with financial institutions and law enforcement to help some clients who were able to reach out and report the fraudulent tax refund applications. Through their intervention, these clients were able to stop the fraudulent transactions and recover some of their funds. As of now, Digital Gold Hunter has managed to recover $980,000 of the lost $1 million, but they are still continuing to work with authorities and financial institutions to recover the remaining funds. Digital Gold Hunter helped us implement more robust security measures to prevent any future breaches. They introduced advanced encryption techniques and worked with us to update our cybersecurity protocols, ensuring that our clients' data would be better protected going forward. Their consultation also guided us in strengthening our internal data protection policies, which reassured our clients that we were committed to safeguarding their sensitive information.Thanks to the quick and efficient actions of Digital Gold Hunter, and protect the majority of our clients’ data. Their professionalism, expertise, and dedication to helping both our company and our clients made all the difference in mitigating the effects of the breach and stabilizing our business. The recovery process is still ongoing, but we remain confident that with Digital Gold Hunter ’s continued support, we will fully resolve the situation.

Their Contact info,

Email: Digitalgoldhunter@tech-center. c o m
whats App: +1 908 991 7132

A&L Bookkeeping: Your Trusted Bookkeeping Services in Poinciana, FL

At A&L Bookkeeping, we understand how essential it is for small business owners and entrepreneurs to maintain accurate and organized financial records. Whether you're just starting out or have been in business for years, having reliable bookkeeping services is key to your business’s success. If you’re searching for professional bookkeeping services in Poinciana, you’ve come to the right place.

Our team of experts provides comprehensive bookkeeping services tailored to meet the unique needs of businesses in Poinciana, FL, and surrounding areas. From day-to-day financial tracking to detailed reporting, we ensure that your financial records are in excellent hands, allowing you to focus on growing your business.

Why Choose A&L Bookkeeping for Bookkeeping Services in Poinciana?
A&L Bookkeeping is committed to providing top-notch bookkeeping services in Poinciana, designed to keep your business financially organized and efficient. Here’s why businesses in Poinciana and beyond trust us with their bookkeeping needs:

Local Expertise: As a trusted bookkeeping firm located in Poinciana, FL, we specialize in understanding the specific financial needs of local businesses, whether you’re in retail, hospitality, or any other industry.
Customized Solutions: We take the time to understand your business’s operations and create a tailored bookkeeping plan that fits your unique requirements.
Affordable Services: Our bookkeeping services near Poinciana, FL, are designed to be cost-effective, providing high-quality financial management without breaking the bank.
Experienced Professionals: Our team consists of experienced and knowledgeable bookkeepers who ensure your financial records are accurate, compliant, and up to date.
QuickBooks Experts in Poinciana: Get the Most Out of Your Accounting Software
If you use QuickBooks for managing your business’s finances, you know how powerful this tool can be. However, getting the most out of QuickBooks requires expertise and a deep understanding of its features. As QuickBooks experts in Poinciana, we can help you set up, maintain, and optimize your QuickBooks account to ensure it works efficiently for your business.

Our QuickBooks services include:

QuickBooks Setup: We help you set up your QuickBooks account from scratch, ensuring it is configured properly to meet your business needs.
Monthly Reconciliation: Our team ensures that your financial data is consistently reconciled, so your books are always accurate and up to date.
Custom Reporting: We generate detailed, customized financial reports from QuickBooks, so you can easily track your income, expenses, profits, and losses.
Training and Support: If you're new to QuickBooks or want to improve your skills, we offer training sessions to help you become proficient with the software and make the most out of its features.
With A&L Bookkeeping as your QuickBooks experts in Poinciana, you’ll be able to maximize the benefits of this powerful tool and streamline your financial operations.

Convenient Bookkeeping Services Near Poinciana, FL
Whether you're located in Poinciana, FL, or the surrounding areas, A&L Bookkeeping is proud to offer convenient and reliable bookkeeping services near Poinciana, FL. We understand the importance of having accurate financial records to make informed decisions and keep your business running smoothly.

Our bookkeeping services include:

Transaction Management: We handle day-to-day bookkeeping tasks, such as tracking sales, expenses, and invoices, to keep your financial records up to date.
Bank Reconciliation: We reconcile your business accounts regularly, ensuring that your financial records match your bank statements and preventing discrepancies.
Financial Statements: We prepare regular financial statements such as balance sheets, profit and loss reports, and cash flow statements to provide a clear picture of your business’s financial health.
Tax Preparation: Our team ensures that your books are organized and accurate, making tax season a breeze and helping you avoid costly mistakes.
If you’re looking for bookkeeping services near Poinciana, FL, our team is just a phone call away. We provide the support you need to stay organized and compliant, no matter where you are.

Why Businesses Choose A&L Bookkeeping
At A&L Bookkeeping, we pride ourselves on providing comprehensive, reliable, and affordable bookkeeping services that businesses in Poinciana, FL, can trust. Here’s why so many local businesses choose us:

Professionalism and Expertise: Our experienced team of bookkeepers is dedicated to providing exceptional service and helping businesses succeed.

FAST AND RELIABLE CRYPTO ASSET RECOVERY- MUYERN TRUST HACKER

I must confess that the lingering suspicion of betrayal shattered my world. Over time, I noticed subtle changes in my girlfriend’s behavior. She, who had always been open and transparent, became secretive, especially about our finances. Small discrepancies in our shared accounts soon turned into larger concerns. After some investigation, I discovered she had lost over ¥55,000 to scammers, a substantial portion of our life savings in our joint account. My mind raced with questions: How did this happen? Why didn’t she tell me sooner? How could I trust her again? After weeks of growing distrust, I realized I needed help to make sense of the situation and recover from the financial and emotional fallout. During this turbulent time, I stumbled upon the MUYERN TRUST HACKER web at  ( ht tps: //muyerntrusthacker .org/ ). Their reputation for handling complex online scams and fraud recovery, along with glowing testimonials, gave me a glimmer of hope. Hesitant but desperate, I decided to reach out, and it turned out to be one of the best decisions I’ve ever made. From the very first interaction, the team at MUYERN TRUST HACKER showed exceptional professionalism, empathy, and expertise. They patiently listened to my concerns, explained the process in detail, and made sure I felt safe and informed at every step. Their advanced data retrieval methods uncovered not only the full extent of the scammers' activities but also helped me recover every single yuan of our lost ¥55,000. Though the revelation was painful, it brought clarity to my situation and empowered me to make the right decisions. MUYERN TRUST HACKER didn’t just help me recover the money; they gave me the answers I desperately needed. If you find yourself in a similar position, suspecting deceit or dealing with financial loss due to scams, I highly recommend consulting the experts at MUYERN TRUST HACKER. Their work and commitment to your safety are unmatched.

