Boss: we need high precision volume control
Me: say no more...

I'm at my seat during the regular morning routine of checking emails, planning the things I need to complete/study when my phone rings.

HR: Good Morning, can you come over to the conference room please ?

Me: Sure

I enter the conference room and on the other side of the table, I see a group of 3 HR Managers (not a very nice feeling), especially when it was 10 months into my first job as a Trainee Software Developer.

HR: The company hasn't been performing as expected. For this reason, we've been told to cut down our staff. We're sorry but we have to let you go. You've been doing a great job all along. Thank you.

Me: ---- (seriously ?!)

The security-in-chief 'escorts' me out of the premises and I hand over the badge. I'm not allowed to return to my desk.

This happened about 16 years ago. But it stuck with me throughout my programming career.

A couple of Lessons Learnt which may help some of the developers today :

- You're not as important as you think, no matter what you do and how well you do it.
- Working hard is one thing, working smart is another. You'll understand the difference when your appraisals comes around each year.
- Focus on your work but always keep an eye on your company's health.
- Be patient with your Manager; if you're having a rough time, its likely he/she is suffering more.
- Programming solo is great fun. However it takes other skills that are not so interesting, to earn a living.
- You may think the Clients sounds stupid, talks silly and demands the stars; ever wonder what they think about you.
- When faced with a tough problem, try to 'fix' the Client first, then look for a solution.
- If you hate making code changes, don't curse the Client or your Manager - we coders collectively created a world of infinite possibilities. No point blaming them.
- Sharing your ideas matter.
- Software Development is a really long chain of ever-growing links that you may grok rather late in your career. But its still worth all the effort if you enjoy it.

I like to think of programming as a pursuit that combines mathematical precision and artistic randomness to create some pretty amazing stuff.

Thanks for reading.

Precision 😂

Try not to use floating point numbers in places where precision is important. Like for instance, money. Always store the base value where it makes the most sense

Some milk. 😇😀

I used to work in a role that was basically tech support for engineers. Folks would call, we'd look at their code and see where things were going wrong.
One customer calls in, they're having timing problems with a satellite control system.
I dig down through their code, and buried in one of the modules is a comment to the effect of:
"Once we upgrade to Windows 98, we'll need to change this call to the precision counter"

They never did.

This system was running XP.
Somehow, they'd avoided destroying satellites despite having the code run on Win98, and ME without fixing that call. It wasn't until they upgraded to a multi core system and XP that their gyros stopped responding correctly.

Holy shit.

Mountain climbing. Increases social skills, teamwork and trust.

Building a house. Increases spatial visualization and planning skills.

Electronics. Increases mathematical and problem solving skills.

Chemistry. Increases precision and analytical reasoning skills.

Psychedelic drugs. Increases imagination, inspiration and abstraction skills.

Recently buyed some toilet paper.

Now i just want to have an intense discussion about floating point precision with the idiot who developed the cutting machine...

Also, please stop printing cars or birds there. Thanks.

I feel the need to take a different approach to this week's rant. I think someone needs to defend teachers, for a number of reasons. Obviously this is probably out of place on devRant but it is a kind of rant against those who think they know everything and have nothing to learn.

1) Teachers are not industry specialists. They do not spend their lives keeping on top of the latest framework or project management methodology or code management tool. They are educators and that brings its own set of out of hours challenges and training exercises.

2) They have a course to teach and have probably used the same one for quite some time. Years probably. They (should) teach the fundamentals of programming not a particular language or syntax or quirk. Those fundamentals don't really change. Logic, problem solving, precision, structures, etc.

3) They need to provide a course which will cater for different skill levels. There are always class members who are bored because it's too easy and others who struggle in any subject.

4) Teaching is like any profession - there are really, really good ones, OK ones and there are shit ones.

5) They have probably never developed a detailed project or solution in their lives. They don't know the pitfalls and challenges that teams face in this kind of environment. Should they - maybe. But the probably don't.

I think that's all... I'm not a teacher (although I did fancy the idea at a time) but just feel they get a rough ride sometimes (particularly on here).

Found this on discord.
Could be copypasta but I decided to share it anyway.

"I use Linux as my operating system," I state proudly to the unkempt, bearded man. He swivels around in his desk chair with a devilish gleam in his eyes, ready to mansplain with extreme precision. "Actually", he says with a grin, "Linux is just the kernel. You use GNU+Linux!' I don't miss a beat and reply with a smirk, "I use Alpine, a distro that doesn't include the GNU coreutils, or any other GNU code. It's Linux, but it's not GNU+Linux."

The smile quickly drops from the man's face. His body begins convulsing and he foams at the mouth and drops to the floor with a sickly thud. As he writhes around he screams "I-IT WAS COMPILED WITH GCC! THAT MEANS IT'S STILL GNU!" Coolly, I reply "If windows was compiled with gcc, would that make it GNU?" I interrupt his response with "-and work is being made on the kernel to make it more compiler-agnostic. Even you were correct, you wont be for long."

With a sickly wheeze, the last of the man's life is ejected from his body. He lies on the floor, cold and limp. I've womansplained him to death.

My first AI program in the 1985 on Apple IIe (64kb ram computer) was answering simple questions with yes and no. Everyone were shocked with precision of about 100% when I was typing and 70-80% when others were typing. My parents were scared and skeptical. How it works? Store the time between the first key pressure and the following, when it is larger than 1 second the answer is yes, otherwise no. They say the question, you know the answer and type accordingly. When they want to write the question themselves, you try to force their typing speed if possible. I was 12 years old and it was very funny.

Fuck Firefox's CSS engine! Why is it so fucking buggy?

I needed to position some elements in a circle, so I used Math.cos(Math.PI / 2) to calculate their x positions. So, mathematically speaking, that should return 0, right? Turns out in JS it doesn't (because fuck precision). It actually returns 6.123233995736766e-17 and I was using that in the style, like top: offset + that.

In chrome it was working perfectly, but in Firefox all hell broke loose. All animations stopped working, scripts stopped working, demons were eating people alive.

And I lost hours hunting that down. My fault because I should have tested it immediately on other browsers, but fuck!

Today on forgotten games – Ballance.

The game is absolutely outstanding. Graphics is absolutely amazing even though the game was developed in 2004. The sound effects are perfect, I can literally feel the wooden ball rolling on steel rails. The background music is also amazing, we're talking Alexander Brandon level here.

The game is about rolling the ball through the levels trying not to fall off. There are three balls: the stone one, the wooden one and the paper one, different in weight, velocity and momentum.

I admire the clever level design. It uses in-game map features in multi-purpose way, for example some levels use ball transformers (the things that transform the ball from one kind to another) as a trap for your ball to lose momentum. It even seems like that levels were designed by some crazy modders for advanced players, but they weren't, and traveling through them feels like you're a pro gamer playing custom levels.

Even though levels seem simple at first glance, they allow non-linear gameplay and different gaming styles.

The gameplay itself is pure meditation. But even though the concept seem straightforward – just follow the level and don't fall – it's not. You have to use all three ball types: there are air vents to fly above upon, which only paper ball can do, there are obstacles to push, which only stone ball can do, and so on.

For additional sonic satisfaction the levels even feature some metal domes that serve no purpose but to be bumped into just for making amazing gong sound.

I like it that when you get cocky and think like that's easy, I got this, the game quickly puts you into place. It basically says nigga you ain't shit, you got nothing on me.

Overall it's basically a mesmerizing travel through cleverly designed levels surrounded by relaxing music and outstanding graphics.

Definitely a must-have for mechanical keyboard gamers, it's a pure satisfaction playing this game with a great level of precision and control mechanical keyboard allows.

Search for "ballance widescreen fix" for modern displays support.

I seriously do not understand the rants against Windows.

I love Windows 10 (got as free upgrade from MS), and have no issues with MacOS or Linux OS. I use them as well but do all serious work on Windows.

All my life, I have worked on business / commercial side and picked up Web development in last couple of years. I started using computers on DOS in 1992, and shifted to Windows 3.0 in 1995. There was no Mac or MacOS back then.

For serious work, I purchased a old Dell Precision M4700 workstation grade laptop with quad-core i7, at throwaway price, got 32GB RAM, 2.4TB (1x2 TB + 400gb) of SSD on super sale online, and installed it myself. It easily supports dual 4k monitors.

Git-bash on windows allows all the necessary linux command line on windows. Though not tried, Windows 10 allows embedded Ubunutu with linux terminal. Web development tools like - VSCode, git, github / bitbucket clients, NVM/Node, React / Redux / Webpack / Gatsby / Jest, REST clients, GraphQL client and server, Graph Server, Chrome PWA / Chrome Dev Tools, http/Websocket/WebRTC interception, Google Firebase SDKs, AWS sdks, cloud utilities, CI/CD tools work flawlessly. Windows even has its own package manager for applications.

Fuck Apple sideways! (Wait for it, the original part begins)

HOW can a company that keeps on boasting about UX, to the point that last WDC they took more time speaking about a fucking kaleidoscope animation for their watch then about the whole changes to their MacBook's hardware, even consider putting that turd of a remote on market.

If you have an Apple Store in reach, I invite you to get up, flush, and go there. Try that atrocity that is the AppleTV, and laugh at how incredibly bad it is. Then do your best to refrain from burning the place down in your inevitable rage, that might cause you legal issues.

The previous AppleTV was fine, it was practically useless, but usable. But for some reason they decided a touchpad with low precision and no gestures was a good idea to put on a remote to a thing that will, due to its target audience, most likely be plugged into a fancy TV that has a 300ms lag due to fancy image processing. That thing gives no feedback, appart from visual, has so little precision that in a movie, the smallest step I've achieved was 5 fucking minutes, while being really fucking careful not to spoil the movie.

Hey I got reminded of a funny story.

A friend of mine and me were in internships in the same company. The company was specialized in territory resources management (managing water for agriculture, money to build industrial zones...). He got the interesting internship (water predictory modeling) and I got... The repairs of a reference sheet manager that never happened to work. It was in C# and ASP.NET and I was in second year of CS. I expected the code to be nice and clear since it was made by a just graduated engineer with +5years of studies.

I was very wrong.

This guy may never have touched a web server in his life, used static variables to keep sessions instead of... well... sessions, did code everything in the pages event handlers (even LinQ stuff et al) and I was told to make it maintainable, efficient and functional in 2 months. There were files with +32k LoC.

After 1week of immense despair, I decided I will refactor all the code. Make nice classes, mapping layer, something close to a MVC... So I lost time and got scoled for not being able to make all the modifications as fast as in a cleanly designed code...

After 4 weeks, everything was refactored and I got to wait for the design sheets to change some crystal report views.

At this moment I began to understand were was the problem in this company.

My friend next door got asked to stop his modeling stuff for an emergency project. He had to make an XML converter for our clients to be able to send decentralized electrics bills, and if it was not completed within a week, they would no longer be able to pay until it is done.

This XML converter was a project scheduled 5 years before that. Nobody wanted to do it.

At the same time, I was waiting for the Com Department to give me the design views.

I never saw the design views. Spent one month implementing a golden ratio calculator with arbitrary precision because they ain't give me anything to do until the design were implemented.

Ended with a poor grade because "the work wasn't finished".

My Dell Precision M4700 is going to complete 6 years of faultless service, still my main workstation.

It arrived with 3rd gen core i7, 8gb RAM and 750gb 7200rpm hard drive with Windows 7. It gradually transformed into 32gb RAM, 3tb of ssd and Ubuntu 18.04. This dude still runs for days without a problem.

Genuine respect!!

p.s.: If I have to change my next machine, it would be "Dell Precision 7730".

21:30, sysadmin, chatting with my colleagues, when one posts a screenshot of a message he just received from a dev :
"Hello, sorry for bothering you this late but we have a demo tomorrow morning and the app is completely stalled. It fails with the message 'cannot write to <file>, no space left on device'"

I say "I bet that they somehow managed to make their DB grow uncontrollably".

Colleague asks which server hosts the app, Dev answers "one of ours", then adds after a few seconds "wait, do you need the IP of the server? Dev2 should be able to provide it", before finally adding "we use a scheme in <other project> DB actually".

Finally, Dev2 declares that the bug is solved: "There was a loop that caused a DB view to grow constantly and it filled the filesystem".

Me: "Called it".

They cleaned the view: 41GB freed.

Float point precision done right :-P

@OmerFlame wanted to see more of Soviet pirate stuff, so there you go buddy. This is an example of Samizdat (“self-publishing”) — Soviet people made books of dissident literature that was forbidden in the Soviet Union.

This very book was made by my grandma, with lace fabric cover and sheets cut evenly with care and precision. Everything was typed on a typewriter, yes, the thing that renders the whole page useless with one mistype, as there is no backspace key.

This book dated 1975, the poetry of Nikolay Gumilyov.

When your programming skills give you godly precision skills. I guarantee you I never touched it.

I just love the love the perfect pixel precision that apple allows on their 'perfect' designs.

