Trending February 2024 # Reduce Retraining By Recycling Prompts # Suggested March 2024 # Top 7 Popular

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This article was published as a part of the Data Science Blogathon.

Introduction

Empirical evidence suggests that the large language models (LLMs) perform better on downstream tasks. And with the help of parameter-efficient methods, a single frozen pre-trained LLM can be leveraged to execute various tasks by learning task-specific soft prompts that modulate model behavior when concatenated to the input text. However, these learned prompts are tightly coupled to a given frozen model, so if the model is updated, the corresponding new prompts need to be retrieved. Considering this, would it not be better to devise an adaptive and task-agnostic solution? Given this, researchers from GoogleAI have proposed and investigated several approaches to “Prompt Recycling”, where a prompt trained on a source model is transformed to work with the new target model.

The proposed methods do not leverage supervised pairs of prompts, task-specific data, or training updates with the target model, which would be as costly as re-tuning prompts with the target model from scratch.

Now, let’s dive in and take a closer look at the proposed methods.

Highlights

GoogleAI researchers proposed and investigated several approaches to “Prompt Recycling,” where a prompt trained on a source model is transformed to work with the new target model.

Learned transformation based on structural similarities between the models is applied to the prompt to build a new prompt suited to the target model. It infuses extra information beneficial for some tasks beyond the target model’s in-built knowledge.

The recycling performance of the recycler declines when more and more tokens are used.

Recyclers perform better when applied to different models and source prompt combinations. It was noted that the Base → Large recycling is unstable and that Large → Base recycling is more reliable and generates stronger prompts than Base → Base recycling, and the recyclability tends to decrease the more a prompt is trained.

What’s the Need for Recycling Prompts?

As we briefly discussed in the Introduction section, a single frozen pre-trained LLM can be leveraged to perform various tasks by learning task-specific soft prompts that modulate model behavior when concatenated to the input text. However, these learned prompts are tightly coupled to a given frozen model they were trained with. So, when a model is presented with new input to steer the model towards solving a new task, the activations of the model need to be modified.

Moreover, when the frozen model changes, the patterns of how it processes a given input also change, and the modifications induced by these approaches are no longer relevant. Thus, parameter-efficient methods also need retraining when the frozen models change.

Method Overview

To mitigate the aforementioned issues, the soft prompts learned via Prompt Tuning for a source model Ms are adapted to work with a target model Mt without needing any training of the target model. This approach is termed “Prompt recycling” which is illustrated in Figure1.

Figure 1: Framework for building a task agnostic Prompt Recycler (r) capable of transforming prompts (Ps) tuned for a source model (Ms) into prompts (P’t) that can be used with a target model (Mt).

For each experiment, three steps are followed:

Train a source prompt (Ps) for some task (T) using the source model (Ms).

“Recycle” the prompt with the help of some function (r) learned through the correspondence between the models so that the prompt is transformed into one that’s relevant for the target model. This transformation also takes care of any changes in prompt size that may be needed when moving between models of different sizes.

Evaluate the recycled prompt (P’t) with the target model (Mt) on the held-out split of task (T).

The proposed recycling methods aid in transferring prompts between the models. Under optimal settings, 88.9% of recycled prompts performed better than the target model’s zero-shot capabilities. However, the performance of the recycled prompts still lags behind the prompts trained from scratch with the target model (see Table1). Additionally, recycling from a larger source model to a smaller target model enhanced the reliability and performance of the recycled prompt. 

Table 1: Results indicate that the recycled prompts’ performance lags behind the best-case performance of re-tuning directly on the target model but exhibits gains over zero-shot performance and random prompts.

Types of Prompt-Recycling Methods

Broadly, the following two methods were proposed for recycling the prompts:

A) Vocab-to-vocab transformations (v2v)

v2v-lin

v2v-nn

B) Linear Combination (lin-comb)

Figure 2: Graphical abstract of the proposed prompt-recycling methods

Notably, both methods are based on correspondences between the embedding representations of tokens across the two models.

It was hypothesized that a recycler trained to map embeddings from Ms to Mt can also be used to map prompts. In addition, the following assumptions were also made:

Prompts are analogous to token embeddings since they are fed into the model similarly.