HOW TO RECOVER MONEY LOST TO ONLINE SCAM HIRE ADWARE RECOVERY SPECIALIST

The Art of Recovery: ADWARE RECOVERY SPECIALIST Unmatched Prowess in my Bitcoin Restoration of 102,000USD

When faced with the devastating loss of a virtual fortune in Bitcoin, the sheer magnitude of the challenge can seem insurmountable. Yet, in the face of this crisis, the expert team at ADWARE RECOVERY SPECIALIST demonstrated an unparalleled mastery of their craft, guiding me through the intricate process of recovering my 102,000USD Bitcoin with unwavering skill and precision. From the moment I reached out, their seasoned professionals exuded a calm confidence, assuring me that no digital asset was beyond their reach. They leveraged their deep understanding of blockchain technology, forensic data analysis, and proprietary recovery techniques to meticulously piece together the scattered fragments of my digital wealth. Their tireless efforts, fueled by an unwavering commitment to their craft, allowed them to navigate the labyrinthine world of cryptocurrency, circumventing obstacles and exploiting vulnerabilities that would have stymied lesser experts. Through their dogged determination and innovative problem-solving, ADWARE RECOVERY SPECIALIST was able to triumphantly restore my 102,000USD Bitcoin, a feat that stands as a testament to their unparalleled expertise and the transformative power of their services. In the face of what seemed like an insurmountable challenge, their team demonstrated the art of recovery, masterfully reclaiming my digital assets and safeguarding my financial future. I can say with full confidence that ADWARE RECOVERY SPECIALIST is the real deal. They are experts in their field and have the technical mastery to handle even the most complex Bitcoin recovery cases. If you’ve found yourself in a similar situation, feeling like your Bitcoin is gone for good, I urge you to contact ADWARE RECOVERY SPECIALIST . They have the skills, the knowledge, and the integrity to get the job done. They revived my hope and proved that with the right expertise, recovery is possible. WhatsApp info:+12 723 328 343

EFFORTLESS BITCOIN RETRIEVL WITH, DIGITAL TECH GUARD RECOVERY

Behind the Scenes: The Professional Recovery Process of my lost bitcoin by Digital Tech Guard Recovery is a fascinating look into the intricate and high-stakes world of digital asset recovery. When faced with the devastating loss of valuable cryptocurrency, many individuals feel helpless and unsure of where to turn. However, the expert team at Digital Tech Guard Recovery has developed a meticulous, multi-step process to track down and retrieve even the most elusive of lost or stolen bitcoins. The recovery journey begins with a thorough investigation, as the Digital Tech Guard Recovery analysts meticulously comb through transaction histories, blockchain data, and other digital footprints to pinpoint the location of the missing funds. This sleuthing work requires an advanced understanding of cryptocurrency protocols, wallet structures, and the ever-evolving tactics used by cyber criminals. With patience and persistence, the team is able to follow the trail, no matter how convoluted, gradually closing in on the lost assets.

Contact with WhatsApp: +1 (443) 859 - 2886
Email @ digital tech guard . com
Telegram : digital tech guard recovery . com
website link :: https : // digital tech guard . com

The delicate extraction stage follows, during which the Digital Tech Guard Recovery experts must use specialized tools and negotiate intricate security measures to gain secure access to the compromised wallet or account. To prevent further loss or damage, this procedure requires a high degree of technical proficiency in addition to painstaking attention to detail. The group works hard, employing state-of-the-art methods to get past encryption, get login credentials, and start the process of recovering the money that belongs to them. To wrap up what is frequently a difficult and nerve-racking process, the recovered bitcoin is carefully checked, cataloged, and given back to the appreciative customer. The Digital Tech Guard team makes sure their clients feel educated, empowered, and confident during the entire recovery process by offering them caring support, frequent updates, and total transparency. These digital asset recovery experts are a true ray of hope for people dealing with the terrible effects of cryptocurrency loss because of their unmatched knowledge and unshakable dedication. For more information contact them via following instructions.

I must confess that my world was shattered by the lingering suspicion of betrayal. Over time, I began to notice something wasn’t right. My girlfriend, who had always been open with me, started becoming secretive, especially about our finances. Small discrepancies turned into larger concerns, and I discovered that she had lost over AED 55,000 to scammers, funds from our life savings in our joint account. At first, I thought she was hiding something about us, but then I realized the truth. She had been keeping the extent of her financial losses from me and had become deeply involved with fraudulent schemes. Living in Dubai, where financial security is critical, the loss of our life savings was devastating.After weeks of growing distrust and confusion, I stumbled upon Digital Web Recovery. Their impressive track record, stellar reviews, and commitment to discretion gave me hope. I took a leap of faith, and it turned out to be the best decision I’ve ever made.The team at Digital Web Recovery demonstrated exceptional professionalism, empathy, and expertise. They helped me navigate through the complex situation with care, ensuring my safety and anonymity. Using advanced data retrieval methods, they not only uncovered the full extent of the scammers' activities but also helped me recover all of the lost funds, every single dirham of our AED 55,000.Though the revelation was painful, it gave me the clarity I needed to help my girlfriend and regain control of our situation. Digital Web Recovery gave me the answers I desperately needed and empowered me to take action. If you find yourself in a similar situation, suspecting deceit or dealing with financial loss in a joint account due to scams, I highly recommend consulting the experts at Digital Web Recovery. Their professional guidance on data retrieval and financial recovery helped me restore our life savings and rebuild trust.Thanks to Digital Web Recovery, I was able to regain not only the money we lost but also the strength to move forward. Website; https: // digitalwebrecovery. com WhatsApp; ‪+13433003465‬ It wasn’t just about recovering funds; it was about regaining control over my life and my future. The emotional toll of the situation was heavy, but their support allowed me to take back what was rightfully ours. If you’re struggling with a similar crisis, Digital Web Recovery can provide the expertise and care you need to recover and rebuild.