Our best dev/arch just quit.
C dev lead & a dev staying late chatting.

Lead: am building, takes long
Dev: unit testing, time taking

Ask them y they r building on their latitudes when we got them linux precision with xeons/64gb workstation 1 each ?
Both: I code on latitude.

Build/test times. (pure Java/maven)
Latitudes=an hr or more
Precision=2m to 11m
Jenkins Infra we have =10 mins with test & push. Parallel builds support.

Am suposed to help with an open mind. They now want Mac pro

float version = 1.8f
if (version >= 1.8f)
{
/*
Do nothing because you forgot
about floating point precision
you tool...
*/
}

I.. I'm sorry... I'll sacrifice some virtual chickens to appease the Gods.

*packing for a school-hosted graduation celebration with friends*
let's see, first rule of packing for a trip, count on every slim chance happening...

List of things now in backpack:
3 changes of clothes (1-night trip for an all night party in <100-MILE-AWAY MAJOR CITY>)
Laptop
3DS
3x 4-port USB Hubs
10-port power strip (not fully in bag, but mostly so.)
Extra pair of shoes
3.5" external floppy drive
First aid kit
SAK
precision driver set
soldering set
multitool
pliers (1x farmer's, 1x bent needlenose)
multimeter
empty laptop HDD (250GB)
magnet in Altoids tin (can't have it trashing the HDD!)
VGA to RGB (Composite ends) adapter
Composite/S-VIDEO USB capture card
Portable USB chargers (1x 30k mAh 2-port, 1x superslim 3k mAh 1-port)
Enough phone chargers to replace all chargers within 30 miles
Smelling salts
2x 16GB thumbdrives
Boot disc set
$200
School IDs (for bag's ID slot)
3 pairs of decent earbuds (no el cheapo $1 ones because they break trying to get them out of the package)
Serial to USB adapter
Rehydration salts
Magnesium fire striker
Plenty of pens and pencils
Emergency radio locator beacon
Emergency cellular locator beacon
SD/eMMC/CF/TF/MCP(D) USB reader
external HDD reader (2.5" IDE/3.5" IDE/SATA, external power)

am i missing anything?

Already have it.
CNC operator.
I wanted to be cnc programmer but for now I'll have to work with the machines.
And I love it...
Making steel pieces with a 0.01mm precision...
Preparing the tools...
Operating the machine...
That's why I'm doing my own... For over 3 years (no money to finish yet hehe).
Also, got unemployed so I made a 3D drawing formation.
Now I can design, program and machine a full mold.
To bad company owners in my country (Portugal) like slave work... And I'm not accepting jobs for the minimum wage or I would be employed already.

FLOATING POINT PRECISION! FUCK YOU! Spent so much time trying to figure out what was wrong with an algorithm I made to calculate and correct bounding only to finally realise, after printing out every single variable and calculating everything manually to realise the value was off by 0.0001 which made it skip an if statement. Ughhhhhhhh, so much freaking time wasted

I've lost hope in my precision at this point:

We've updated our website to have X feature. The X feature was implemented, tested and even had unit tests... The worst part when I've lost hope? Both unit and the actual code had the same mistake in them. What was the mistake? Well...

if($variable = 'something') {}

Yeah... Read it carefully... We've always had the same case and only noticed it after 3 months when it was attempted to extend.

Funny enough, few users were harmed but no actual reports of an issue came to us.

Since then, I'm always triple checking that I have the correct amount of `=` to avoid further fuck-ups

Just got my first paycheck. Felt amazing tbh. Proceeded to make a little Python project to help me with high precision budgeting and budget analysis. So, any grad students here who invest and/or save half of their paycheck and use their own code to help them do it?

When you have to get app thread dumps using tools provided to you: a rock, a hammer and a steel rod.

Fuck it. I'm building my own tools.

I'm pissed.
Step aside and let me show how it's done. And STOP GIVING TASKS "TO DEVELOP A TOOL X" TO TEAMS WHICH HAVE NO IDEA HOW THE TOOL IS TO BE USED, WHAT VARIATIONS MIGHT BE REQUIRED, WHAT PRECISION IS NEEDED, ETC.

I found this funny, or my dev-humor is just really bad :>

Friend: Ugh
Friend: Java and BlueJ.
Friend: Why you indicate relationships between classes that have no relationships.
Friend: Fu BueJ
Me: It's called a crush :wink:
Me: *badum-tssss*

Precision: As in having a crush on a person, but no relationship :)

aaAAaaAaaAaaAaAAAAAaAaaa floating points!

I debugged my algorithm for quite a while, wondering why it sometimes gives out "Circle(Point({1.7976931348623157E308,1.7976931348623157E308}),1.7976931348623157E308)" as the smallest circle around a group of points.
Figured out that it sometimes just never found any circle defined by two or three of the points which included all points (which is mathematically impossible).
Then finally I made it print out the points it thought were not inside the circle:
"1,7,8: Circle(Point({0.6636411126185259,0.535709780023259}),0.4985310690982777)
skip, 1 not inside"
So it defined the circle with 1 being on the edge, but then thought 1 was outside. Thank you, floating point Math.

For anyone wondering about the notation: That way I can directly copy/paste it into Geogebra to have a visualisation.

Can anyone see where this repeats predictably?

Decimal('507.724375') / Decimal('173.2336')

I set the precision to 500+ digits and I'm not seeing any repetitions at a glance.

If there isn't, this is my new favorite irrational number.

When you’re trying to write a function to convert a base 10 integer to a base 2 integer in Javascript without using parseInt() and it takes you a while to realize that you’re used to integer division being integer division and have forgotten that JavaScript stores numbers as double precision floating point. *facepalm*

Most definitely not dev related..

Guitar tabs that contain arrangements for +5 guitars on a band with just a rythm and lead guitar are fucking annoying.

Fucking hate having to piece the fucking melody by myself. And yes. I DON'T neeed the fucking tabs since I can figure the song by ear, its just that doing it like that takes way too much fucking time.

Getting fucking bored of playing the guitar tho. Been doing it since I was very young and never really liked it. Always wanted violin and then bass.

Have been looking at a nice fender precision bass. Made in Mexico so not really expensive, sounds equally as good and is going for a good $650 bucks plus the amp.

No lie, i am way too interested on getting me that bass already. Have been learning Roundabout by Yes(because I am a progressive rock fan AND a Jojo fan) and practicing with a friends bass whenever I get the chance.

If you already play guitar and you are good with guitar then picking up the bass takes some adjustment, but it's still not as heavy as going at it with no musical training.

Man I just want a bass so bad. I am just so cheap at spending money.

Yesterday I wanted to make a small infographic. I started with photoshop, switched to illustrator, then indesign, then back to illustrator. All of them have super shitty quirks when it comes to work like that.
Next time I will just build it as a website and screenshot it. Elegance of code-based design is just unmatched. It brings reusability, consistency and precision to another level.

After reading the script for the architect scene in Matrix Reloaded I was determined to use the word 'concordantly' in a sentence. I am proud to say I have succeeded, and with reference to cloud computing no less.

I honestly hate writing code. I hate debugging off-by-one bugs. I hate debugging in general. My fingers are weary from 11 years of this shit. I've spent 1 hour designing + implementing this tool in C, only to have spent 11+ hours debugging this tiny thing.

Ultimately, I hate the precision the damn computer demands. It's a prissy little bitch I want to hate fuck.

I actually learnt this last year but here I go in case someone else steps into this shit.

Being a remote work team, every other colleague of mine had some kind of OS X device but I was working this Ubuntu machine.

Turns out we were testing some Ruby time objects up to a nanosecond precision (I think that's the language defaults since no further specification was given) and all tests were green in everyone's machine except mine. I always had some kind of inconsistency between times.

After not few hours of debugging and beating any hard enough surface with our heads, we discovered this: Ruby's time precision is up to nanoseconds on Linux (but just us on OS X) indeed but when we stored that into PostgreSQL (its time precision is up to microseconds) and retrieved it back it had already got its precision cut down; hence, when compared with a non processed value there was a difference. THIS JUST DOES NOT HAPPEN IN OS X.

We ended up relying on microseconds. You know, the production application runs on Ubuntu too. Fuck this shit.

Hope it helps :)

P.s.: I'm talking about default configs, if anyone knows another workaround to this or why is this the case please share.

I never understood the programming language discussion thing. In modern programming, all you do is gluing APIs together, no matter if they're third party or built-in. My JS code is literally 95% fetch() followed by querySelector.

All built-in APIs that do something useful are just linking C++ modules. If you're not doing stupid shit, Python is exactly as fast as C++ or Rust.

The only scenario where speed matters is algos. Guess what? You should write your algos in C and link them to your Node/Python/Go/whatever code. And don't even get me started on reinventing algos. Do you really think you can write an algo in one evening that will be more efficient than what the guy whose PhD thesis it was a part of?

Just because some engine parts require the precision only a million-dollar CNC machine can provide, doesn't matter you have to cut the whole car out of a solid block of high-performance engine block alloy.

Remember kids, sorting array in Python is always faster than sorting array in C, because Python's sort was written by someone else who's smarter than you, went through years of scrutiny and iteration, and doesn't have stupid novice algo complexity errors.

Grow up.

I thought I found a way to compute PI, but I actually just found a super shitty way to print a variable..

const precision = 1000000

// convert degree to radians
function rad(degree){
return degree * (Math.PI/180);
}
function calculatePI(){
// [x, y]
// take first point on start of unic circle
const point1 = [Math.cos(0) , Math.sin(0)];
// take second point at 0.001 degree
const point2 = [Math.cos(rad(1/precision)), Math.sin(rad(1/precision))];

// Estimate 0.001 degree of circle
const dist = Math.sqrt((point2[0] - point1[0] ) ** 2 + (point2[1] - point1[1]) ** 2);
// Calculate full circle
const perimeter = dist * precision * 180;
return perimeter;
}
console.log(calculatePI());

Back again to the horrow show.
We start with the integration. It’s a new project, let’s see how it works. First step: authentication. From the documentation it claims to be an oAuth2. Wait..why just 2 steps to authenticate?! Nevermind, we’ll contact them later. Let’s go on for now.
They need a timestamp with microseconds precision. Here you are!
Nope. Come on! Take the damned timestamp! Nope. Let’s take a look at theirs. If it’s with milliseconds precision, WHY 7 digits after comma?!!!! We decided to contact them. And then.........their answer: we don’t know of any exact number of digits to represent milliseconds.

I see...so it’s arbitrary!!! What are you going to tell us next? One hour can be 3.14159265 minutes then?!!

Maybe I am just sensitive.. but sometimes I feel that my new manager is being a little harsh on me.

Again, he might behave the same with everyone and I am assuming that it's just me.

1.5 months in the new job and not a single good comment/feedback I recieved from him. It's not that he criticises me or my work, or calls me a dumbass.

But whenever I submit anything for review, I get a ton of feedback where he expects everything to extreme precision.

He guides me, explains me post my failure, and has specific pointers of what he wants/how he wants things.

But all I am given is a set of documents to read initially with an expectation that I have to figure things out. When I am not upto the mark, he then guides me.

Why I worry?

1. I am on probation and this place is a start-up, don't want to get fired.

2. They got me as a Sr PM (which was also my previous role where I excelled), so I fear that expectations would be high from me. Failing to deliver those might get me in trouble.

3. He isn't a micro manager and quite supportive, but his communication style isn't working for me (so far).

Somehow, as always, I am getting along well with everyone in the org and everyone is talking good about me.

But with my immediate boss, the imposter syndrome kicks in real hard and I am super insecure. Every time I have to interact with him, I get super stressed and anxious.

I know things take time, but given that I am a Sr PM (and my boss expects me to be a lead PM, a position higher than current), I feel if the expectations are not delivered then I might get fucked.

If you're using random in python, and need arbitrary precision, use mpmath.

If you're using it with the decimal module, it doesn't automatically convert just so you know.

Instead convert the output of arb_uniform to a string before passing to the decimal module.

advantages of bionic systems:
- energy efficiency
- flexibility
- low friction
- compact size
- water resistance

advantages of mechanical systems:
- precision
- rotation is available
- scalability
- can change parts

!love(floating point)...

I displayed "score: 0" on the dashboard and on the review list, tester noted it as a bug stating; it should have been "score: 0.0" and not "score: 0" because the score is precision based.

You can say this is a half cup full and half cup empty scenario but I will call this silly cup full and brain cup empty!

So the sigmoid function creates a limit of 1 as x approaches infinity meaning big high heapum activation value gets closer and closer to 1 ?

At a guess it only ever reaches 1 because of precision
Limitations ?