The structural similarities exist in the relationships between tokens in the embedding spaces of different models.

Across models, the relationship between token embeddings and prompt representations is similar.

Now, let’s take a closer look at the proposed methods.

A mapping across the vocabulary embeddings of two models are learned and applied to a prompt. A function needs to be found such that:

                                                                         f(Vs) = Vt   

Then the target prompt is estimated as follows:                                                                         

where Vs: Vocabulary of the source model (Ms)

Vt : Vocabulary of the target model (Mt)

1) v2v-lin: In this method, the function (f) is parameterized as a linear projection, and least squares are used to solve for a matrix Y such that

                                                                        YVs = Vt 

and then the P’t is calculated as follows: P’t = Y Ps.

2) v2v-nn: In this method, the function f is parameterized with a small neural network (NN), mapping the source embedding of size Es to the target embedding of size Et employing a hidden dimension of 4 ∗ Et and ReLU activation functions.

B) Linear Combination (lin-comb): In this method, the source prompt Ps is represented as a linear combination of vocabulary embeddings:

                                                                          VsX = Ps

Once X is determined, the same linear combination is used on the target embedding vectors, for the corresponding tokens, for generating the estimated target prompt:

                                                                           P’t = VtX

Results

1. Recycling Performance as a function of the number of words: Figure 3 shows that recycling performance varies greatly when a few token embeddings are used to learn the recycler (r). It also demonstrates that performance declines when more and more tokens are used, probably due to the relative rarity of these later tokens.

Figure 3: Graph illustrating the recycling performance of the recycler as a function of the number of words (Source: Arxiv)

2. Effect on Recyclability of prompt: As training progresses, prompt encounters repeated input and output pairs as multiple epochs loop over the dataset several times, and the prompt becomes increasingly specialized for completing this specific task in conjunction with this specific frozen model.

Figure 4 illustrates that recycling prompts later in training result in reduced recycling reliability. The source prompt begins to overfit the peculiarities of the specific source model with which it was trained. By 2,000 steps, trained prompts converge, they are within 2.25% of their maximal performance, and they begin to exhibit a growing loss on the validation set with stalling accuracy, indicating that the model is becoming more confident in its incorrect answers.

Figure 4: Graph illustrating that the recyclability decreases as the source prompt is trained longer. (Source: Arxiv)

3. Recycling Across Model Sizes: Table 2 highlights inconsistency in performance when recycling from Base→ Large, and the mean performance of recycling is less than that of random prompts. For SST2, a significant boost in performance is observed over Base → Base recycling, but not when compared to random prompts for IMDB. On average, Base → Large recycling is far more likely to outperform the Zero-Shot baseline than Base → Base recycler.

Table 2: Results depicting the inconsistency in performance when recycling from Base→ Large (Source: Arxiv)

Also, it was noted that recycling from Large → Base is more reliable than Base → Base recycling, especially for SST2 (See Table 3). This indicates that the prompts trained with Large models either memorize their task-specific information in a way that is simpler to transfer to the Base model, or that Large prompts leverage the information stored in the Large model in a way that translates to knowledge extraction for Base models. This finding also suggests that better recycling methods may act similar to distillation methods and transfer knowledge from prompts trained on larger models to smaller ones.

Table 3: Recycling from Large → Base is more reliable than Base → Base recycling, especially for the SST2. (Source: Arxiv)

4. Reliability of recyclers across various settings: Table 4 illustrates how different recyclers operate substantially differently in different settings. The v2v-nn recycler is the best Base → Base recycling method, while the other methods underperform. The other methods performed well in scenarios where the source and target models are of different sizes, especially for the SST2 dataset.

Table 4: Reliability of three recyclers across various settings. (Source: Arxiv)

To summarize, in this article, we learned:

1.  Recycling prompts between different models is possible but difficult.

2. Learned transformation based on structural similarities between the models is applied to the prompt to build a new prompt that is suited to the target model and infuses extra information beneficial for some tasks beyond the target model’s in-built knowledge. This manifests as recycled prompts outperforming the target model’s zero-shot performance.