Key Reporting Tools In TallyPrime

TallyPrime's reporting capabilities offer businesses access to over 300 detailed reports, empowering them to monitor operations and make informed decisions. These reports cover diverse aspects of business management, including financial statements, inventory analysis, GST compliance, and more.
Key Reports in TallyPrime:
Financial Statements: Balance sheet, profit and loss, and cash flow reports for evaluating business performance.
Stock Summary Reports: Insights into inventory levels, movement, and reorder points.
Voucher Reports: Detailed records of sales, purchases, and payments for reconciliation and accuracy.
GST Reports: Compliance-focused reports like E-invoices, GST returns, and E-way bills.
MIS Reports: Performance insights via Ageing, Ratio Analysis, and Expense reports.
Budgets & Forecasting Reports: Comparison of actual performance against budgets.
Audit & Exception Reports: Verification of records and identification of anomalies.
Customer & Vendor Reports: Analysis of payment history and outstanding balances.
Operational Reports: Covering stock turnover, job costing, payroll, and expenses.
Benefits of TallyPrime Reporting Tools:
Time Efficiency: Instant access to detailed reports for streamlined operations.
Enhanced Accuracy: Precise reports for confident decision-making.
Actionable Insights: Deep analysis of cash flow, profitability, and strategies.
Improved Decision-Making: Reliable data for effective business strategies.
24/7 Accessibility: Anytime, anywhere access to reports via a browser.
Custom Report Views: Save and retrieve personalized report formats.
Sheet Magic Integration:
Antraweb Technologies’ Sheet Magic complements TallyPrime by integrating with Excel, enabling the creation of customized reports without programming skills. This tool saves time, reduces errors, and simplifies data analysis.
Conclusion:
TallyPrime’s extensive reporting tools provide businesses with critical insights for managing finances, inventory, and compliance effectively. When paired with Sheet Magic, it delivers a seamless solution for data-driven decision-making, enhancing operational efficiency and business growth.

LOST BITCOIN RECOVERY SERVICE ⁄⁄ DIGITAL HACK RECOVERY

Digital Hack Recovery has emerged as a leading force in the intricate landscape of Bitcoin recovery, offering invaluable assistance to individuals and companies grappling with the loss or theft of their digital assets. In an era where the adoption of virtual currencies like Bitcoin is on the rise, the need for reliable recovery services has never been more pressing. This review aims to delve into the multifaceted approach and remarkable efficacy of Digital Hack Recovery in navigating the challenges of Bitcoin recovery. At the heart of Digital Hack Recovery's methodology lies a meticulous and systematic procedure designed to uncover the intricacies of each loss scenario. The first step in their methodical approach is the detection of the loss and the acquisition of crucial evidence. Recognizing that every situation is unique, the team at Digital Hack Recovery invests considerable time and effort in comprehending the nature of the loss before devising a tailored recovery strategy. Whether the loss stems from a compromised exchange, a forgotten password, or a hacked account, they collaborate closely with clients to gather pertinent information, including account details, transaction histories, and any supporting documentation. This meticulous data collection forms the foundation for an all-encompassing recovery plan, ensuring that no stone is left unturned in the pursuit of lost bitcoins. What sets Digital Hack Recovery apart is not only its commitment to thoroughness but also its utilization of sophisticated tactics and cutting-edge technologies. With a wealth of experience and expertise at their disposal, the team employs state-of-the-art tools and techniques to expedite the recovery process without compromising on accuracy or reliability. By staying abreast of the latest developments in the field of cryptocurrency forensics, they can unravel complex cases and overcome seemingly insurmountable obstacles with ease. Moreover, their success is underscored by a portfolio of case studies that showcase their ability to deliver results consistently..it is not just their technical prowess that makes Digital Hack Recovery a standout player in the industry; it is also their unwavering commitment to client satisfaction. Throughout the recovery journey, clients can expect unparalleled support and guidance from a team of dedicated professionals who prioritize transparency, communication, and integrity. From the initial consultation to the final resolution, Digital Hack Recovery endeavors to provide a seamless and stress-free experience, ensuring that clients feel empowered and informed every step of the way. Digital Hack Recovery stands as a beacon of hope for those who have fallen victim to the perils of the digital age. With their unparalleled expertise, innovative approach, and unwavering dedication, they have cemented their reputation as the go-to destination for Bitcoin recovery services. Whether you find yourself grappling with a compromised exchange, a forgotten password, or a hacked account, you can trust Digital Hack Recovery to deliver results with efficiency and precision. With their help, lost bitcoins are not merely a thing of the past but a valuable asset waiting to be reclaimed. Talk to Digital Hack Recovery Team for any crypto recovery assistance via their Email; digitalhackrecovery @techie. com

RECOVERING OF LOST BITCOIN: RAPID DIGITAL RECOVERY, STEP BY STEP PROCESS

When a devastating data breach left me with a crippling loss of 82,000 ETH, I was utterly devastated. As a seasoned crypto investor, I had carefully amassed this substantial fortune over years of diligent research and strategic trading. But in the blink of an eye, it had all been snatched away, leaving me feeling helpless and on the brink of financial ruin. Fortunately, I was referred to the experts at Rapid Digital Recovery, a renowned cybersecurity firm specializing in the recovery of lost or stolen digital assets. From the moment I reached out, Web site Info: https: // ra pi ddigit alrecove ry .o rg...I was met with an unparalleled level of professionalism and expertise. The team quickly assessed the situation, drawing upon their extensive knowledge of blockchain technology and hacking techniques to devise a meticulous recovery plan. They worked tirelessly, leaving no stone unturned in their pursuit of my missing Ethereum. Their dogged determination and technical prowess were nothing short of awe-inspiring, as they navigated the complex web of digital wallets, exchange platforms, and illicit transactions. After weeks of painstaking investigation and strategic maneuvers, the Rapid Digital Recovery team triumphantly recovered the entirety of my 82,000 ETH, restoring my financial security and peace of mind. I am forever grateful for their unwavering commitment to their craft and their ability to transform a devastating loss into a remarkable victory, solidifying their reputation as the gold standard in the world of cryptocurrency recovery. Rapid Digital Recovery was a game-changer in the world of crypto recovery. If you find yourself in a similar situation where your cryptocurrency is locked away and seemingly irretrievable, I highly recommend their services. Their professionalism, combined with a genuine commitment to customer success, made all the difference in my experience. Thanks to them, I now have my 82,000 ETH back, and I couldn’t be more grateful. Send a message to: What sapp Info: +1 41 4 80 7 14 85

Hire a Trusted Company for Recovery of Lost Bitcoin — CryptoChain Global Track

The rapid growth of the cryptocurrency industry has created both opportunity and risk. While digital assets like Bitcoin offer financial freedom, privacy, and accessibility, they also attract cybercriminals who exploit unsuspecting users. From investment scams to phishing attacks, hacked wallets to fraudulent trading platforms, Bitcoin holders around the world are increasingly falling victim to schemes that result in serious financial loss. When this happens, finding a reliable, professional recovery service becomes a critical step forward.