I can't wait for the release of Snips Air sometime in 2019 so that I can stop using my Google home. It's not even the privacy concern that bugs me, it's the stupid shit like alarm management. To preface, I've had a Google home since late last year and since I got it the alarms have been nothing but trouble. More than half the time when I ask it when my next alarm is, it will respond with "You have an alarm for Friday at 7pm that is going off right now" (At the time of this response it was Tuesday). Then snoozing sometimes just doesn't work, I told it to snooze for 10 minutes, it worked just fine. Then today I made the mistake of asking it to snooze a second time which responded with "Sure, snoozing for 5 minutes", I wake up 45 minutes later, and ask "Hey Google, when's my next alarm?", it responds "You have an alarm today for 7:00 snoozed until 7:15". I have an exam today so luckily I didn't sleep in too late but againg this isn't the first occurence. To prevent this I normally just have a backup alarm on my phone and the one on my phone will wake me up in case something happens. On top of that though I've had rarer cases where it will delete all my alarms and I'll have to go command by command reminding of each alarm. That's just alarms though, I also have it control several IoT devices, and me having to use IFTTT requires the utmost precision in my phrasing otherwise it won't understand ( although this issue is mainly due to how the assistant service trigger on IFTTT is configured ). It still does much better than Siri ( at least my home can set alarms unlike my mac ), I have yet to try Alexa though. Of course my last problem is the hotword, saying "Hey Google" is much better than "Ok Google" but it's still excessive when I have to repeat it for each individual command. This is why I'm so excited for snips air, a set of devices that look pretty great, hackable, and as a bonus much more private that the current options. I realize that I could get a dev kit or set up snips on a pi but the dev kit isn't exactly visually appealing and I doubt I could get something that looks or functions half decent on the pi.

*Begin rant*
I know I'm a bit late to bitch about this, but why would anyone in their right mind remove a UI/UX gesture that was loved and adored by millions and replace it with a far less intuitive gesture? I'm talking about Google's decision to fucking replace the Google Now swipe to dismiss cards gesture with a two stage tap and click to hide stories gesture! Why the fuck would you do that? The buttons are far too much of a precision action. And they are located at an area that is not natural for a single handed use. What this has effectively done is, force me to use my phone with two hands. And I fucking hate it! Can anyone here give me a valid reason for Google's design change? It's beginning to get on my nerves and my OCD compels me to hide all the cards until there is none left, so not minding it is not an option! Ughh!
*End rant*

If anyone has a moment.

curious if i'm fucking something up.

model:

self.linear_relu_stack = nn.Sequential(
nn.Linear(11, 13),
nn.ReLU(),
# nn.Linear(20, 20),
# nn.ReLU(),
nn.Linear(13,13),
nn.ReLU(),
nn.Linear(13,8),
nn.Sigmoid()
)

Inputs:

def __init__(self, targetx, targety, velocityx, velocityy, reloadtime, theta, phi, exitvelocity, maxtrackx, maxtracky,splashradius) -> None:

# map to 1 and 2
self.Target: XY = XY(targetx, targety)
# map to 3 and 4
self.TargetVel: XY = XY(velocityx, velocityy)
# TODO: this may never be necessary as targeting and firing is the primary objective
# map to 5, probably not yet needed may never be.
self.ReloadTime:float = reloadtime
# map to 6 and 7
self.TurretOrientation: Orientation = Orientation(theta, phi)
# map tp 8
self.MuzzleVelocity:float = exitvelocity
# map to 9 and 10, see i don't remember the outcome of this
# but i feel it should work. after countless bits of training data added.
# i can see how this would fuck up if exact values were off or there was a precision error
# maybe firing should be controlled by something else ?
self.MaxTrackSpeed: Orientation = Orientation(maxtrackx, maxtracky)

# these are for sigmoid output, any positive value of x will produce between 0.5 and 1.0 as return value
# from the sigmoid function.
self.OutMin = 0.5
self.OutMax = 1.0

# this is the number of meters radius that damage still occurs when a projectile lands.
# to be used for calculating where a hit will occur.
self.SplashRadius:float = splashradius

Outputs:
def __init__(self, firenow, clockwise,cclockwise,up,down,oor, hspeed, vspeed) -> None:
self.FireNow = float(firenow)
self.RotateClockWise = float(clockwise)
self.RotateCClockWise = float(cclockwise)
self.MoveUp = float(up)
self.Down = float(down)
self.OutOfRange = float(oor)
self.vspeed = float(vspeed)
self.hspeed = float(hspeed)

Hi everyone,

Writing code is exercise in precision. Since there are programs like sublime text3 / emmet
Do you recommend to use those as they they generate the code?

Anyone ever tried to fuck around with dynamic programming in machine learning?
My question is more towards rounding numbers.
Any papers on the impact of learning rate or precision that you guys know of?

I'm just about throwing my new Dell laptop (Precision 5520) out of the window!

When I disconnect laptop from the thunderbolt dock (TB16), the laptop screen stays off until it's connected back to the dock. No matter if I put the laptop to sleep before disconnecting. Everything works just fine if I shutdown the machine and restart it without connecting to dock.

The best part is that the computer seems to be running normally, the screen is just black.

Anyone got a solution in mind? I'm running Windows 10 and I have installed all the possible updates.

Why do we still use floating-point numbers? Why not use fixed-point?

Floating-point has precision errors, and for some reason each language has a different level of error, despite all running on the same processor.

Fixed-point numbers don't have precision issues (unless you get way too big, but then you have another problem), and while they might be a bit slower, I don't think there is enough of a difference in speed to justify the (imho) stupid, continued use of floating-point numbers.

Did you know some (low power) processors don't have a floating-point processor? That effectively makes it pointless to use floating-point, it offers no advantage over fixed-point.

Please, use a type like Decimal, or suggest that your language of choice adds support for it, if it doesn't yet.

There's no need to suffer from floating-point accuracy issues.

Here's a task for you: design a bearing that can operate deep in saltwater/on the ocean floor under heavy load with little to no maintenance for a very long time. Durability is more important than precision.

I have the correct answer in the first comment. Compare your design to the established one and see if it's any different! Share your design in comments!

So for a question on Codeforces, I got the basic logic right, but for one particular test case, the input is a huge number of 250 digits. But the most unsigned long long int can handle is 19 digits. So I used double instead of int, but that makes me lose precision. And I also cannot use the % operator (modulo) which is int only. How do I get around this ?

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TELEGRAM---@Salvageasset

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Finding a trustworthy partner in recovery becomes paramount. In the realm of digital deception, Cybertech Wizard emerges as a beacon of hope for those ensnared in the snares of cyber criminals. Having endured the anguish of falling victim to a binary operations scam, I found solace in the expert hands of Cybertech Wizard. After losing a substantial sum of $12,000 in cash and 6 BTC to counterfeit binary options and bitcoin investors, despair threatened to engulf me. However, a glimmer of redemption shone through when my in-law recommended Cybertech Wizard. True to its reputation, Cybertech Wizard swiftly sprang into action, orchestrating a remarkable turnaround in less than 72 hours. With precision and professionalism, they navigated the intricate labyrinth of digital deception, reclaiming what was rightfully mine – both my lost funds and bitcoins. Their dedication to restoring financial equilibrium amidst the chaos of online scams is nothing short of commendable. What sets Cybertech Wizard apart is not merely their ability to recover lost assets but their unwavering commitment to client satisfaction. From the moment of initial contact, their team exudes empathy, understanding, and a relentless drive to right the wrongs inflicted by cyber criminals. Their transparent communication and willingness to guide clients through every step of the recovery process instill confidence and peace of mind. Moreover, Cybertect Wizard's expertise transcends the confines of traditional recovery services. Whether grappling with wallet hackers, fake hackers, BTC wallet hacks, or counterfeit binary investors, they possess the acumen and resources to confront any challenge head-on. Their multidisciplinary approach, coupled with a deep understanding of evolving cyber threats, empowers clients to confront adversity with resilience and resolve. However, amidst the accolades, it's imperative to approach Cybertech Wizard with discernment and due diligence. While my personal experience attests to their efficacy and integrity, prospective clients should conduct thorough research and verification before engaging in their services. Independent reviews, testimonials, and a comprehensive assessment of Cybertech Wizard credentials can provide invaluable insights into their legitimacy and reliability. In a digital landscape fraught with peril, Cybertech Wizard stands as a bastion of trust and redemption. To those who have suffered the sting of online scams, I extend to reach out to Cybertech Wizard and embark on a journey towards restitution and renewal. In the face of adversity, remember, there's always a solution, and Cybertech Wizard embodies that unwavering truth.

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At Palm Tile, located in Gardner, MA, we specialize in high-quality hardwood flooring installation that enhances the beauty and value of your home or business. Hardwood floors are timeless, adding warmth, elegance, and durability to any space. Whether you're renovating a single room or upgrading your entire property, our expert team is here to ensure that your hardwood floors are installed with the highest level of precision and craftsmanship.

Why Choose Palm Tile for Your Hardwood Flooring Installation?

At Palm Tile, we are committed to providing superior hardwood flooring installation services that bring your vision to life. Hardwood floors offer a range of benefits, from timeless aesthetics to long-lasting durability, making them an excellent investment for any property. Here’s why you should choose Palm Tile for your next hardwood flooring project:

Expert Installation: Our team of skilled professionals has years of experience in installing hardwood flooring. We ensure that each plank is laid with precision, ensuring a seamless, beautiful finish. From leveling the subfloor to finishing the installation with the proper sealants, we guarantee that your hardwood floors will be installed to perfection.

Wide Selection of Hardwood Options: Whether you prefer classic oak, rich mahogany, or exotic woods like walnut or teak, Palm Tile offers a vast selection of hardwood flooring options. We help you select the best style, color, and finish to suit your design preferences and the overall aesthetic of your space.

Durability and Long-Lasting Quality: Hardwood flooring is known for its strength and durability. With proper care, hardwood floors can last for decades, even with heavy foot traffic. They are resistant to scratches and dents, making them ideal for both residential and commercial settings. Our expert installation ensures that your floors will stand the test of time.

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Professional Service: At Palm Tile, we are committed to providing exceptional customer service from start to finish. Our team will guide you through the entire process, from selecting the right hardwood to the final installation. We take the time to ensure that every detail is handled with care and attention, giving you the best possible experience.

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Solid Hardwood: Solid hardwood flooring is made from a single piece of wood and is known for its durability and classic look. It can be sanded and refinished multiple times, which gives it a long lifespan. Solid hardwood floors are ideal for areas with low to moderate moisture levels.

Engineered Hardwood: Engineered hardwood is made from multiple layers of wood, with a hardwood veneer on top. It is more resistant to moisture than solid hardwood, making it a great option for areas like basements or kitchens. Engineered hardwood is also easier to install than solid wood.

Exotic Hardwood: If you're looking for something unique, exotic hardwoods like Brazilian cherry, teak, or bamboo provide a one-of-a-kind look. These types of hardwood flooring are often more durable and feature distinctive grains and colors.

Why Hardwood Flooring Is a Great Choice

Hardwood flooring adds character and beauty to any home or business. Its natural warmth makes a room feel inviting, and its aesthetic versatility means it can complement a wide variety of interior styles. Additionally, hardwood floors are easy to maintain and clean, making them a practical choice for both residential and commercial spaces. With proper care, hardwood floors can last a lifetime, providing an enduring and timeless investment.

Contact Palm Tile for Your Hardwood Flooring Installation

If you're looking for reliable and professional hardwood flooring installation services in Gardner, MA, Palm Tile is the company to trust. We offer expert installation, a wide variety of hardwood flooring options, and exceptional customer service to ensure your satisfaction.

Call us today at +1 (857) 990-8658 to schedule your consultation or visit us at 59 Foster Ct, Gardner, MA 01440, United States. Let Palm Tile help you create the elegant, durable, and beautiful hardwood floors you’ve always wanted!

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At We-Gotchu Logistics, we specialize in providing the highest quality white glove delivery services to ensure your valuable and delicate items are transported with care and precision. Whether you're moving furniture, appliances, luxury items, or even large-scale spa and hot tub deliveries, our team is trained to handle every aspect of the delivery process with professionalism and attention to detail. Based in Austin, TX, we take pride in offering a wide range of white glove delivery services designed to meet the unique needs of our clients.

Why Choose We-Gotchu Logistics for Your White Glove Delivery Needs?
1. Furniture White Glove Delivery
When it comes to delivering furniture, especially high-end or fragile pieces, you need a team that understands the importance of careful handling. Our furniture white glove delivery service ensures that your items arrive at their destination in perfect condition. We take care of everything, from the moment we pick up your furniture to placing it exactly where you want it in your home. Our team uses specialized equipment and techniques to protect your furniture, ensuring it’s delivered with care, even in tight spaces.

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Large appliances, such as refrigerators, washing machines, and ovens, require special attention when being transported. We-Gotchu Logistics offers appliance white glove delivery services that go above and beyond basic transportation. We handle your appliances with extreme care, ensuring they are securely packaged, transported, and placed in their designated location. Our professional team also ensures proper installation, so your appliances are ready to use as soon as they arrive.

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When it comes to delivering luxury items, you can't afford to take chances. We-Gotchu Logistics provides a luxury item delivery service designed to meet the unique needs of high-value and delicate items. Whether you’re transporting fine art, designer furniture, or expensive electronics, our team uses specialized techniques to ensure the safe and secure transport of your precious items. We offer a fully tailored service to ensure your luxury items are handled with the utmost care from start to finish.