3. Recycling performance of the recycler declines when more and more tokens are used. Moreover, the recycled prompt performs better than randomly sampled prompts but not better than the re-tuned prompts trained in conjunction with the target model.

4. Recyclers perform better when applied to different models and source prompt combinations. It was noted that the Base → Large recycling is unstable and that Large → Base recycling is more reliable and generates stronger prompts than Base → Base recycling, and the recyclability tends to decrease the more a prompt is trained.

5. The v2v-nn recycler is the best method for Base → Base recycling, while the other methods (v2v-lin and lin-comb) underperform. The other methods performed well in scenarios where the source and target models are of different sizes, especially for the SST2 dataset.

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Explore Your Passion: 50 Awesome Chatgpt Prompts

Welcome to ChatGPT, your ultimate source of inspiration and knowledge! We are here to provide you with awesome ChatGPT prompts that will challenge your creativity, stimulate your thinking, and broaden your horizons. Whether you’re looking for thought-provoking questions to spark your imagination, or you simply want to explore new ideas and perspectives, our prompts will help you do just that. With a wide range of topics to choose from, you’re sure to find something that piques your interest and inspires you to engage in meaningful conversation with others. So, let’s dive into the world of awesome ChatGPT prompts and discover new ways to expand our minds and connect with one another!

See More: How To Make Money $300 to $1000 A Day With ChatGPT

50 Awesome ChatGPT Prompts

If you could have any job in the world, what would it be and why?

What is the most important lesson you have learned in life, and how has it influenced you?

If you could live in any country, which one would you choose and why?

What is the most memorable experience you have had while traveling, and why was it so impactful?

If you could have dinner with any historical figure, who would it be and what would you ask them?

What is your biggest fear, and how do you cope with it?

If you could change one thing about yourself, what would it be and why?

What is the most important value you hold, and how has it guided your decisions and actions?

If you could be any animal, what would you choose and why?

What is your favorite book, and how has it influenced your life?

What is the most beautiful place you have ever been to, and why was it so breathtaking?

If you could have any talent, what would it be and how would you use it?

What is the most important relationship in your life, and how has it shaped who you are today?

If you could travel back in time and witness any event, which one would you choose and why?

What is the most important goal you have set for yourself, and how are you working towards achieving it?

If you could have any superpower, what would it be and how would you use it?

What is your favorite hobby, and how has it enriched your life?

If you could live in any era of history, which one would you choose and why?

What is the most important lesson you have learned from a mistake, and how has it helped you grow?

If you could have any amount of money, what would you do with it and why?

What is your favorite type of music, and how does it make you feel?

If you could be any fictional character, who would you choose and why?

What is your favorite quote, and how has it inspired you?

If you could go on a road trip with anyone, who would you choose and where would you go?

What is the most meaningful gift you have ever received, and why was it so special?

If you could have any type of pet, what would it be and why?

What is your favorite season, and why do you love it?

If you could live in any fictional world, which one would you choose and why?

What is the most important thing you have learned from a friend, and how has it impacted your life?

If you could have any type of transportation, what would it be and why?

What is your favorite quote from a movie or TV show, and why does it resonate with you?

If you could have any type of food right now, what would it be and why?

What is the most important quality of a good friend, and how do you cultivate that in your relationships?

If you could have any type of job for a day, what would it be and why?

What is your favorite outdoor activity, and why do you enjoy it?

If you could be any character from a book or movie, who would you choose and why?

What is the most important lesson you have learned from a family member, and how has it shaped your life?

If you could live in any city, which one would you choose and why?

What is the most important value you want to instill in your children, and why

If you could have any type of career change, what would it be and why?

What is your favorite memory from your childhood, and why is it so special to you?

If you could have any type of impact on the world, what would you want it to be and why?

What is the most important lesson you have learned about love, and how has it impacted your relationships?

If you could have any type of skill, what would it be and why?

What is your favorite type of art, and how does it inspire you?

If you could have any type of educational opportunity, what would it be and why?

What is the most important lesson you have learned about forgiveness, and how has it impacted your life?

If you could have any type of physical ability, what would it be and why?

If you could have any type of impact on future generations, what would you want it to be and why?