CryptoChain Global Track is a trusted and recognized name in the field of cryptocurrency recovery. The company is known for helping individuals and businesses who have lost Bitcoin due to scams, unauthorized access, or transactional errors. Backed by a team of skilled blockchain analysts, ethical hackers, and forensic investigators, CryptoChain Global Track offers a lifeline to those who thought their assets were gone forever.

Unlike many services that overpromise and underdeliver, CryptoChain Global Track works with complete transparency and professionalism. Their recovery process begins with a detailed analysis of the client’s situation. This includes examining the blockchain data, wallet transactions, and any communication or documentation related to the scam or loss. Using advanced tools, the team can trace the movement of Bitcoin through multiple wallets and platforms, even if the funds have been moved through mixing services or converted into other cryptocurrencies.

The company's success is rooted in its deep understanding of blockchain networks and how digital criminals operate. Their technical capabilities allow them to identify patterns, pinpoint destination wallets, and in many cases, work directly with exchanges or law enforcement to flag suspicious accounts. Every case is approached with careful investigation, guided by facts and real-time data—not assumptions or generic solutions.

Trust is a key part of any recovery process, especially when dealing with sensitive financial matters. CryptoChain Global Track treats every case with discretion and ensures that clients remain informed throughout the investigation. From initial assessment to asset tracking and follow-up actions, communication is clear and consistent. Clients are not charged upfront for empty promises—they receive honest evaluations and tailored solutions based on the nature of their case.

Beyond technical expertise, CryptoChain Global Track is also committed to client support and education. Many Bitcoin losses occur because of a lack of awareness about threats in the crypto space. The company takes time to educate its clients about how the breach or scam occurred and provides practical advice to help them avoid similar situations in the future. This commitment to both recovery and prevention makes the service holistic and genuinely helpful.

A trusted solution is available—and it starts by connecting with a team that understands how to fight back against crypto fraud with skill and determination.

The topic of recovery services and the efficacy of Wizard Hilton Cyber Tech warrants a closer examination. Recovery services are a critical component of any comprehensive cybersecurity strategy, as they provide the means to restore systems, data, and operations in the event of a breach or other disruptive incident. Wizard Hilton Cyber Tech is a leading provider in this space, offering a suite of advanced recovery solutions designed to ensure business continuity and mitigate the potentially devastating impacts of cyber attacks. At the core of their offerings is a robust, AI-driven platform that continuously monitors systems, detects anomalies, and triggers rapid, automated recovery procedures. This allows organizations to bounce back quickly, often with minimal downtime or data loss. Wizard Hilton's approach also emphasizes the importance of comprehensive testing and simulation, putting recovery protocols through their paces to validate effectiveness and uncover potential weaknesses. Additionally, their team of seasoned cybersecurity experts provides hands-on guidance, tailoring solutions to the unique needs of each client. By combining cutting-edge technology with deep industry expertise, Wizard Hilton Cyber Tech has established itself as a trusted partner in the realm of recovery services, empowering organizations to safeguard their most valuable digital assets and ensure business resilience in the face of ever-evolving cyber threats. Contact: for assistance,
 Email : wizardhiltoncybertech ( @ ) gmail (. ) com 
OR 
support ( @ ) wizardhiltoncybertech (.) com
WhatsApp number +13024457895

TRUSTWORTHY CRYPTO RECOVERY SERVICE- HIRE SALVAGE ASSET RECOVERY

At Tax Ease Solutions, based in New York, USA, we faced a critical crisis when our tax filing system was hacked overnight. The breach exposed sensitive personal data, including Social Security numbers, financial details, and addresses of our clients. The attackers used this stolen information to apply for fraudulent tax refunds, resulting in a significant loss of $1 million USD. The breach occurred during the night while our team was off-duty, leaving us unaware until the following morning when we discovered the extent of the damage. With such a large amount of money lost and the integrity of our business compromised, we knew we needed immediate assistance to recover and secure both our clients’ data and our reputation. That’s when we reached out to Salvage Asset Recovery. Salvage Asset Recovery’s team responded promptly and demonstrated their deep expertise in dealing with cybersecurity breaches. They quickly identified the source of the vulnerability and acted decisively to patch the system flaw. Their ability to rapidly assess the situation and implement corrective actions helped to prevent any further unauthorized access to our platform. Once the system was secured, Salvage Asset Recovery shifted their focus to assisting our affected clients. They worked diligently with financial institutions and law enforcement to help some clients who were able to reach out and report the fraudulent tax refund applications. Through their intervention, these clients were able to stop the fraudulent transactions and recover some of their funds. As of now, Salvage Asset Recovery has managed to recover $980,000 of the lost $1 million, but they are still continuing to work with authorities and financial institutions to recover the remaining funds. Salvage Asset Recovery helped us implement more robust security measures to prevent any future breaches. They introduced advanced encryption techniques and worked with us to update our cybersecurity protocols, ensuring that our clients' data would be better protected going forward. Their consultation also guided us in strengthening our internal data protection policies, which reassured our clients that we were committed to safeguarding their sensitive information. Thanks to the quick and efficient actions of Salvage Asset Recovery, Tax Ease Solutions was able to recover $980,000 of the lost funds and protect the majority of our clients’ data. Their professionalism, expertise, and dedication to helping both our company and our clients made all the difference in mitigating the effects of the breach and stabilizing our business. The recovery process is still ongoing, but we remain confident that with Salvage Asset ’s continued support, we will fully resolve the situation.
Their Contact info,
WhatsApp+ 1 8 4 7 6 5 4 7 0 9 6

DIGITAL HACK RECOVERY— EXPERT CRYPTO RECOVERY & HACKING SERVICES

From Loss to Triumph: How Digital Hack Recovery Changed My Life by Restoring My Bitcoin