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For items that are delicate or easily damaged, such as glassware, antiques, or electronics, We-Gotchu Logistics offers fragile item transport with care. We understand the importance of careful packing, secure handling, and timely delivery. Our team is trained in the best practices for protecting fragile items during transit, ensuring they arrive at their destination in pristine condition. From the moment we load your items onto our trucks to the final placement, you can trust us to handle them with the utmost care.

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Many items, such as furniture, appliances, and electronics, require setup and installation upon delivery. We-Gotchu Logistics offers a white glove setup and installation service to ensure that your items are not only delivered but also properly set up and ready for use. Whether it’s assembling furniture, installing appliances, or setting up electronics, our team has the skills and knowledge to handle any setup job, ensuring everything works perfectly before we leave.

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At We-Gotchu Logistics, our team consists of professional white glove movers who are trained to handle even the most complex and high-value deliveries. Whether you're moving a few pieces of furniture or an entire home, we provide the same level of care and attention to detail. Our movers are experienced in navigating tight spaces, ensuring that your items are carefully transported without damage. When you choose We-Gotchu Logistics, you can expect a smooth, hassle-free moving experience.

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Delivering spas and hot tubs requires specialized equipment and handling to ensure everything arrives safely. At We-Gotchu Logistics, we provide spa and hot tub white glove delivery services that are tailored to the unique needs of these large, delicate items. From safe transportation to expert placement in your home, we handle every detail with precision. Our team ensures that your spa or hot tub is delivered, installed, and ready to be used, with no stress or hassle on your part.

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Cold plunge tubs are an investment in health and wellness, and they require careful handling during transport and delivery. We-Gotchu Logistics provides a white glove service for cold plunge delivery, ensuring that your tub is transported safely and set up precisely where you want it. From the moment it leaves our warehouse to its final placement in your home or facility, we take extra care to ensure that everything is perfect.

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If you’re using an Android or Samsung device and experiencing issues like cracked screens, battery problems, or software glitches, you're not alone—and help is nearby. At Device Doctor | Professional Phone Repair - Beaumont, we specialize in repairing all types of Android devices, with a particular focus on the popular Samsung brand.

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Android devices come in many makes and models, and our expert technicians are trained to handle them all. Whether you’re using a Google Pixel, Samsung Galaxy, Motorola, OnePlus, LG, or Huawei phone, we can diagnose and repair your device with precision.

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We use high-quality replacement parts and offer fast turnaround—most common repairs are done the same day.

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As one of the most popular Android brands in Canada, Samsung phones require specialized tools and expertise. From Galaxy S and Note series to A-series models, our team is experienced in repairing the full range of Samsung smartphones.

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CRYPTO RECOVERY SERVICES HIRE SPARTAN TECH GROUP RETRIEVAL

In a modern twist on wedding traditions, a tech-savvy cousin of the bride set up a “blockchain gift registry,” allowing guests to send Bitcoin as wedding gifts, a gesture that reflected the couple’s shared love for innovation and the digital world. What was meant to be a celebration of love and technology quickly turned into a nightmare when it was discovered that the QR codes shared with guests had been tampered with. Instead of pointing to the couple’s wallet, they directed the generous contributions totaling a staggering $55,000 to a scammer’s address. Shocked and heartbroken, the couple found themselves ensnared in a sophisticated cybercrime. But their story didn’t end in despair. Enter SPARTAN TECH GROUP RETRIEVAL, a highly respected firm specializing in cryptocurrency tracing and digital asset recovery. The team at SPARTAN TECH GROUP RETRIEVAL demonstrated why they are leaders in the field. With forensic precision and a profound grasp of Cryptocurrency technology, they launched a comprehensive investigation into the fraudulent transactions. Their analysts employed advanced tracking algorithms, scrutinized transactional patterns, and methodically unraveled the digital trail left by the perpetrator. This relentless pursuit of justice led to the identification of a professional wedding crasher operating out of Valencia, a cunning cybercriminal who had infiltrated multiple events using similar deception. Thanks to SPARTAN TECH GROUP RETRIEVAL's unwavering diligence and collaboration with international cybercrime units, the criminal was exposed, and a substantial portion of the stolen assets was recovered. An impressive $50,000 was successfully retrieved from frozen accounts linked to the fraudster, transforming what could have been a catastrophic financial loss into a triumph of digital justice. SPARTAN TECH GROUP RETRIEVAL didn't just recover cryptocurrency; they restored dignity, trust, and peace of mind. Their exemplary work showcases not only their technical prowess but also their ethical commitment to supporting victims of cyber fraud. In an age where digital innovation often outpaces regulation, SPARTAN TECH GROUP RETRIEVAL stands as a Cryptocurrency recovery guardian.
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CRYPTOCURRENCY TRACING AND FUNDS RECOVERY CONSULT DUNAMIS CYBER SOLUTION
The cryptocurrency space, with its dizzying promises of financial freedom, had always intrigued me until it became the stage for my deepest disillusionment. Last year, I fell victim to an elaborate crypto scam that stripped me of years’ worth of savings. What began as a confident investment in a "guaranteed returns" scheme unraveled into a nightmare. Overnight, my portfolio vanished, along with the anonymous fraudsters who orchestrated the ploy. The aftermath was a toxic blend of anger, shame, and helplessness. I questioned every decision, replaying red flags I’d naively ignored. Crypto forums offered little solace, filled with eerily similar stories of irreversible losses. Just as I resigned myself to defeat, a glimmer of hope emerged: DUNAMIS CYBER SOLUTION.From the outset, their team stood apart by blending technical precision with unwavering compassion. Rather than treating my case as a faceless ticket, they approached it with a commitment to understanding the human toll of the scam. During initial consultations, they listened patiently to my story, offering reassurance that shifted my mindset from despair to cautious optimism. “These scams thrive on exploiting trust, not incompetence,” one advisor emphasized a perspective that dissolved my self-blame.DUNAMIS CYBER SOLUTION mastery of Cryptocurrencies forensics became evident as they untangled the digital maze of my stolen assets. They decoded how fraudsters manipulated wallet vulnerabilities and decentralized exchanges to obscure the trail, leveraging proprietary tools and cross platform collaborations to trace the funds.Over three days, their transparency became my anchor. Regular updates demystified their process, flagging suspicious transactions, and piecing together patterns linked to earlier scams. Challenges arose dead-end leads, unresponsive third parties but the team navigated each obstacle with tenacity. By second day, they’d recovered $350,000 of my assets.Beyond recovery, DUNAMIS CYBER SOLUTION prioritized empowerment. They equipped me with resources to safeguard future investments and connected me to a private forum of survivors, fostering a community of shared resilience. Today, I’m not only financially restored but fortified with hard-earned wisdom. My situation proves that loss isn’t always permanent. With cutting-edge expertise and relentless advocacy, redemption is attainable. Let my journey remind you: even in Cryptocurrency opaque wilderness, a path back exists and DUNAMIS CYBER SOLUTION lights the way.

HIRE THE BEST BITCOIN RECOVERY EXPERT; TRACK AND RECOVER LOST CRYPTOCURRENCY WITH META TECH RECOVERY PRO

Bitcoin and other cryptocurrencies have turned into a pretty valuable digital asset for a lot of people globally. But the fear of losing access to these digital funds is a big worry. That's where companies like METATECH RECOVERY PRO come in, using their super-smart analysis tools to give folks a fighting chance if they've lost their Bitcoins. METATECH RECOVERY PRO is a top-notch service that specializes in getting back lost cryptocurrency, especially when it comes to finding and recovering lost Bitcoins. Their super-detailed analysis tools are key to their success, giving them the precision and know-how needed in the complicated world of digital money. METATECH RECOVERY PRO offers a bunch of services to help people get back their lost or inaccessible cryptocurrencies. Their team of experts uses advanced analysis tools to give quick and effective solutions that are customized for each person. When it comes to getting back cryptocurrency, analysis tools are super important for tracking transactions, spotting patterns, and getting back lost funds. METATECH RECOVERY PRO's fancy tools let them move through the tricky blockchain network with accuracy, giving hope to those who've lost access to their digital assets. Losing Bitcoins can be frustrating, and it's often because of bad guys, tech problems, or just plain mistakes. METATECH RECOVERY PRO can pinpoint where the money went, trace transactions, and dig into blockchain data using its advanced analysis techniques. METATECH RECOVERY PRO uses fancy data analysis algorithms to find patterns in blockchain records, spot anything weird, and pull out useful info. These techniques help them get the best results for their clients and speed up the recovery process. METATECH RECOVERY PRO works with experienced blockchain experts who know their stuff about cryptocurrency protocols and technologies. By combining their expertise with advanced analysis tools, METATECH RECOVERY PRO can offer complete solutions that handle even the toughest cases of lost Bitcoin recovery. There was a time when getting back Bitcoin was like a dream, but thanks to dedicated teams like METATECH RECOVERY PRO, that's changing. With a focus on being more precise and efficient, the days of lost Bitcoins being gone forever might be over soon.

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HIRE A HACKER TO RECOVER STOLEN BITCOIN HIRE ADWARE RECOVERY SPECIALIST

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At one point, I realized that the money I had been investing in a crypto trading bot on Telegram was nothing but a carefully orchestrated scam run by a group of fraudsters. They lured me in, just like they had done with countless others, offering the promise of a reliable income that would help me launch my pastry business in Europe. I kept pouring my savings into the bot, convinced that the returns would provide the financial freedom I needed to chase my entrepreneurial dreams. But when I finally discovered the truth, I was devastated. It became painfully clear that I was on the verge of losing all my hard earned money to these deceptive scammers. I couldn’t afford to give up my savings and my aspirations so easily. I needed to take action and recover what I had lost. That’s when I turned to a crypto asset recovery consultant and a private investigation team called  ADWARE RECOVERY SPECIALIST. Their professionalism and expertise blew me away. They didn’t just talk the talk they had the skills and resources to track down fraudsters with precision. The team at ADWARE RECOVERY SPECIALIST used cutting-edge forensic tools and techniques to trace the digital footprint left by the scammers, combining machine learning algorithms, network analysis, and human intelligence to identify the culprits. Their deep understanding of cryptocurrency transactions and blockchain technology allowed them to follow the scammers' movements, uncovering hidden transaction patterns and uncovering money laundering operations. Within a remarkably short period, the team had solid evidence of the scammers' identities, their locations, and the framework of their operation. They didn’t stop there; they worked closely with law enforcement agencies to ensure the perpetrators were arrested and prosecuted. Thanks to their dedication and thoroughness, my funds were successfully recovered. Throughout this entire process, I was astounded by the professionalism and technical prowess of the ADWARE RECOVERY SPECIALIST team. They navigated the complex world of cryptocurrency and cybercrime with ease, and their commitment to helping victims like me was evident in their tireless efforts. With their help, I was able to reclaim what I had lost and take the next steps toward realizing my business dream. I am forever grateful for their exceptional services.

HOW TO RECOVER LOST OR STOLEN CRYPTOCURRENCY; BITCOIN RECOVERY EXPERT HIRE CYBER CONSTABLE INTELLIGENCE

Thanks, Cyber Constable intelligence, I am absolutely flabbergasted! There are times in life that test our notion of what can be, and my experience just recently serves as a testimony to the strength of human ingenuity. When a strong hurricane destroyed and devastated my home, not only was my material abode destroyed, but I lost my Bitcoin wallet as well, which had a whopping $1.2 million, a sum that represented years of effort, prudence, and planning towards a brighter tomorrow.
Within the initial few minutes of the tragedy, amidst confusion and ghastly loss, I was entirely abandoned and helpless, with every hope appearing to be submerged by the cyclone. But within that depths of darkness, I remembered that adversity has always been the mother of invention. That was when I visited Cyber Constable Intelligence, a firm whose passion for excellence and commitment to what they do impressed me in no uncertain terms. They told me that technology is not an object—it is a doorway to our aspirations.
The strategy of the team was nothing short of revolutionary. With a blend of empathy and unparalleled technical expertise, they assessed my case with precision and clarity in no time. Every bit of information they provided me was communicated with the simplicity and beauty of a well-designed product, instilling in me a renewed sense of confidence. Their efforts were not just about recovering funds; it was about rekindling the spark of hope and allowing me to move forward.
Cyber Constable Intelligence worked tirelessly, with the latest technology and scrupulous attention to detail characteristic of the finest visionaries. They worked their miracle and transformed what seemed to be an insurmountable obstacle into a sensational comeback. In a stunningly short time, they recovered my wallet, with it, my hopes and peace of mind I had worked diligently to build for years.
In that instant of defining victory, when I gazed at my $1.2 million comeback on my screen, I knew that innovation in its finest hour conquers tragedy. It restores not just what was lost but our hope for tomorrow too. I extend my deepest gratitude to Cyber Constable Intelligence for their incredible service—a service that testifies to the invincible spirit of innovation and that reminds us no matter what nature brings forth, hope and creativity will never perish. Moment of this journey made me realize that when human spirit and technology come together, nothing is impossible.