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Iphone 5S Touch Id Prompts Us Senator Security Concerns

iPhone 5s Touch ID prompts US Senator security concerns

US Senator Al Franken has waded into controversy over Apple’s Touch ID biometric system on the iPhone 5s, challenging the Cupertino firm to address his security concerns about stolen fingerprints and data privacy. In an open letter to Apple CEO Tim Cook – in which he’s quick to point out that he himself uses an iPhone – Senator Franken highlights the fact that fingerprints, unlike a password, cannot be changed by the individual. “You have only ten of them” the senator writes, “and you leave them on everything you touch; they are definitely not a secret.” However, while the letter makes some reference to Apple’s already public security measures, it also seems to confuse exactly which part of the finger Touch ID is assessing.

Senator Franken’s questions fall into two general categories: the security of the fingerprint scanning technology itself, and the privacy policies of the data it collects. On the former, despite talk of people “lifting” fingerprints with adhesive tape and using them to spoof fingerprint scanners, Apple’s system supposedly relies not on the surface of the fingertip but what’s going on underneath it.

In an explanation on Apple’s support pages, the company describes how the “500 ppi sensor” relies on information from the “subepidermal layers” of the finger to identify each user:

Unfortunately, specific details on the subepidermal system involved are still in short supply. The suggestion is that by relying on what’s beneath the surface of the fingertip, it’s impossible to dupe the Touch ID system with a copied print lifted from, say, a glass or touchscreen. That would fit with our own attempts to fool the iPhone 5s as part of our review using prints picked up with Scotch tape.

As for where the fingerprints themselves are stored, as Franken notes Apple is using a secured area of the A7 chip in the iPhone 5s. “Is it possible to extract and obtain fingerprint data from an iPhone? If so, can this be done remotely, or with physical access to the device?” the Senator writes, also questioning whether it would be “possible to convert locally-stored fingerprint data into a digital or visual format that can be used by third parties.”

iPhone 5s Touch ID demo:

According to Apple’s own security policy, an image of the fingerprint itself is never actually retained. Instead, Touch ID calculates a “mathematical representation” of the key shapes of the fingerprint, which is than only ever kept locally on the iPhone 5s itself, not backed up to the cloud.

Although the technological side of the biometric system is one part of the lawmaker’s concerns, the others center on how the extra user data fits into privacy policies and legal requests for information disclosure about iPhone 5s users. As Senator Franken points out, the USA Patriot act, the FBI’s National Security Letters, and other legal challenges can force companies to disclose information about electronically-stored information and data on subscribers.

“Under American privacy law, law enforcement agencies cannot compel companies to disclose the “contents” of communications without a warrant, and companies cannot share that information with third parties without customer consent. However, the “record[s] or other information pertaining to a subscriber… or customer” can be freely disclosed to any third party without customer consent, and can be disclosed to law enforcement upon issuance of a non-probable cause court order. Moreover, a “subscriber number or identity” can be disclosed to the government with a simple subpoena. See generally 18 U.S.C. § 2702-2703

Does Apple consider fingerprint data to be the “contents” of communications, customer or subscriber records, or a “subscriber number or identity” as defined in the Stored Communications Act?” Senator Al Franken

At the time, Apple pointed out that it could not be expected to hand over data that it itself had not retained, such as Siri requests, or indeed data that it cannot decrypt, such as iMessage chats:

“There are certain categories of information which we do not provide to law enforcement or any other group because we choose not to retain it … For example, conversations which take place over iMessage and FaceTime are protected by end-to-end encryption so no one but the sender and receiver can see or read them. Apple cannot decrypt that data. Similarly, we do not store data related to customers’ location, Map searches or Siri requests in any identifiable form” Apple

Much of the uncertainty around the Touch ID technology appears to come from questions about how the system works. According to Securosis’ Rich Mogull, unlike the optical fingerprint sensors on some laptops and older Motorola smartphones, Apple’s system relies upon the unique capacitive resistance of the finger rather than simply its physical appearance.

In fact, the Touch ID sensor tracks the electrical conductivity – as well as other, more subtle characteristics – of the fingertip, which differs where the non-conductive surface layer of skin and the conductive tissue underneath are marked in arches, loops, or whorls. Whereas optical sensors could be confused with as little as a photocopy of a fingerprint, or indeed marred with scratches or ink stains on the user’s fingertips, Apple’s will prove far tougher to break through.