Thanks to Digital Hack Recovery's amazing service, what began as a tragic loss swiftly transformed into an inspirational story of victory. For years, I had been a fervent cryptocurrency investor, steadily accumulating a sizeable bitcoin portfolio that I intended to keep for the long haul. But one day, catastrophe struck when I unintentionally erased the digital wallet that held all of my bitcoin holdings, leaving me feeling hopeless and distraught. As I desperately looked for any means to recover what I had lost, the prospect of losing all that hard-earned cryptocurrency consumed me. At that point, I learned about Digital Hack Recovery, a specialist data recovery business that said it could be able to recover my erased bitcoin wallet. I contacted them out of desperation but skepticism, and I was instantly struck by their professionalism and knowledge. The Digital Hack Recovery team immediately went to work, carefully scanning my devices and locating the lost wallet data using state-of-the-art methods and technology. They successfully recovered every bitcoin I had lost after days of arduous work, restoring my portfolio to its previous splendor. I was ecstatic and immensely appreciative since it meant I could keep working toward my financial objectives and aspirations without having to face the heartbreaking prospect of losing all of my cryptocurrency assets. I'm now a lifelong supporter of Digital Hack Recovery's priceless services because of the incalculable relief I experienced. Their talent, passion, and commitment to helping people like myself are demonstrated by their ability to transform my circumstance from one of extreme despair to one of great triumph. They restored my bitcoin and put me back on the path to financial independence, and for that I will always be grateful. Visit their website via: https :
// digital hack recovery . com, Email them ; digital hack recovery @ techie . com Or WhatsApp them +19152151930

STOLEN CRYPTO RECOVERY AND LOST BITCOIN RECOVERY EXPERT Visit CYBER CONSTABLE INTELLIGENCE

I had 7.02 BTC in a Bitcoin wallet that I believed was lost forever. After numerous attempts with various data recovery firms—each of whom was unable to retrieve my funds—I was nearly resigned to the loss. My last hope was Cyber Constable Intelligence , which I decided to try after seeing a glowing review online. From the moment I reached out to them, their responsiveness and professionalism stood out. Cyber Constable Intelligence quickly understood my situation and assured me that they could help recover my Bitcoin. They were transparent about the process, detailing how they would approach the recovery and what I could expect. This clear communication was reassuring and a stark contrast to my previous experiences with other firms. True to their word, Cyber Constable Intelligence managed to recover my Bitcoin wallet in just 48 hours. Throughout the entire process, the team at Cyber Constable Intelligence demonstrated an impressive level of expertise and dedication. Their approach to data recovery was meticulous, and their ability to navigate the complexities of my situation was beyond what I had previously encountered. Their commitment to delivering on their promises was evident at every step. They were not only efficient but also exceptionally reliable, qualities that had been missing in my previous interactions with other recovery services. One of the standout aspects of Cyber Constable Intelligence’s service was its professionalism. They provided regular updates, ensuring I was informed about the progress of the recovery. This level of communication helped alleviate much of the stress associated with the recovery process. Their expertise was apparent, as they handled the technical challenges with a competence that inspired confidence. If you are dealing with a situation involving lost cryptocurrency or any form of data loss, I highly recommend Cyber Constable Intelligence. They have proven themselves capable of recovering assets that others could not, thanks to their deep understanding of the complexities involved and their dedication to client satisfaction. Their ability to recover my Bitcoin when all hope seemed lost was nothing short of miraculous. Cyber Constable Intelligence offers a valuable service that combines technical skills with exceptional client care. Their ability to deliver on their promises, coupled with their commitment to ensuring client satisfaction, makes them a standout choice for anyone facing similar issues. Whether you’re dealing with lost passwords, scams, or other forms of digital asset loss, Cyber Constable Intelligence has demonstrated that it can handle it with the utmost professionalism and expertise. If you find yourself in a situation where other recovery services have failed, Cyber Constable Intelligence is a reliable and highly skilled option. Their success in recovering my Bitcoin, where others could not, underscores their expertise and dedication, making them a top recommendation for anyone in need of expert assistance with recovering lost digital assets.

Here’s their Contact Information Below 

Website: www cyber constable intelligence com

What sapp Info: 1 (2 5 2 ) 3 7 8- 7 6 1 1

I had 6.5 BTC in a Bitcoin wallet that I believed was lost forever. After numerous attempts with various data recovery firms each of whom could not retrieve my funds, I was nearly resigned to the loss. My last hope was TECH CYBER FORCE RECOVERY, which I decided to try after seeing a glowing review online. From the moment I reached out to them, their responsiveness and professionalism stood out. TECH CYBER FORCE RECOVERY quickly understood my situation and assured me that they could help recover my Bitcoin. They were transparent about the process, detailing how they would approach the recovery and what I could expect. This clear communication was reassuring and a stark contrast to my previous experiences with other firms. True to their word, TECH CYBER FORCE RECOVERY managed to recover my Bitcoin wallet in just 48 hours. Throughout the entire process, the team demonstrated an impressive level of expertise and dedication. Their approach to data recovery was meticulous, and their ability to navigate the complexities of my situation surpassed anything I had previously encountered. What particularly impressed me was their commitment to delivering on their promises. They were not only efficient but also exceptionally reliable, qualities that had been missing in my interactions with other recovery services. The professionalism of TECH CYBER FORCE RECOVERY was evident in every aspect of their work. They provided regular updates, ensuring I was informed about the progress of the recovery. This level of communication helped alleviate much of the stress associated with the recovery process. Their expertise was apparent as they handled the technical challenges with a competence that inspired confidence. They took the time to explain the steps they were taking and why, which made me feel included and informed every step of the way. The team was patient, answering all my questions thoroughly, and they never made me feel like just another client. In a world where many recovery services fall short of expectations, TECH CYBER FORCE RECOVERY stands out as a beacon of hope. EMAIL. (contact @ tech cyber force recovery. info) OR TELEGRAM (@)TECHCYBERFORC. Their ability to restore my lost Bitcoin not only salvaged a significant financial investment but also restored my faith in data recovery services. If you are dealing with a situation involving lost cryptocurrency or any form of data loss, I highly recommend TECH CYBER FORCE RECOVERY. Their blend of expertise and genuine commitment to helping clients is truly exceptional. I can’t thank them enough for their outstanding work.