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The world of cryptocurrency, with its promise of financial freedom and innovation, had always fascinated me—until it became the backdrop of my most painful financial loss. WhatsApp info:+12 (72332)—8343

Last year, I fell victim to a sophisticated crypto scam disguised as a “guaranteed returns” investment opportunity. What started as a confident leap into passive income quickly spiraled into disaster. In a matter of hours, years of savings vanished, along with the anonymous scammers behind it. I was left with nothing but shock, shame, and a haunting sense of betrayal.

I couldn’t stop replaying every step—every red flag I’d missed, every decision I questioned too late. Crypto forums were filled with similar heartbreaking stories, yet few offered solutions. I was beginning to lose hope.

That’s when I discovered ADWARE RECOVERY SPECIALIST.

From our very first interaction, I knew they were different. Their team combined deep technical expertise with genuine empathy—something I hadn’t expected. I wasn’t just another case number to them; they truly listened, offering reassurance that helped ease my self-blame. As one advisor told me, “These scams exploit trust, not incompetence.” That perspective changed everything.

Their forensic work in the crypto space was remarkable. They unraveled the web of how my funds were siphoned—identifying vulnerabilities in wallets and tracking the fraudsters through decentralized exchanges. Using proprietary tools and cross-platform partnerships, they followed the trail with a level of precision that inspired real hope. Telegram info: h t t p s:// t. me / adware recovery specialist1

The process wasn’t easy. There were dead ends, unresponsive platforms, and technical roadblocks. But ADWARE RECOVERY SPECIALIST never wavered. By the second day, they had already recovered $350,000 of my lost assets.

But their support didn’t stop at recovery. They empowered me—educating me on how to protect future investments, and even connecting me with a private community of other scam survivors. That network gave me strength and perspective. Email info: Adware Recovery Specialist @ auctioneer. net

Today, I’m not only financially restored, but emotionally grounded. My experience stands as proof that recovery is possible—even in the murky world of crypto scams. With the right team, the right tools, and relentless dedication, there is a way back. Website info: h t t p s:// adware recovery specialist. com

If you’ve been scammed, know this: you are not alone. There is hope. ADWARE RECOVERY SPECIALIST helped me reclaim more than just money—they helped me reclaim peace of mind.

TRUSTED CRYPTO RECOVERY EXPERT; INSIGHTS FROM BITCOIN RECOVERY EXPERT HIRE CYBER CONSTABLE INTELLIGENCE

Losing $850,000 in Bitcoin is no joke, but mine became one when it did. After a gut-wrenching world comedy tour, I plowed my well-earned crypto profits into planning to finally take it easy at a beach home and pen my magnum opus, a sitcom about my disastrous stand-ups in hotel lobbies.
I had one afternoon of three hours' sleep and awful coffee when I received an email asking me to take an exclusive streaming deal for my special. My ego traveled faster than my brain. Within seconds, I had input my wallet information into what was, in fact, a phishing scam so convincing it would have its own Netflix show.
When the shock hit that my $850,000 worth of Bitcoin had vanished, I laughed. Not the nice kind. The deranged, post-trauma type. Picture a clown sobbing into his oversized shoes. That was me. I stumbled onto X (formerly Twitter), humiliating myself for being outwitted by cyber thieves. "Headlining my next show: 'How to Lose Your Life Savings in Under 60 Seconds'!"
The tweet went viral, but the likes didn't fill the financial black hole in my chest.
Then, a glimmer of hope slipped into my DMs. A fan – God bless them – sent me to Cyber Constable Intelligence. I was hesitant but desperate, so I contacted their crew. Their response was faster than my tightest set. They didn't beat around the bush. Crypto recovery is complex, but their experts were ready to hunt down my stolen cash like digital bloodhounds.
Every report from them was suspense interspersed with relief, as if I were watching my own private financial thriller unfold. They traced the path of the scammer from a series of offshore servers, following the labyrinth of blockchain money laundering schemes. Their craft was the kind of precision that I could only dream of having when I failed on stage in front of 3,000 in Vegas.
After 18 nail-sucking days, they succeeded. The funds were in my pocket again. I teared up on stage at my following performance. That night, I closed out my set with a dedication to the real MVPs: "I thought comedians were Cybers, making trauma humorous. But the real Cybers are Cyber Constable Intelligence They recover stolen Bitcoin! "The crowd went wild. And all thanks to Cyber Constable Intelligence, so did my bank account.
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When silence becomes a burden, speaking out transforms into an act of healing. Today, I share my story not just to shed light on the darkness I endured but to extend a lifeline to others navigating similar storms. Falling victim to an investment scam wasn’t merely a financial blow, it was a violation of trust that left me grappling with anger, shame, and isolation. The aftermath felt like a solitary battle; even well-meaning friends struggled to grasp the depth of this betrayal, as their lives hadn’t been upended by such calculated deceit. But in my darkest hour, I discovered a beacon of hope: Cyber Constable Intelligence. This ordeal taught me that fraud thrives in silence. Scammers prey on vulnerability, banking on victims’ reluctance to come forward. Yet staying quiet only empowers these criminals. By sharing my experience, I hope to dismantle the stigma surrounding financial fraud and empower others to seek justice. My journey to recovery began the moment I reached out to Cyber Constable Intelligence. Their team of experts didn’t just offer technical expertise they provided empathy, clarity, and unwavering support. With meticulous precision, they traced every digital footprint, unraveled complex transactions, and reclaimed what I thought was lost forever. What sets Cyber Constable Intelligence unique is their commitment to turning despair into resolution. They operate not just as a service but as advocates, fighting tirelessly to restore dignity to those wronged by greed. Their work reminded me that combating fraud is a collective effort one that requires awareness, vigilance, and solidarity. To anyone reading this: pause before investing. Research thoroughly, question guarantees of unrealistic returns, and trust your instincts. Scammers exploit haste and emotion; resilience lies in caution. If you’ve been targeted, know this: you are not alone. The shame belongs to the perpetrators, not the victims. Cyber Constable Intelligence stands as proof that recovery is possible, even when all seems hopeless. Their dedication transcends financial restitution; it's about reclaiming your assets and peace of mind. To those still silent: speak up. Report the crime, seek support, and let experts like Cyber Constable Intelligence guide you toward resolution. Every shared story weakens the grip of fraudsters and strengthens our collective defense. Let’s turn pain into purpose, and awareness into action. Visit Cyber Constable Intelligence today. Take the first step toward justice because your story deserves a brighter chapter.
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Life can unravel in an instant. For me, that moment came when deceitful cryptocurrency brokers vanished with £140,000 of my savings, a devastating blow that left me paralyzed by shame and despair. The aftermath was a fog of sleepless nights, self-doubt, and a crushing sense of betrayal. I questioned every choice, wondering how I’d fallen for such a scheme. Hope felt like a luxury I no longer deserved. Then, like a compass in a storm, Cyber Constable Intelligence emerged. Skeptical yet desperate, I reached out, half-expecting another dead end. What I found, however, was a team that radiated both expertise and empathy. From our first conversation, they treated my crisis not as a case file, but as a human tragedy. Their professionalism was matched only by their compassion, a rare combination in the often impersonal world of finance. What happened next defied logic. Within 72 hours of sharing my story, they traced the labyrinth of blockchain transactions, outmaneuvering the scammers with surgical precision. When their email arrived “Funds recovered, secure and intact” I wept. It wasn’t just the money; it was the validation that justice would prevail. Cyber Constable Intelligence didn’t just restore my finances, they resurrected my dignity. But their impact ran deeper. They demystified the recovery process, educating me without judgment. Their transparency became a lifeline, transforming my fear into understanding. Where I saw chaos, they saw patterns; where I felt powerless, they instilled agency. Today, I’m rebuilding not just my savings, but my trust in humanity. Cyber Constable Intelligence taught me that vulnerability isn’t weakness, and that seeking help is an act of courage. To those still trapped in the aftermath of fraud: miracles exist. They wear no capes, but they wield algorithms and integrity like superheroes. To the extraordinary team at Cyber Constable Intelligence your work is more than technical prowess. It’s alchemy, turning despair into resilience. You gave me more than my funds; you gave me my future. May your light guide countless others through their darkest nights. From the depths of my heart: Thank you.
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The cryptocurrency space, with its dizzying promises of financial freedom, had always intrigued me until it became the stage for my deepest disillusionment. Last year, I fell victim to an elaborate crypto scam that stripped me of years’ worth of savings. What began as a confident investment in a "guaranteed returns" scheme unraveled into a nightmare. Overnight, my portfolio vanished, along with the anonymous fraudsters who orchestrated the ploy. The aftermath was a toxic blend of anger, shame, and helplessness. I questioned every decision, replaying red flags I’d naively ignored. Crypto forums offered little solace, filled with eerily similar stories of irreversible losses. Just as I resigned myself to defeat, a glimmer of hope emerged: FUNDS RECLIAMER COMPANY. From the outset, their team stood apart by blending technical precision with unwavering compassion. Rather than treating my case as a faceless ticket, they approached it with a commitment to understanding the human toll of the scam. During initial consultations, they listened patiently to my story, offering reassurance that shifted my mindset from despair to cautious optimism. “These scams thrive on exploiting trust, not incompetence,” one advisor emphasized a perspective that dissolved my self-blame. FUNDS RECLIAMER COMPANY’s mastery of Cryptocurrencies forensics became evident as they untangled the digital maze of my stolen assets. They decoded how fraudsters manipulated wallet vulnerabilities and decentralized exchanges to obscure the trail, leveraging proprietary tools and cross platform collaborations to trace the funds. Over three days, their transparency became my anchor. Regular updates demystified their process, flagging suspicious transactions, and piecing together patterns linked to earlier scams. Challenges arose dead-end leads, unresponsive third parties but the team navigated each obstacle with tenacity. By second day, they’d recovered $350,000 of my assets. Beyond recovery, FUNDS RECLIAMER COMPANY prioritized empowerment. They equipped me with resources to safeguard future investments and connected me to a private forum of survivors, fostering a community of shared resilience. Today, I’m not only financially restored but fortified with hard-earned wisdom. My situation proves that loss isn’t always permanent. With cutting-edge expertise and relentless advocacy, redemption is attainable. Let my journey remind you: even in Cryptocurrency opaque wilderness, a path back exists and FUNDS RECLIAMER COMPANY lights the way.

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HIRE A QUALIFIED ETHEREUM AND USDT RECOVERY EXPERT VISIT→ DIGITAL TECH GUARD RECOVERY

In an era where cybercrime is growing increasingly sophisticated, the impact of financial loss can leave victims feeling utterly powerless. Amid this landscape of deception, Digital Tech Guard Recovery stands as a beacon of trust, offering a team of technical experts whose skills transcend traditional recovery methods. My own journey from frustration to resolution began when I entrusted my case to Digital Tech Guard Recovery, a name that now represents excellence in digital asset restoration. After falling victim to an elaborate Bitcoin scam, I faced countless dead ends and empty reassurances. Conventional channels offered little more than scripted sympathy, which only added to my frustration. Then I found Digital Tech Guard Recovery an elite group of professionals who focus not on empty promises, but on tangible results. From our first conversation, they approached my case with clarity and honesty, replacing confusing technical jargon with a clear, step-by-step plan that provided me with real confidence. Their sense of urgency and precision assured me that I was no longer alone in this fight. What truly sets Digital Tech Guard Recovery apart is their ability to combine cutting-edge innovation with ethical integrity. Using advanced blockchain analytics, cryptographic tools, and an in-depth understanding of cybercriminal operations, they were able to dismantle the scam with remarkable speed. The team of forensic analysts, legal experts, and cybersecurity specialists worked together seamlessly to outsmart the criminals. Within days, they traced the complex web of transactions and recovered assets I had once thought were lost forever. Beyond their technical expertise, what truly stood out was their compassion. Digital Tech Guard Recovery wasn’t just solving a problem they were restoring trust. They communicated frequently, turning a cold, technical process into a humane and supportive experience. When success came, it felt like a shared victory. In a field clouded by opportunists, Digital Tech Guard Recovery shines with integrity and heart. They are more than just a service they are a lifeline. For anyone impacted by Bitcoin or cryptocurrency fraud, Digital Tech Guard Recovery is the name to remember.
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TRUSTED EXPERTS IN BITCOIN, USDT & ETH RECOVERY SERVICE : HIRE RAPID DIGITAL RECOVERY