“It’s harder to spoof as you have to emulate the capacitive properties of the finger rather than just reproduce its appearance,” Mogull explained to us. “Every little variation in your finger is going to affect that conductive field.”

The Best Chatgpt Prompts For Business, School, And Everyday Life

Calvin Wankhede / Android Authority

AI chatbots like ChatGPT can automate a lot of time-intensive tasks, but they’re not always easy to use. The idea is simple in theory — all you have to do is type in a text prompt, which includes a series of requests and any other information you need to convey. The chatbot will then respond in a human-like manner with exactly what you ask for. But that precision comes at a cost as ChatGPT will misunderstand or provide only partial answers if you don’t frame your prompts correctly. To that end, here are a few examples of the best ChatGPT prompts you can use for inspiration.

Best ChatGPT prompts for everyday tasks

Edgar Cervantes / Android Authority

We all perform mundane tasks like writing emails and coming up with travel itineraries, so why not let an AI do most of the heavy lifting? You can also finally take the chatbot on the go, thanks to the release of the official ChatGPT smartphone app. To that end, here are some prompts you can use in your everyday life.

Use ChatGPT to help you learn a new language

One of the best ways to learn a new language is to fully immerse yourself, but that can be difficult if you don’t know anyone that speaks it. Luckily, ChatGPT can understand and respond in over a hundred languages. Here are a few prompts you can use:

Translate ”‘May I know the Wi-Fi password?” into Spanish.

I’m learning French, please critique my grammar and suggest if I could reframe the following sentence to sound more natural. (Follow up the prompt with a paragraph or other text input)

How do I pronounce X word or phrase?

Can you help me expand my Thai vocabulary? I’d like to become fluent enough to order at restaurants in Thailand.

I’ll be in Bangkok for seven days. Please come up with a detailed itinerary that gives me time to rest every afternoon to escape the heat.

My cruise ship docks at Belize for the day. What are some things I can see and do in a single day?

What kind of gifts can I buy on my trip to Southeast Asia?

Can you help me with packing suggestions for a seven-day trip to Eastern Europe?

ChatGPT prompts for meal planning

Don’t have the time to meal plan? I’ve personally used ChatGPT to find obscure recipe ideas that I wouldn’t have thought about. Here are a few prompts you can use:

I have X ingredients in my fridge and pantry. How can I use some or all of them to make a delicious meal?

I’d like to cook a big pot of something that I can eat for the next few days. Do you have any suggestions?

I have an allergy to X. Can you modify the following ingredients list and find appropriate substitutions?

Whether you need to lose weight or stay in shape, just ask ChatGPT for help with achieving your goal.

I don’t have any training equipment at home. What are some workouts or exercises I can do to build muscle?

What are some protein-rich foods I can eat daily? I’d like to avoid supplements. How do I incorporate them into my diet?

Please come up with a 30-day running plan that gradually builds up to prepare me for an upcoming half-marathon.

Best ChatGPT prompts for work and business

Calvin Wankhede / Android Authority

Many tasks can be automated with a computer, but not all of them have an app or program available yet. With generative AI like ChatGPT, you can come one step closer to full automation. For example, writing a tailor-made email is a tedious task if done manually but a chatbot can make short work of it. Here’s a selection of our best ChatGPT prompts for work and business.

Let ChatGPT respond to your email

While we’re still waiting for Google to integrate its Bard chatbot into Gmail, you can already manually ask ChatGPT to write an email. From there, it’s as simple as copying the output into your email client and firing it off to the right address.

What kind of personal details should I include in the opening paragraph of an email to my bank? I’m writing to file a chargeback against a merchant.

Frame an email addressed to HR enquiring whether I’m due for a pay increase this year.

Draft an email to X newspaper’s editor asking if they’re willing to cover event Y at our company.

ChatGPT prompts for marketing

Please help me write an email announcing a promotional sale between May 12 and 18. Can you suggest some ways in which I can make the email sound more inviting?

We’re trying to target a new demographic (explain the target audience). How should we market product X to them?