The minefield of crypto assets and fraudulent financial loss, especially, can be overwhelming to cross for many individuals and organizations. However, there is still hope. Professional security protection and means of lost crypto recovery guidance are provided to aid your daily life with the help of a highly skilled team at CYBERGENIEHACKPRO, with its essential suite of services. These services are rooted in an understanding of the wide-reaching and destructive impacts that financial setbacks—be they through cyberattacks, data breaches, or other unexpected catastrophes can cause. The highly trained analysts are responsible for closely examining the damage's extent, identifying root causes, and developing a customized strategy that would reduce the impact. From restoring lost or corrupted data to restoring compromised systems and the network's hardening, CYBERGENIEHACKPRO leverages state-of-the-art technology combined with best practices to help customers regain their financial footing. Additionally, their support goes beyond just technical services; their empathetic case managers offer a compassionate ear and pragmatic guidance on the frequent emotional and logistical challenges caused by financial turmoil. Fully committed to client success, CYBERGENIEHACKPRO is a reliable ally in overcoming financial loss and provides the critical services and reassurance needed for getting back up, stronger, and more resilient. I was a victim, and the CYBERGENIEHACKPRO team turned things around, guiding me to recover my lost/stolen crypto assets and securing me from all future potential cyber threats or attacks. Get in touch,
WhatsApp-: + 1 25 22 71 89 00
E/mail-: Cybergenie @ Cyberservices. c o m

CHANCES OF CRYPTO RECOVERY OPTIONS:USE SPARTAN TECH GROUP RETRIEVAL

WhatsApp:+1 (971) 4 8 7 - 3 5 3 8
Email: spartantech (@) cyberservices . com
Telegram:+1 (581) 2 8 6 - 8 0 9 2
For many individuals and businesses, the experience of financial loss, whether caused by cyberattacks, data breaches, or unforeseen events, can feel overwhelming and intimidating. The emotional and financial toll can be immense, leaving people uncertain of where to turn. In these challenging times, SPARTAN TECH GROUP RETRIEVAL offers a crucial lifeline, providing expert services that guide clients through the recovery process with both skill and compassion. At SPARTAN TECH GROUP RETRIEVAL, the team recognizes the profound impact financial loss can have on clients, not only in terms of their finances but also on their sense of security and well-being. Their highly trained professionals specialize in assessing the full extent of damage caused by various disruptions, carefully identifying the underlying issues and working to develop tailored recovery strategies. Whether the challenge involves restoring lost data, recovering compromised systems, or securing vulnerable networks, SPARTAN TECH GROUP RETRIEVAL utilizes the latest technology and industry best practices to restore both operational efficiency and peace of mind. Data loss can be a particularly devastating consequence of a cyberattack or system failure. In a world where information is the lifeblood of businesses, recovering lost or corrupted data is crucial to regaining normal operations. SPARTAN TECH GROUP RETRIEVAL’s experts employ advanced data recovery techniques to retrieve vital information, ensuring that clients do not suffer irreversible setbacks. By recovering valuable data, they allow businesses to continue their operations with minimal disruption. Beyond data recovery, SPARTAN TECH GROUP RETRIEVAL excels at restoring and securing compromised systems. After a breach or attack, the threat of future vulnerabilities looms large. The team’s cybersecurity experts take swift action to secure networks and systems, implementing robust protection measures to defend against future threats. Through a combination of proactive monitoring, vulnerability assessments, and real-time security solutions, SPARTAN TECH GROUP RETRIEVAL works tirelessly to ensure that businesses and individuals can rebuild trust and safeguard their digital assets for the long term. However, what truly distinguishes SPARTAN TECH GROUP RETRIEVAL is its unwavering commitment to client care. While the technical aspects of recovery are vital, the company understands the emotional strain that often accompanies financial loss. Their compassionate case managers offer much-needed emotional support and practical guidance, helping clients navigate both the logistical and psychological challenges they face. By addressing the emotional as well as the practical aspects of recovery, SPARTAN TECH GROUP RETRIEVAL ensures that clients feel understood and supported throughout the entire process. In the face of financial hardship, SPARTAN TECH GROUP RETRIEVAL is a trusted partner that combines technical expertise with empathy and dedication. Their holistic approach ensures that businesses and individuals can recover, rebuild, and emerge from financial challenges stronger, more secure, and better prepared for the future.

Persisterising derived values. Often a necessary evil for optimisation or privacy while conflicting with concerns such as auditing.

Password hashing is the common example of a case considered necessary to cover security concerns.

Also often a mistake to store derived values. Some times it can be annoying. Sometimes it can be data loss. Derived values often require careful maintenance otherwise the actual comments in your database for a page is 10 but the stored value for the page record is 9. This becomes very important when dealing with money where eventual consistency might not be enough.

Annoying is when given a and b then c = a + b only b and c are stored so you often have to run things backwards.

Given any processing pipeline such as A -> B -> C with A being original and C final then you technically only need C. This applies to anything.

However, not all steps stay or deflate. Sum of values is an example of deflate. Mapping values is an example of stay. Combining all possible value pairs is inflate, IE, N * N and tends to represent the true termination point for a pipeline as to what can be persisted.

I've quite often seen people exclude original. Some amount of lossy can be alright if it's genuine noise and one way if serving some purpose.

If A is O(N) and C reduces to O(1) then it can seem to make sense to store only C until someone also wants B -> D as well. Technically speaking A is all you ever need to persist to cater to all dependencies.

I've seen every kind of mess with processing chains. People persisting the inflations while still being lossy. Giant chains linear chains where instead items should rely on a common ancestor. Things being applied to only be unapplied. Yes ABCBDBEBCF etc then truncating A happens.

Extreme care needs to be taken with data and future proofing. Excess data you can remove. Missing code can be added. Data however once its gone its gone and your bug is forever.

This doesn't seem to enter the minds of many developers who don't reconcile their execution or processing graphs with entry points, exist points, edge direction, size, persistence, etc.

A reliable resource for crypto recovery. Saclux Comptech Specialst specializes in cryptocurrency recovery services, providing expert assistance to individuals and businesses who have lost access to their digital assets. We understand the complexities of blockchain investigations and utilize cutting-edge techniques to restore Bitcoin, Ethereum, and other cryptocurrencies.

As the first expert recovery provider to accept Bitcoin payments, we’ve been excited about the potential of the blockchain since the beginning. We’ve also invested heavily in research to provide the most crypto recovery reliable resources available — fully supported by our no data, no charge guarantee.

Types of Cryptocurrency Recovery Services
Saclux Comptech Specialst offers a comprehensive range of services to address various cryptocurrency loss scenarios:

Hey guys, any WPF developers here?

I'm having lotsa trouble getting WPF XAML data bindings to work. Disclaimer - I'm new to OOP and thhe syntax of OOP is so damn confusing I'm never sure anything is the "right" way.

The task is to create test data for certain classes and output it in WPF. The code I have is a public static class that generates test data for certain classes and stores these objects inside a static List<Object> depending on the object. I couldn't figure out any other way to store all these objects to later be able to output them.