After reading numerous testimonials about how RAPID DIGITAL RECOVERY has successfully assisted individuals in recovering money and cryptocurrencies lost to scammers, I decided to reach out for help with my own situation. In February 2025, I fell victim to a scam and lost a significant amount of USDT. Feeling hopeless and overwhelmed, I turned to RAPID DIGITAL RECOVERY, hoping they could work their magic and help me reclaim my lost funds. To my astonishment, the team at RAPID DIGITAL RECOVERY was incredibly efficient and professional from the very beginning. They quickly got to work, employing advanced tracking techniques to trace my lost USDT. Within a short period, they were able to identify the initial wallet where my funds had been sent and followed the trail through various wallets to which the funds had been transferred. It was impressive to see how they navigated the complex web of transactions with such expertise and precision. What truly amazed me was their ability to not only trace the funds but also to recover them. They managed to move the USDT out of the wallets where it had been sent and successfully returned it to my original wallet. As if that wasn’t enough, they even added extra funds as a gesture of goodwill, which felt nothing short of miraculous. This unexpected bonus was a delightful surprise and made the entire experience even more rewarding. The entire process with RAPID DIGITAL RECOVERY was seamless and reassuring. Their dedication to helping clients recover lost assets is commendable, and their expertise in navigating the often murky waters of cryptocurrency transactions is unparalleled. They kept me informed throughout the process, providing updates and answering any questions I had, which helped alleviate my anxiety. I am incredibly grateful for their assistance and can confidently say that they turned a dire situation into a positive outcome. If you find yourself in a similar predicament, I highly recommend reaching out to RAPID DIGITAL RECOVERY. Their services truly feel like magic, and they have restored my faith in the possibility of recovering lost funds. With their help, I was able to regain my lost assets and my peace of mind.
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FINDING A RELIABLE CRYPTOCURRENCY RECOVERY SERVICE HIRE ADWARE RECOVERY SPECIALIST

I had invested $1.15 million in Bitcoin to launch a green energy co-op—a venture fueled by optimism and innovation. But fate, in the ever-cycling dance of creation and destruction, had other plans. A bolt of lightning struck with divine precision, reducing my PC, hardware wallet, and backup drive to smoldering ruins. My entire fortune, my mining spoils, had seemingly been sacrificed to the cosmic order. WhatsApp info:+12 (72332)—8343

As I stared at the charred remains, half-expecting a sage to emerge from the smoke and remind me that “attachment is the root of suffering,” my next-door neighbor instead shouted through the window about ADWARE RECOVERY SPECIALIST. Desperate, and willing to trade my next life’s karma for my lost cryptocurrency, I called them. Telegram info: h t t p s:// t. me/adware recovery specialist1

Their team, as composed as monks in deep meditation, listened without judgment. They spoke of electromagnetic pulse restoration—a technology so cutting-edge that I imagined it required a temple blessing or, at the very least, a priest chanting Om Namah Shivaya. Email info: Adware recovery specialist @ auctioneer. net

Days passed. I waited, like Arjuna seeking Krishna’s counsel, as their experts worked their digital alchemy. Then, the call came. They had recovered my Bitcoin—along with files I had already surrendered to the fire god, Agni. The relief was so overwhelming that I dropped to my knees… right into a rain puddle. The universe, as always, has a wicked sense of humor.

Today, my green energy co-op thrives, harnessing the sun’s power like Surya himself. My new hardware wallet is grounded more securely than my spiritual practice, and a small Ganesha statue now sits beside it—for luck, and as a reminder that obstacles, even fiery ones, can be overcome. Website info: h t t p s:// adware recovery specialist. com

Wise words echo in my mind: “Perform your duty without attachment to results,” Krishna once advised. “Back up your wallet—twice, on cloud storage,” ADWARE RECOVERY SPECIALIST quipped. Both, I’ve learned, are equally true.

So, to my fellow seekers—whether of enlightenment or financial freedom—if disaster strikes and your fortune turns to ash, know this: ADWARE RECOVERY SPECIALIST is your new Vishnu, preserving what you thought was lost. And one day, perhaps, you too will laugh about it.

Om Crypto Namah.

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Fine wine and crypto do not always blend well, especially after a few drinks. I learned this the hard way after a record harvest at my vineyard. Swirling an old Cabernet under the stars, I was a financial connoisseur, my $720,000 Bitcoin wallet aging well for future returns. But the next morning, with a hangover as intense as my Merlion, I realized I'd forgotten my wallet password. Even worse, my recovery phrase, which I'd written down in my wine cellar notebook, had vanished.
My eager new assistant had tidied up, mistaking my scribbled security notes for wine tasting spillage, and donated the entire book to the recycling gods. I dove into the garbage cans like a desperate sommelier searching for a quality grape but came up with broken dreams and soggy cardboard.
Panic set in faster than cork taint. I faced the bitter truth: my digital fortune was bottled up tighter than a corked bottle with no opener. I sank into denial, questioning whether my future vineyard expansion would now be reduced to selling boxed wine.
I panicked, pored over industry publications, and came across a wine industry newsletter that mentioned Tech Cyber Force Recovery. Their slogan, something playful about "decanting lost crypto," seemed like a sign from God.
I contacted them, half-expecting snobbery or skepticism. What I received instead were tech wizards who tackled my case with humor and precision. Their team labored over my case like veteran sommeliers dissecting terroir. They painstakingly reconstructed transaction flows, timestamp records, and subtle wallet behavior. It was as if I was watching wine connoisseurs sniff out hints of blackcurrant and oak, but with algorithms and blockchain forensics.
Each day, they provided updates with the finesse of tasting notes. “We’re detecting progress, notes of potential access, hints of password recovery on the finish.” Their creativity lightened my anxiety, and ten days later, they uncorked my digital vault.
When I saw my Bitcoin balance restored, I nearly opened a bottle of my best vintage at 9 AM. My assistant and I shared a hearty laugh; he's still working for me, but now he labels my ledgers with "DO NOT TOUCH" in bold.
My wine business is thriving thanks to Tech Cyber Force Recovery, and I have a new rule: passwords before Pinot. Cheers to their genius!

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Right Build Group is a trusted name for superior building services in Woodford. Known for delivering high-quality craftsmanship, attention to detail, and personalized solutions, we are your go-to builders for residential and commercial projects in the area. Whether you're renovating, extending, or starting a new build, we take pride in turning your vision into reality.

Our team comprises skilled professionals with years of experience in various aspects of construction and design. We specialize in home extensions, loft conversions, kitchen and bathroom remodeling, and full property renovations. From initial planning and design to the final coat of paint, we ensure every phase of your project is handled with precision and care.

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Our builders in Woodford have built a strong reputation for reliability, trustworthiness, and exceptional results. With a portfolio of satisfied clients and successful projects, we are confident in our ability to meet and exceed your expectations.

Choosing Right Build Group means choosing a partner who genuinely cares about your project. Whether you’re looking to create your dream home, add value to your property, or revamp your commercial space, we are here to make it happen.

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Pulse Merch – Custom Caps and Hat Embroidery Services in Cedar City, Utah

At Pulse Merch, we specialize in providing custom caps embroidery and custom hat embroidery services that are perfect for businesses, sports teams, special events, or personal gifts. Located in Cedar City, Utah, at 736 N Main St Unit 3, Pulse Merch is your trusted source for high-quality embroidery that turns everyday hats into personalized masterpieces.

Whether you're looking to create a custom cap for your team, brand, or a special occasion, we offer a wide range of options, all backed by our expert craftsmanship and attention to detail. Our embroidery services ensure that your custom design is perfectly executed, giving you hats that are both stylish and long-lasting.

Why Choose Pulse Merch for Your Custom Cap and Hat Embroidery?
Precision in Custom Hat Embroidery
When it comes to custom hat embroidery, the key is precision. At Pulse Merch, we use state-of-the-art embroidery machines to ensure that every stitch is placed perfectly. Whether you're adding a logo, name, or unique design to your caps or hats, we make sure the embroidery is sharp, vibrant, and flawlessly executed.

Wide Variety of Hat Styles for Custom Embroidery
At Pulse Merch, we offer a diverse selection of hats that can be customized to suit your needs. From classic baseball caps to trendy snapbacks, trucker hats, beanies, and more, we provide options that fit a variety of styles and preferences. You can choose the perfect hat to match your custom embroidery design, ensuring a cohesive and professional look.

Durable, Long-Lasting Embroidery
Embroidery is known for its durability, and custom cap embroidery is no exception. Unlike other methods such as screen printing, which can fade or peel, embroidered designs stay intact and vibrant for the long haul. This means that your custom hats will continue to look great, even after regular wear and washing. Whether for a business, a sports team, or a personal gift, your custom hat embroidery will maintain its integrity over time.

Perfect for Branding and Promotional Use
Custom hats with embroidery are a fantastic way to promote your brand, business, or event. With custom caps embroidery, you can create professional-looking hats that showcase your company logo, slogan, or any other design. These embroidered hats serve as walking advertisements, helping to increase your brand's visibility and reach. They're perfect for giveaways, corporate gifts, or team uniforms, adding a stylish touch to your promotional efforts.

Personalized Gifts for Special Occasions
Looking for a thoughtful gift? Custom hat embroidery offers a unique way to create personalized gifts for birthdays, weddings, family reunions, or other special events. You can add names, dates, or even meaningful symbols to make each hat special and memorable. Custom embroidered hats are a lasting keepsake that recipients will cherish.

The Pulse Merch Custom Embroidery Process
At Pulse Merch, we make the process of creating your custom caps embroidery simple and stress-free. Here’s how it works:

Design Submission
The first step in creating your custom embroidered hats is submitting your design. Whether you already have a logo or artwork or need help creating something from scratch, our experienced team is here to assist you. We can take your design and ensure it’s optimized for embroidery to achieve the best result.

Choose Your Hat Style and Color
Next, you'll choose the type of hat that best fits your needs. Whether it's a classic baseball cap, a trendy snapback, or something else, we offer a wide selection of hat styles and colors to choose from. Our team will guide you in selecting the best hat that complements your custom design.

Review the Digital Proof
Before we begin the embroidery process, we'll send you a digital proof of your design. This allows you to confirm the placement, size, and colors of the design before we proceed. Your approval ensures that the final product meets your expectations.

Embroidery and Production
Once you’ve approved the proof, we begin the embroidery process. Our advanced equipment uses high-quality threads to create your design with precision and clarity. Each cap is embroidered with care, ensuring that the final result is perfect and professional.

Fast Turnaround and Delivery
At Pulse Merch, we understand the importance of time, and we pride ourselves on offering a fast turnaround for custom hat embroidery projects. Whether you need just a few hats or a bulk order, we’re committed to delivering your custom embroidered hats on time, so you can start enjoying them right away.

Never have I  ever missed my favorite crypto podcast. There was this one episode where the guest was over the moon about Asset Rescue Specialist. I made a mental note, never thinking that I would ever need them. That changed when a malware attack wiped my $500,000 wallet clean. One minute I was going through my portfolio; the next, it was zero. My heart sank. I checked everything: my security logs, transaction history, even my device settings. That is when I saw it: unauthorized transfers draining my entire balance. Panic hit hard.
I scrambled for solutions, frantically searching through forums, threads on Reddit, and tech support pages. But deep down, I knew this wasn't something so simple to fix. Then, in the middle of my chaos, that podcast episode remembered itself. He spoke of Asset Rescue Specialist with such confidence that I decided to trust his experience.
It was one of the smartest things I could have done, reaching out to Asset Rescue Specialist. Since the very first message, they were calm, methodical, and reassuring. They made all the right questions and quickly diagnosed how the malware had invaded my wallet. Their team dove head-first into an advanced forensic recovery process while teaching me what went wrong.
I was skeptical: how do you reverse a theft that's already happened? But they knew what they were doing. Their precision, their expertise, and just the determination to see it through blew me away. Then, the message changed everything: "We've recovered your funds." I couldn’t believe it. My $500,000 was back. My relief was indescribable. They didn’t just stop there—they fortified my security, patched vulnerabilities, and gave me a plan to ensure this never happens again.
That podcast episode? Changed my life. Never thought casual listening would save my portfolio. Now, I don't listen for insights but for survival tips. And for whoever reads, let me share a piece of advice: you needn't wait for the worst to happen. Know who you are going to call before it's time.

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What are the parts of the CNC Wire Bending Machine?

A CNC wire bending machine is a complex piece of equipment used to bend the wire into various shapes and configurations with precision. It consists of several key parts and operates based on the instructions provided by a computer program. Here are the main parts of a CNC wire-bending machine and an overview of how it works:

1. Wire Feeding Mechanism:

This part of the machine is responsible for feeding the wire from a coil or spool into the bending area.

Wire feeding mechanisms can include rollers, pulleys, or servo-driven motors that control the wire's movement.

2. Straightening Unit:

- Before bending, the wire may pass through a straightening unit, which ensures that the wire is free from kinks and bends.

- This step helps produce precise bends by starting with a straight wire.

3. Bending Head and Tooling:

- The bending head contains the tools and dies needed to shape the wire.

- Tooling includes various components such as clamps, rollers, and mandrels that hold and shape the wire according to the desired design.

4. Guide Rollers and Pulleys:

- These components help guide the wire through the bending process, ensuring it follows the correct path and angles.