ChatGPT prompts for a sales letter

Write a sales letter that induces a feeling of urgency to buy product X. We plan to discontinue it within the next few months, but we don’t want to make that too obvious in the letter.

Draft a sales letter encouraging the reader to participate in a risk-free trial for a mattress. They can return it after 30 days for a full refund as part of our no-questions-asked guarantee

Please generate a few customer testimonials I can use to sell my product in an email newsletter.

Best ChatGPT prompts for school, college, and education

Calvin Wankhede / Android Authority

Finding your coursework challenging? Large language model-based chatbots have been trained on a variety of topics and know a lot about the world. If you specify you’re looking for homework help, you probably won’t get a direct answer but it will most likely point you in the right direction. From essay writing to understanding complex topics, here are a few ways in which you can use ChatGPT for school and college.

ChatGPT prompts for writing

Write the introduction for an essay on the French Revolution, specifically the Storming of the Bastille.

Generate a title for my essay discussing the causes and effects of abject poverty in developing countries.

Here is an essay I’ve written, please critique it from the perspective of a college professor. Suggest some ways in which I could improve my analysis to present an unbiased view of the subject matter. [Paste your essay at the end of the prompt, keeping ChatGPT’s character limit in mind]

Give ChatGPT a coding assignment

In addition to English and a few dozen other languages, ChatGPT was also trained on samples of computer code. It understands a variety of coding languages, both old and new. You can use ChatGPT to write brand-new code or debug your existing codebases.

Generate a JavaScript function that validates whether a user has correctly filled up a sign-up form, including the email, password, and phone number fields

Explain how this code works: [Paste code here]

Please generate a Python function that grabs the headlines from X news website using the requests and BeautifulSoup libraries. I’d like the top 10 headlines sent to me via a messaging app. How do I accomplish that?

ChatGPT prompts for learning

Can you explain the theory of relativity with language suited for a high school student?

Summarize the Cold War and how it accelerated nuclear research worldwide. Did the research have any positive outcomes? Also briefly touch upon the current status quo.

What are some common misconceptions about climate change and global warming? How do I refute them?

How To Reduce Supply Chain Complexity With These Case Studies

How customers get the products they want when they want it is an issue that all companies face. Reducing supply chain complexity often means looking within.

Here’s how three companies are trying to do just that.

Blount Fine Foods Corp. Is a soup and sauce maker based in Fall River, Mass.

The company’s customers include grocery store chains, food service distributors and other vendors selling soup to consumers, said Mike Backes, director of enterprise information systems at Blount. The soups are sold throughout the US under the Blount, Legal Sea Foods and Panera Bread brands.

Today, Blount’s technology team is transforming its information systems, including re-implementing the Sage X3 to leverage the platform’s supply chain and logistics facilities to reduce supply chain complexity. Blount implemented the Sage X3 in 2005, a system designed specifically for process manufacturers to handle its growing business.

Before Blount’s technology team began the implementation project, the company had more than 100 access databases all integrated with “Spider-Webbed” and the Sage X3, Backus said.

Blaus said that soon Sage will use modules planning the material requirements to better manage what products it needs to make, what raw materials it needs to buy and where the company needs to ship the products And at the same time a lot of labor needs to be cut in labor, Backus said. .

“We want to use sage to reduce waste, get the right order quantity, get the right minimum stock on hand, and reduce deductions when we are not able to fully ship customer orders Maybe – maybe that’s why we don’t have enough product on hand, for example, “he said.

The company also plans to add some new functionality, including adding Sage X3’s customer relationship management module, and a new electronic data interchange system.

The Wenger Group uses ECM to streamline its supply chain

The Wenger Group operates eight milling locations in Pennsylvania and eight in Maryland.

A supply chain challenge the Wenger Group faced: its legacy paper-based processes cannot continuously capture operational data in a timely manner.

Paper records produced from their manufacturing processes were stored in various physical locations, limiting access to documents, said Michel Lombardo Smith, LaserFichia business analyst at The Wenger Group.

In 2024, the Wenger Group decided to deploy an enterprise content management (ECM) system with a workflow component to streamline its supply chain by automating some of its processes and capturing data associated with its processes. The following year, Wenger moved from paper-based digital document management using Laserfitch’s ECM system.