Then I found out that you can use ObservableCollection to automate a lot of the CRUD stuff. So I tried to change the Lists to static ObservableCollections. It mostly works and I even got it to output the data in XAML by using DataGrid.ItemsSource = TestDataCreationClass.authors in the MainWindow.xaml.cs. However, I can not for the life of me figure out how to do the bind through XAML only using the ItemsSource property. No matter what I do, it cannot find the Collection.

I googled for quite a while and every example seems completely different from mine so I'm at a loss.

If you need any more info or code snippets I'd be glad to provide them.

Any kind of help is appreciated.
Thanks in advance!

Hire a Crypto Recovery Expert — Best Crypto Recovery Company / Visit Captain WebGenesis

Captain WebGenesis Crypto Recovery Experts operates through a blend of technical expertise and advanced software tools, focusing on recovering lost digital assets without resorting to overly technical jargon. Captain WebGenesis begins the recovery process by engaging his clients in consultations to understand the specific scenario of loss, tailoring their approach based on the individual case rather than offering a one-size-fits-all solution.
Captain WebGenesis makes sure his operations are carried out with a great regard for security and privacy In order to ensure that client data and recovered assets are handled with the highest confidentiality and care.

DUNE NECTAR WEB EXPERT's exceptional professionalism salvaged my cryptocurrency investment after a devastating loss. My digital wallet inexplicably displayed a zero balance following an unsuccessful investment venture, leaving me financially distraught. After an exhaustive, fruitless search for assistance, I discovered DUNE NECTAR WEB EXPERT. Their specialized expertise in cryptocurrency recovery proved invaluable. Their unwavering persistence, patience, and professionalism throughout the process were remarkable. I deeply appreciated their fairness and consideration. Beyond recovering my lost cryptocurrency, they proactively identified and resolved other critical online security vulnerabilities affecting my data already released to some unscrupulous individuals. Their dedication exceeded expectations, resulting in a completely satisfactory outcome. I wholeheartedly endorse their services.
Securing a trustworthy cryptocurrency recovery service online can be daunting, particularly after experiencing financial loss. However, DUNE NECTAR WEB EXPERT stands apart as a dependable choice. As grateful clients, we enthusiastically recommend their services. For inquiries Telegram
@dunenectarwebexpert . Thank you again, DUNE NECTAR WEB EXPERT!

RECLAIM YOUR LOST CRYPTOCURRENCY TODAY WITH TRUSTED EXPERTS - HIRE HACKATHON TECH SOLUTIONS

The sudden disappearance of your cryptocurrency holdings, whether due to a sophisticated cyberattack, a deceptive scam, or simply misplaced access credentials, can feel like a financial disaster. During these crucial times, HACKATHON TECH SOLUTIONS  provides the ultimate solution for digital asset restoration, offering unmatched expertise in recovering Bitcoin, Ethereum, and a vast array of altcoins.What sets  HACKATHON TECH SOLUTIONS unique from the rest is their elite team of blockchain forensic specialists, who combine cutting-edge technology with in-depth investigative methods. These experts utilize advanced cryptographic analysis to thoroughly trace transaction histories across decentralized ledgers, uncovering vulnerabilities and exploiting weaknesses in even the most complicated theft schemes. Their approach goes far beyond basic wallet recovery services, employing proprietary tools to navigate the often murky world of blockchain transactions.The recovery process begins with an in-depth consultation where clients provide essential information about the loss, including transaction records, wallet addresses, and details about the breach or incident. The forensic team then embarks on a multi-faceted investigation, combing through blockchain data across various networks and exchanges to uncover digital traces that might otherwise remain invisible.What truly sets HACKATHON TECH SOLUTIONS  apart is their strategic and proactive approach to fund retrieval. They don’t simply trace stolen assets, they craft customized recovery plans, collaborating with cryptocurrency exchanges, legal authorities, and even international organizations. Their specialists know exactly when to intercept frozen funds, reconstruct private keys, or employ advanced social engineering tactics to retrieve assets from scammers.Their recovery process is highly detailed, utilizing a range of investigative techniques that leave no stone unturned. Whether dealing with a direct theft, hacking incident, or even accidental loss due to a misplaced private key, HACKATHON TECH SOLUTIONS  team can step in and provide a targeted, expert solution. In a world where cryptocurrency is often seen as a difficult asset to recover once lost,  HACKATHON TECH SOLUTIONS  ability to navigate the complexities of digital asset recovery gives clients peace of mind that they can recover even the most elusive of funds. When the stakes are high, their specialized expertise to restoring digital assets make them the definitive choice for anyone facing the loss of cryptocurrency holdings.  Their contact details are listed below.

Whatsapp:‪‪‪+31 6 47999256‬‬‬

Telegram: +1(659) 217-9239‬‬‬‬

Email: hackathontech service @ mail . com

POSSIBLE WAYS TO RECOVER BACK YOUR SCAMMED CRYPTO FROM ANY INVESTMENT PLATFORM...

At TaxEase Solutions, based in New York, USA, we faced a critical crisis when our tax filing system was hacked overnight. The breach exposed sensitive personal data, including Social Security numbers, financial details, and addresses of our clients. The attackers used this stolen information to apply for fraudulent tax refunds, resulting in a significant loss of $1 million USD. The breach occurred during the night while our team was off-duty, leaving us unaware until the following morning when we discovered the extent of the damage. With such a large amount of money lost and the integrity of our business compromised, we knew we needed immediate assistance to recover and secure both our clients’ data and our reputation. That’s when we reached out to Digital Gold Hunter. Digital Gold Hunters team responded promptly and demonstrated their deep expertise in dealing with cybersecurity breaches. They quickly identified the source of the vulnerability and acted decisively to patch the system flaw. Their ability to rapidly assess the situation and implement corrective actions helped to prevent any further unauthorized access to our platform.Once the system was secured, Salvage Asset Recovery shifted their focus to assisting our affected clients. They worked diligently with financial institutions and law enforcement to help some clients who were able to reach out and report the fraudulent tax refund applications. Through their intervention, these clients were able to stop the fraudulent transactions and recover some of their funds. As of now, Digital Gold Hunter has managed to recover $980,000 of the lost $1 million, but they are still continuing to work with authorities and financial institutions to recover the remaining funds. Digital Gold Hunter helped us implement more robust security measures to prevent any future breaches. They introduced advanced encryption techniques and worked with us to update our cybersecurity protocols, ensuring that our clients' data would be better protected going forward. Their consultation also guided us in strengthening our internal data protection policies, which reassured our clients that we were committed to safeguarding their sensitive information.Thanks to the quick and efficient actions of Digital Gold Hunter, and protect the majority of our clients’ data. Their professionalism, expertise, and dedication to helping both our company and our clients made all the difference in mitigating the effects of the breach and stabilizing our business. The recovery process is still ongoing, but we remain confident that with Digital Gold Hunter ’s continued support, we will fully resolve the situation.