5. Control Panel or Interface:

- CNC wire bending machines are typically equipped with a control panel or computer interface.

- Operators input the design specifications, such as bend angles, lengths, and shapes, through this interface.

6. Computer Control System:

- The heart of the CNC wire bending machine is its computer control system.

- It interprets the design specifications and converts them into precise movements and commands for the machine.

- CNC software programs are used to create and store the bending instructions.

7. Servo Motors and Actuators:

- These components are responsible for moving the bending head, tooling, and other parts of the machine with high precision.

- Servo motors and actuators receive commands from the control system to carry out specific movements.

8. Sensors and Feedback Mechanisms:

- Sensors placed throughout the machine monitor various parameters, such as wire position, tension, and tooling alignment.

- Feedback from these sensors allows the machine to make real-time adjustments, ensuring accuracy and quality in the final product.

Vacuum Cyber Hack: The Premier Solution for Recovering Stolen Bitcoin

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Betrayal cuts deepest when it comes from someone you trust. I lost $533,500 in bitcoin to someone I believed was a business partner, only to be left financially and emotionally devastated. The aftermath was filled with guilt, sleepless nights, and the crushing weight of misplaced trust. Desperate for justice, I discovered BLOCKCHAIN CYBER RETRIEVE , a firm renowned for fighting cyber fraud. Though skeptical, I reached out and it changed everything. Within 32 hours, their expert team traced the stolen funds through complex crypto exchanges and froze the assets. They recovered 97% of my bitcoin and helped law enforcement apprehend the fraudsters. Their precision, dedication, and legal coordination were beyond impressive. Through them, I found financial relief and emotional closure. This ordeal taught me the importance of vigilance, but also showed me that justice is possible. With the right support, even deep betrayal can be undone. BLOCKCHAIN CYBER RETRIEVE gave me more than money back, they gave me hope.

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Unlock Your Frozen Funds: Expert Recovery

Mrs. Stella John had invested heavily in an online trading platform, lured by promises of astronomical returns. But when she tried to withdraw her funds, she was met with silence and inaccessible accounts. Devastated, she realized she'd fallen victim to a scam.
Desperate for help, Mrs. John turned to Wizard George Cyber Service, renowned for their expertise in cryptocurrency recovery. George, a seasoned professional, assessed her situation and devised a strategy to track down the scammers.
With precision and determination, Wizard George's team navigated the complex digital landscape, following the trail of stolen Bitcoin. After weeks of tireless effort, they successfully recovered 1.765 BTC, a staggering feat that restored Mrs. John's faith in justice.
"Wizard George Cyber Service saved me from financial ruin," Mrs. John said, grateful for their professionalism and expertise. With her recovered funds, she vowed to be more cautious in the future.
Wizard George's reputation as a crypto recovery expert spread, offering hope to others who'd fallen prey to similar scams. His team's dedication and skill had turned a dire situation into a triumphant recovery.
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Betafort Recovery came to my rescue after I lost access to my Bitcoin trading accounts due to a phishing email mishap, resulting in a devastating loss of $87,500 worth of Bitcoin. Feeling lost and desperate, I turned to Betafort Recovery after reading countless positive reviews about their success in similar cases.

Within just two hours, Betafort Recovery successfully tracked down the perpetrators and recovered my account with the Bitcoin fully intact. Their ability to quickly locate the culprits was beyond impressive.

What truly sets Betafort Recovery apart from other services on the market is their unparalleled tracking capabilities and ethical approach. They operate with transparency and integrity, ensuring that the recovery process is not only effective but also aligned with ethical standards. The platform’s seamless integration with cryptocurrency exchanges allowed them to act decisively and with precision, ensuring that the criminals were held accountable.

Betafort Recovery’s swift, ethical, and efficient recovery process was a beacon of hope in what initially seemed like an insurmountable situation. It proved that with the right tools, expertise, and determination, anything is possible.

If you'd like to hire their services, they're available via their contact information or through a quick Google search.

From Fear to Relief: Restoring My Digital Wallet/Hack Savvy Tech

Working with Hack Savvy Company to recover my lost bitcoin was a decision I will always be grateful for. Their professionalism, transparency, and personalized approach set them apart in the realm of digital asset recovery services. Throughout the entire journey of recovering my funds, the team at Hack Savvy Company demonstrated their technical prowess . Those 36 bitcoins represented my hard-earned savings, accumulated over years of diligent work and strategic investments. When I thought they were gone forever, Hack Savvy Company's expertise not only brought back my digital assets but also restored my faith in the security of cryptocurrency.Their ability to navigate the complexities of cryptocurrency recovery with precision and efficiency is truly commendable. Thanks to Hack Savvy Company, I not only regained access to my lost bitcoin but also gained invaluable peace of mind knowing that my assets were in safe hands.The emotional relief and financial security I felt upon regaining access to my bitcoins are indescribable, and I owe it all to the exceptional team at Hack Savvy Company.

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Vacuum Cyber Hack: The Ultimate Solution for Bitcoin Recovery

Experiencing the loss of my $420,000 worth of Bitcoin to fraud was a devastating moment. I felt powerless, believing there was no way to recover my stolen funds. After extensive research, I came across Vacuum Cyber Hack, a highly recommended service specialising in cryptocurrency recovery. Skeptical yet hopeful, I decided to trust them with my case. From the very beginning, their professionalism, technical expertise, and commitment to client success were evident. They conducted a thorough blockchain analysis, tracked the stolen funds, and applied advanced recovery techniques with remarkable precision. Throughout the process, they maintained clear communication, providing me with regular updates and reassurance. Against all odds, Vacuum Cyber Hack successfully retrieved my lost Bitcoin. Their efficiency, integrity, and mastery of cyber forensics exceeded my expectations. I can not recommend them highly enough to anyone facing a similar crisis. If you need a trusted and effective solution for recovering stolen cryptocurrency, Vacuum Cyber Hack is undoubtedly the best choice. Hire Vacuum Cyber Hack today!

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And here in thought I’d had a new idea
Oh well not this time
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That I don't know it.

[The ambiguity is on purpose - actually that would hold for any computer language: that it will never have the flexibility, precision, metaphorical power, somnambulistic confidence in dealing with ambiguous constructs or meanings that natural languages have.]

I think you people just are boring enough to never tire of being able to get people to lie And do tricks mimicking other people at varying points of time with precision

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A week ago, I was in an incredibly challenging and distressing situation that I felt compelled to share. I had been defrauded of £35,000 through a sophisticated forex trading scheme. As a dentist, I’m accustomed to precision, attention to detail, and problem-solving within a highly regulated profession. However, this situation was unlike anything I had ever encountered. My usual methods of resolving issues felt insufficient when faced with the complex web of deceit and evasive tactics employed by the scammers. Despite my efforts to recover the funds through conventional means such as contacting my bank, reporting the fraud to the authorities, and even trying to trace the scam myself, progress was agonizingly slow. I found myself at a crossroads, frustrated and uncertain of my next steps. Then, amid my search for a solution, I came across MUYERN TRUST HACKER, a company renowned for helping victims of financial fraud recover lost funds. Their reputation for success and their impressive track record immediately caught my attention. After carefully considering my options, I decided to reach out to them, hoping they could provide the expertise I so desperately needed.From the moment I made contact, MUYERN TRUST HACKER’s team exhibited an exceptional level of professionalism and experience. Incredibly, within just 24 hours of getting involved, MUYERN TRUST HACKER successfully recovered the full £35,000 I had lost. Their swift and effective action was a true relief, as I had almost lost hope of ever seeing the funds again. I cannot express enough how grateful I am to them for their hard work and determination in resolving what seemed like an insurmountable situation. I wholeheartedly recommend seeking their assistance. ( Whats app: + 1 (4-4-0) (3-3-5) 0205 ) also on tele gr am for quicker response ( Te le gr am: muyerntrusthackertech ) Their expertise turned a harrowing experience into a success story, and for that, I will always be thankful.

BlueArc Plumbing NI: Your Trusted Plumbers in Northern Ireland

When it comes to finding reliable plumbers in NI (Northern Ireland), it’s essential to choose a company that not only understands the local area but also provides expert services at affordable prices. BlueArc Plumbing NI is here to meet all your plumbing needs across Northern Ireland, from routine repairs to emergency services. Whether you’re dealing with a simple leak or need a full plumbing installation, our team is equipped to handle it all with professionalism and care.

Located at Meadow Lane, Portadown, BT62 3NH, we’re your local plumbing experts dedicated to offering high-quality, reliable services for homes and businesses throughout Northern Ireland.

Why Choose BlueArc Plumbing NI?
As one of the leading plumbers in NI, BlueArc Plumbing NI is committed to providing a seamless experience for our customers. Here’s why so many people in Northern Ireland trust us with their plumbing needs:

1. Experienced and Skilled Plumbers
Our team consists of qualified, skilled, and fully licensed plumbers who are well-versed in all aspects of plumbing. With years of experience in the industry, we are able to tackle any plumbing issue with confidence and precision.

2. Comprehensive Plumbing Services
At BlueArc Plumbing NI, we offer a wide range of plumbing services to meet the diverse needs of our customers. Whether you need a minor repair or a major plumbing overhaul, we’ve got you covered:

General plumbing repairs: From fixing leaks to repairing pipes, we handle all general plumbing issues.
Drain cleaning and unblocking: Our team can help clear any blocked drains and ensure your drainage system is running smoothly.
Gas and oil boiler servicing: We provide professional servicing for both gas and oil boilers to keep your heating system in top condition.
Bathroom and kitchen installations: Whether you’re remodeling or building a new home, we provide expert plumbing installations for bathrooms and kitchens.
Emergency plumbing services: We understand that plumbing issues don’t always happen during office hours. That’s why we offer 24/7 emergency plumbing services to get you out of a jam.

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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

ACO Contracting – Premium Home Remodelling Service in Stoney Creek, Ontario

Looking to refresh your home, upgrade your layout, or increase its value? At ACO Contracting, we provide high-quality home remodelling services that turn your ideas into reality. Based in Stoney Creek, Ontario, our team delivers expert craftsmanship, thoughtful design, and outstanding customer care on every project.

Your Local Home Remodelling Experts
Located at 331 Third Road East, Stoney Creek, Ontario, L8J 2X7, ACO Contracting is your trusted partner for home transformations of any size. Whether you’re dreaming of a modern kitchen, a luxurious bathroom, or a full interior makeover, we are here to help every step of the way.

Our home remodelling services are tailored to suit your style, needs, and budget—helping you fall in love with your home all over again.

Our Services Include:
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Bathroom upgrades

Basement finishing

Open-concept redesigns

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Whole-home renovations

We work with you from initial consultation to final inspection, ensuring every detail aligns with your vision and lifestyle.

Why Homeowners Choose ACO Contracting
Experienced Team: Years of industry knowledge with a focus on quality and precision.

Personalized Service: We listen carefully and tailor our approach to fit your unique goals.

Local and Trusted: Serving Stoney Creek and the surrounding areas with pride and integrity.

Licensed & Insured: Your home is safe in our hands—we follow all building codes and safety standards.

Transparent Quotes: Clear, detailed pricing with no hidden costs.

Let’s Transform Your Space
When it’s time to update your living space, trust ACO Contracting for professional, dependable home remodelling service. Call us today at +1 (905) 481-4881 to book a consultation or get a free estimate.

With ACO Contracting, your dream home is closer than you think.

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When I realised my $395,000 worth of Bitcoin had been stolen, I was devastated. The thought of losing such a significant amount left me feeling completely powerless. After exhausting all options, I decided to reach out to Vacuum Cyber Hack. Their reputation for successfully recovering stolen cryptocurrency made them the obvious choice. From the very beginning, I was impressed by their professionalism and expertise. They quickly assessed my situation and immediately began working on a recovery plan. Using advanced algorithms and state-of-the-art forensic methods, Vacuum Cyber Hack tracked the stolen funds with remarkable precision. Throughout the process, they kept me updated, providing clear communication and ensuring my sensitive information remained confidential. Within a short time, Vacuum Cyber Hack successfully recovered my stolen Bitcoin, returning my funds and restoring my confidence in cryptocurrency security. Their efficiency, dedication, and ethical approach made all the difference. I’m incredibly grateful to Vacuum Cyber Hack for their exceptional service and for proving that even in the most challenging situations, recovery is possible. They truly set the standard for Bitcoin recovery services. I can confidently recommend them as the best choice for anyone facing the same challenge.

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Investing in Bitcoin is often a high-stakes, high-reward endeavor. I invested CHF 30,000 into an online trading platform, optimistic about the potential returns. Initially, the investment seemed to be flourishing; within just a few weeks, its value climbed to CHF 39,000. The rapid increase was thrilling and felt like a validation of my decision. However, this initial euphoria soon gave way to frustration. I attempted to withdraw my profits, but each effort was thwarted by repeated blocks and obstructions from the platform. My attempts to access the funds were met with a series of difficulties, and it quickly became evident that something was seriously wrong. Realizing that I had likely fallen victim to a scam, I sought professional help. I contacted Digital Tech Guard Recovery, a firm known for its expertise in recovering lost or stolen cryptocurrency. The situation was dire, but Digital Tech Guard Recovery’s reputation for handling such cases gave me hope. The team at Digital Tech Guard Recovery acted swiftly and with precision. They employed advanced recovery techniques to address the complexities of my case. Their efforts were methodical and persistent, navigating through the platform's barriers and red tape. With their expertise, they were able to recover the full amount of CHF 39,000 that had been trapped. The resolution of my case was a significant relief. Digital Tech Guard Recovery’s intervention not only recovered my investment but also provided a sense of closure and security. This experience underscored the importance of carefully vetting trading platforms and remaining vigilant in the digital investment space. Thanks to the diligent efforts of Digital Tech Guard Recovery, I am now more informed and prepared for future investment opportunities.

HERO GRAPHICS: Your Trusted Partner for Wide Format Printing in Burbank

Located in the vibrant city of Burbank, HERO GRAPHICS specializes in delivering top-tier wide format printing solutions tailored to meet the diverse needs of businesses, artists, and event organizers. With cutting-edge technology and a commitment to quality, we bring your big ideas to life with vivid, high-impact prints that stand out.

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Wide format printing is essential for creating large-scale visuals that grab attention — from banners and posters to signage and vehicle wraps. At HERO GRAPHICS, we combine advanced printing equipment with premium materials to produce sharp, durable, and vibrant prints. Whether you need promotional materials for your business or eye-catching displays for an event, our team in Burbank ensures your project is handled with care and precision.

Why Choose HERO GRAPHICS for Your Printing Needs?
Local Expertise: Proudly serving Burbank and the surrounding areas, we understand the unique needs of our community.

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Your Bitcoin is Worth Fighting For: Discovering Pro Wizard Gilbert Recovery's Magic

In the world of Bitcoin recovery, Pro Wizard Gilbert truly represents the gold standard. My experience with Gilbert revealed just how exceptional his methods are and why he stands out as the premier authority in this critical field. When I first encountered the complexities of Bitcoin recovery, I was daunted by the technical challenges and potential risks. Gilbert’s approach immediately distinguished itself through its precision and effectiveness. His methods are meticulously designed, combining cutting-edge techniques with an in-depth understanding of the Bitcoin ecosystem. He tackled the recovery process with a level of expertise and thoroughness that was both impressive and reassuring. What sets Gilbert’s methods apart is not just their technical sophistication but also their strategic depth. He conducts a comprehensive analysis of each case, tailoring his approach to address the unique aspects of the situation. This personalized strategy ensures that every recovery effort is optimized for success. Gilbert’s transparent communication throughout the process was invaluable, providing clarity and confidence during each stage of the recovery. The results I achieved with Pro Wizard Gilbert’s methods were remarkable. His gold standard approach not only recovered my Bitcoin but did so with an efficiency and reliability that exceeded my expectations. His deep knowledge, innovative techniques, and unwavering commitment make him the definitive expert in Bitcoin recovery. For anyone seeking a benchmark in Bitcoin recovery solutions, Pro Wizard Gilbert’s methods are the epitome of excellence. His ability to blend technical prowess with strategic insight truly sets him apart in the industry. Call: for help.

Microblading Brows at Laser Body NYC: Perfect Your Look with Precision and Expertise

Are you looking to enhance your natural beauty with perfectly shaped eyebrows? Microblading is the solution you’ve been searching for! At Laser Body NYC, we specialize in offering premium microblading brows services that will leave you with flawless, natural-looking eyebrows that enhance your facial features.

What is Microblading?
Microblading is a semi-permanent eyebrow enhancement technique that involves using a fine blade to deposit pigments into the skin, mimicking the look of natural eyebrow hairs. The result is fuller, more defined brows that suit your face shape and personal style. Whether you're looking to correct sparse eyebrows or simply want a more defined arch, microblading brows can completely transform your look.

Why Choose Laser Body NYC for Microblading?
At Laser Body NYC, located at 99 Madison Ave, Floor 4, Suite 406, New York, NY 10016, we are committed to providing top-notch service and expert care. Our microblading artists are highly trained and experienced in the latest techniques, ensuring that your brows are designed with precision and accuracy. Here’s why you should trust us with your brow transformation:

1. Expert Technicians
Our team of skilled microblading artists uses their expertise to create brows that perfectly complement your natural facial features. We take the time to understand your preferences and ensure that you are happy with the shape, color, and fullness of your new brows.

2. Top-Quality Pigments and Tools
We use only the highest quality pigments and tools to ensure a long-lasting and natural result. Your brows will look amazing from the moment you leave our studio, and they will continue to hold their beautiful shape for months to come.

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Your comfort and safety are our top priority. We follow strict hygiene protocols and make sure you feel at ease throughout the entire process. From the initial consultation to the final result, we ensure a smooth and professional experience.

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Before beginning your microblading procedure, we offer a personalized consultation to understand your desired brow style and shape. Our artists will work with you to design the perfect brows tailored to your face shape and features.

How Long Does Microblading Last?
Microblading typically lasts between 12-18 months, depending on your skin type, lifestyle, and aftercare. Touch-ups are recommended to keep your brows looking fresh and defined.

What to Expect During Your Microblading Appointment?
When you come to Laser Body NYC for your microblading brows procedure, here’s what you can expect:

Consultation: We’ll discuss your brow preferences, desired shape, and color to ensure we achieve the perfect look.

Numbing: A topical numbing cream is applied to ensure that you’re comfortable during the procedure.

Microblading: The artist will use a fine blade to create hair-like strokes, filling in any sparse areas and designing your ideal brow shape.

Aftercare: We provide detailed aftercare instructions to ensure the best results and long-lasting beauty.

Book Your Appointment Today!
Are you ready to achieve the perfect microblading brows that will make you feel confident every day? Visit us at Laser Body NYC in New York City or call us at +1 929-800-7032 to book your consultation today. Our team is ready to help you achieve flawless, natural-looking eyebrows that complement your beauty.

Laser Body NYC is your trusted destination for microblading services in the heart of New York City. Come and experience the magic of expertly crafted brows that will leave you looking and feeling your best!

Willard Construction – Your Trusted Concrete Contractor in Mooresville, NC

If you're searching for a dependable and experienced concrete contractor in Mooresville, NC, look no further than Willard Construction. Conveniently located at 117 Clusters Cir, Mooresville, NC 28117, we specialize in delivering high-quality concrete solutions tailored to both residential and commercial needs.

Expert Concrete Services You Can Rely On
As a leading concrete contractor, Willard Construction offers a wide range of services, including:

Concrete Driveways & Walkways

Foundations & Slabs

Patios & Outdoor Living Spaces

Decorative & Stamped Concrete

Concrete Repair & Replacement

From small repairs to large-scale installations, our skilled team brings precision, durability, and aesthetic appeal to every project.

Why Choose Willard Construction?
What sets us apart as a concrete contractor is our dedication to craftsmanship, transparency, and customer satisfaction. We use top-quality materials and the latest industry techniques to ensure every job is done right the first time.

Our local roots in Mooresville mean we care deeply about serving our community with integrity and professionalism. We don’t just work here—we live here, and we’re committed to building strong, lasting relationships with our clients.

Get in Touch Today
Whether you're starting a new build or improving your current space, Willard Construction is the concrete contractor you can trust. Call us today at +1 (704) 459-8324 or stop by our office at 117 Clusters Cir, Mooresville, NC 28117 for a consultation or free estimate.

At Willard Construction, we're not just laying concrete—we're building the foundation for your future.

HOW DO I GET BACK FUNDS STOLEN FROM MY DIGITAL WALLET // CRYPT0 PANDEMIC HUNTER
I was devastated when I discovered my wallet had been hacked and 12.4 ETH stolen. It was a hell of an experience. Frantically searching for solutions, I stumbled upon Crypt0 Pandemic Hunter and decided to reach out, clinging to mere hope and desperation. From the very first interaction, their team displayed a remarkable level of professionalism and expertise.

They immediately began by analyzing blockchain network, tracing the movement of my stolen ETH with precision. They patiently explained their methods, detailing how they were utilizing advanced blockchain analytics tools and techniques to follow the digital trail. It was clear they possessed had better understanding of how hackers operate and the vulnerabilities they exploit.

They didn't give up, even when the trail seemed to grow cold. They critically tracked the ETH as it moved through various wallets and pooling tumblers, piecing together the puzzle with focus and dedication. Their communication was constant, providing regular updates and developments on the case. After much work the wallets holding my stole ETH were put on hold and the assets seized.

Thanks to their relentless efforts and specialized knowledge of blockchain forensics, Crypt0 Pandemic Hunter successfully recovered 11.3 ETH . I am so much grateful for their expertise and genuine desire to help victims. I highly recommend them to anyone who finds themselves in a similar unfortunate situation. They are truly the friends indeed in this complex crypt0 world.

Reach out to ;
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Betafort Recovery came to my rescue after I lost access to my Bitcoin trading accounts due to a phishing email mishap, resulting in a devastating loss of $87,500 worth of Bitcoin. Feeling lost and desperate, I turned to Betafort Recovery after reading countless positive reviews about their success in similar cases.

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What truly sets Betafort Recovery apart from other services on the market is their unparalleled tracking capabilities and ethical approach. They operate with transparency and integrity, ensuring that the recovery process is not only effective but also aligned with ethical standards. The platform’s seamless integration with cryptocurrency exchanges allowed them to act decisively and with precision, ensuring that the criminals were held accountable.

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Best in Recovery Stolen Bitcoin: Vacuum Cyber Hack can Help you out

When I realised my $395,000 worth of Bitcoin had been stolen, I was devastated. The thought of losing such a significant amount left me feeling completely powerless. After exhausting all options, I decided to reach out to Vacuum Cyber Hack. Their reputation for successfully recovering stolen cryptocurrency made them the obvious choice. From the very beginning, I was impressed by their professionalism and expertise. They quickly assessed my situation and immediately began working on a recovery plan. Using advanced algorithms and state-of-the-art forensic methods, Vacuum Cyber Hack tracked the stolen funds with remarkable precision. Throughout the process, they kept me updated, providing clear communication and ensuring my sensitive information remained confidential. Within a short time, Vacuum Cyber Hack successfully recovered my stolen Bitcoin, returning my funds and restoring my confidence in cryptocurrency security. Their efficiency, dedication, and ethical approach made all the difference. I’m incredibly grateful to Vacuum Cyber Hack for their exceptional service and for proving that even in the most challenging situations, recovery is possible. They truly set the standard for Bitcoin recovery services. I can confidently recommend them as the best choice for anyone facing the same challenge.

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The digital illusion emerged in February through an intricately fabricated Facebook persona, a supposed cryptocurrency guru flaunting opulent estates and glowing testimonials from “investors” basking in fabricated riches. Enticed by the allure of portfolio diversification, I engaged the profile, unaware of the deception that lay ahead. This individual, a master manipulator, spent weeks cultivating trust. They bombarded me with sleek marketing materials for a “cloud-based mining operation,” complete with counterfeit revenue graphs and forged regulatory certificates. Their pitch, a seamless blend of industry jargon and fabricated urgency, eroded my skepticism. I finally transferred an initial $15,000. Soon, the platform’s dashboard reflected impressive returns and even allowed a $2,500 withdrawal a calculated move to lull me into complacency. Encouraged, I invested an additional $75,000 over the next three weeks. Disaster struck when I attempted a larger transfer . The platform began rejecting my requests, citing vague “liquidity fees” and unverifiable fiscal requirements. Then, the scammer disappeared, erasing all traces. A blockchain audit confirmed my worst fear: the entire interface had been a mirage. My investments had been siphoned off and scattered across untraceable accounts or so I thought. Searching for help, I combed through online communities searching for a path forward. I eventually discovered Digital Tech Guard Recovery, a group of hackers who recover cryptocurrency through cyber forensics and deep crypto analysis. Their reputation, reinforced by detailed investigative reports and positive case outcomes, gave me hope. From the moment I contacted them, Digital Tech Guard Recovery approached my case with precision and professionalism. They explained how sophisticated scams exploit non-custodial wallet vulnerabilities and fake API integrations to siphon funds into crypto tumblers, concealing the trail. Using advanced tracing protocols and proprietary forensic tools, Digital Tech Guard Recovery tracked the movement of my stolen Bitcoin through a web of anonymized wallets, eventually locating the funds at an offshore exchange notorious for weak compliance. With cryptographic evidence in hand and coordination with international legal teams, Digital Tech Guard Recovery secured an emergency freeze on the assets. Within 48 hours, my funds were returned to a secure cold wallet. This was a harsh education in the dark side of digital finance. Thanks to Digital Tech Guard Recovery, I reclaimed what was lost. Now, I navigate crypto with vigilance, knowing that caution is the only true safeguard in a world where deception often wears a digital face.