Their Contact info,

Email: Digitalgoldhunter@tech-center . c o m

CONSULT PROFESSIONAL BITCOIN RECOVERY EXPERTS // MAESTRO ENCRYPTER FINANCIER

You want to hear confidence-boosting success tales about getting your lost bitcoins back. Maestro Encrypter Financier has a remarkable history of assisting people and companies in getting their lost money back. Consider the instance of Connor Jack , who unintentionally sent his bitcoins to the incorrect address. Connor's face returned after Maestro Encrypter Financier used their knowledge and tenacity to track down the transaction and get his bitcoins back.
What distinguishes Maestro Encrypter Financier from other alternatives for recovering bitcoin? Above all, their team of professionals is well-versed in handling bitcoin transactions, which enables them to handle even the most complicated circumstances. Furthermore, their customer-focused methodology guarantees that you will receive tailored support and consistent updates during the recuperation procedure. To demonstrate the superiority of Maestro Encrypter Financier, let's compare their performance with that of their competitors. In a head-to-head analysis, Maestro Encrypter Financier consistently outperformed other recovery services in terms of success rate, speed of recovery, and customer satisfaction. Time and time again, they have proven their ability to recover lost bitcoins when others have failed. At Maestro Encrypter Financier, your privacy and confidentiality are of utmost importance. They employ robust security measures to safeguard your personal information and ensure that it remains strictly confidential. You can trust that your data is in safe hands throughout the recovery process. Not only does Maestro Encrypter Financier excel in recovering lost bitcoins, but they also prioritize helping clients protect their funds from future loss. Their team provides expert advice on the latest security practices, including wallet management and secure transaction techniques. By equipping you with the knowledge to safeguard your investments, Maestro Encrypter Financier goes above and beyond to ensure your long-term financial security. For enquiry, Email:(maestroencrypter @ financier . com) or call/ WhatsApp:+14722038937

Just Started learning unsupervised learning algorithms, and i write this: Unsupervised Learning is an AI procedure, where you don’t have to set the standard. Preferably, you have to allow the model to take a chance at its own to see data.

Unsupervised Learning calculations allow you to make increasingly complex planning projects contrasted with managed learning. Albeit, Unsupervised Learning can be progressively whimsical contrasted and other specific learning plans.

Unsupervised machine learning algorithm induces patterns from a dataset without relating to known or checked results. Not at all like supervised machine learning, Unsupervised Machine Learning approaches can’t be legitimately used to loss or an order issue since you have no proof of what the conditions for the yield data may be, making it difficult for you to prepare the estimate how you usually would. Unsupervised Learning can preferably be used to get the essential structure of the data.

HOW TO RECOVER LOST OR STOLEN CRYPTOCURRENCY HIRE CERTIFIED RECOVERY SERVICES

I am beyond grateful to share my experience with CERTIFIED RECOVERY SERVICES, a company that has proven to be a true lifeline for those like me who thought they had lost their Bitcoin investments forever. The world of cryptocurrency, while offering tremendous opportunities, can also be a perilous landscape, where a single mistake or a sudden system failure can lead to significant financial loss. I found myself in such a situation, and thanks to the dedicated team at CERTIFIED RECOVERY SERVICES, I was able to recover what I thought was gone forever. In 2021, I invested a substantial sum into Bitcoin, eagerly watching the market trends and hoping for substantial returns. However, as the market fluctuated, I found myself caught in a series of unfortunate events. First, I fell victim to a phishing scam that compromised my personal information and led to the loss of my Bitcoin. My initial panic was beyond words - I had invested a large portion of my savings, and the thought of losing it all was devastating. I felt powerless and received automated responses when I tried to reach customer service multiple times through the exchange I was using. I didn't know where to go next. It appeared as though my Bitcoin assets were lost forever because every path seemed to lead to nothing. I came discovered CERTIFIED RECOVERY SERVICES at that point. From the moment I reached out to CERTIFIED RECOVERY SERVICES on WhatsApp: +1 (740) 258‑1417, I knew I was in capable hands. The process was straightforward. I explained my situation, detailing how I lost my Bitcoin and the steps I had already taken to try to recover it. The customer service team at CERTIFIED RECOVERY SERVICES was empathetic and understanding. They reassured me that my case wasn't hopeless, explaining the methods they use to track and recover lost crypto investments, even when critical information like wallet keys or recovery phrases is lost or compromised. The team at CERTIFIED RECOVERY SERVICES started by verifying my identity and confirming my ownership of the Bitcoin in question. They then initiated an in-depth analysis of the wallet's blockchain data, tracking the lost assets across various exchanges and addresses. They also reached out to several platforms and services involved in the transaction history, leveraging their extensive network in the cryptocurrency industry. After what felt like an eternity of waiting, I received the best news possible - my Bitcoin had been successfully recovered! The amount I thought was lost for good was now accessible again, thanks to the tireless efforts of the CERTIDIED RECOVERY SERVICES team. They not only managed to recover my assets but also took proactive steps to ensure my future investments would be secure. for assistance reach them with the below information.
Email:contact (@)c e r t i f i e d r e c o v e r y s e r v i c es. c o m

Hi everyone, the cryptocurrency world is extremely unstable, and many people have lost some cryptocurrency and cryptocurrency assets to online scams. I was also a victim of faux Uniswap group telegram employees, and my wallet address security and 12 phrases were compromised, resulting in the loss of all my cryptocurrency (BNB, Eth, Btc, and USDT) to the tune of $542.000. This left me devastated and at my lowest point of depression because, had I failed to successfully recover my cryptocurrency, which accounted for the majority of my savings and financial assets, my family might have been homeless. I complained in the group, and a real group administrator directed me to the Wizard James Recovery Company. In just 92 hours, this cryptocurrency recovery company helped me recover all of my losses, saving my life. I supplied the prerequisites and pertinent data needed to finish the successful recovery of my cryptocurrency. When I got my coins back, I was ecstatic. Wizard James Recovery can be reached at wizardjamesrecovery @ usa . com or by WhatsApp at (+44)7418-367-204.