“The importance behind automation is audit trail, tracking, automated approvals, report generation and data collection that we can get out of Laserfiche that we didn’t have in the manual process,” Lombardo said.

The Wenger Group uses the functionality of the workflow and electronic forms of Laserfiche’s ECM system to capture all of its key documents into an electronic repository. These documents include its safety data sheets that provide a list of chemicals in the company’s mills as well as ingredients used in animal feeds. That information is now automatically recorded at appropriate mills and electronically, making it easy to detect.

Lombardo said that in the past, the company had manually updated security data sheets in the binders at each of its locations.

“We had to be able to provide those safety data sheets [as required by law], and it was quite labor intensive,” she said. “Now we can identify location by chemicals as well as different levels of ingredients, so we can easily identify where we might have something to miss on a particular object.”

The Wenger Group has realized other benefits from automating its documentation, including increasing customer satisfaction and reducing staff time.

For example, scanning and processing delivery tickets within one day of delivery has enabled the company to reduce its invoice processing time from six hours to three, Lombardo said. And the company was able to increase its customer goodwill because it had fewer invoice errors.

Although the Wenger Group is not currently using any equipment outside of Laserfiche to streamline its supply chain, the company plans to implement a new ERP system.

Also read: Top 10 Best Software Companies in India

Perfectly Posh focuses on an agile supply chain

Located in Salt Lake City, Perfect Posh is an 8-year-old skincare company that delivers products to its group of protesters who then host in-house or online parties, attend vendor events, host fundraisers, or own Websites that sell online with self. The company also conducts direct sales to consumers on its website.

Fully poses what it calls naturally based pampering and self-care products, including soaps, hand and face creams, face washes and body scrubs.

“We strive to allow people to buy our products or market our goods any way that they choose,” explained Jonee Woodard, the organization’s COO.

By way of instance clients might want to purchase direct, purchase wholesale to market or be the third party e-commerce businesses.

So, however, is that mathematically Posh must get a very agile supply chain to receive its goods to its clients in addition to function in a really effective method to process all of orders in real time,” she explained.

A number of the organization’s orders are extremely big, possibly million dollar retail orders, while some are just single-unit orders, Woodard said. However, either way, the business must process them efficiently and economically. And that is where NetSuite comes from an ERP perspective and also an order processing standpoint,” she explained.

“And, what’s more, by a plug-and-play perspective where I could plug in best practice tools at front, like our Salesforce e-commerce site, along with the rear end that NetSuite performs effortlessly with,” she explained. “NetSuite also plays well with all our proprietary order management system”

On the side, mathematically Posh uses Domo because its business analytics application, which resides in with NetSuite, Woodard said. On the satisfaction side, Perfectly Posh’s third-party provider, VisibleSCM, is additionally able to plug into NetSuite.

“We pass on orders to Visible and they send them exceptionally efficiently and they then stream the trade details back to us, and we subsequently send our clients,” Woodard said.

It is absolutely crucial that every one these tools function instantly and transmit to NetSuite since there is not time to download or upload orders or download or upload buy orders or determine stock, Woodard said.

“NetSuite is the backbone and soul of the whole organization that allows us understand where the product is in the buy order all of the way to the final-mile delivery when it’s been delivered to the customer,” Woodard said.

Before wholeheartedly implemented NetSuite at 2024, it had been running its own supply chain future operations onto a hodgepodge of different instruments that didn’t work nicely together, she explained.

Besides working with the organization’s other distribution chain programs, NetSuite fit the charge to get Perfectly Posh since it had been best in class concerning stability, scalability and the consumer experience, based on Woodard.

5 Best Eve Online Vpns To Reduce Ping And Increase Co

5 Best EVE Online VPNs to Reduce Ping and Increase Co-Op Split tunneling is a sure fix in EVE Online for high-pings

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EVE Online is a space MMORPG that you can play on Steam for free.

Featuring PvP and co-op content, the game is available for Windows and Mac.

If you can’t play the game smoothly due to lag spikes, high ping, and other latency issues, we have the solution.

Use a high-speed EVE Online VPN to handle these problems, check the guide for more details.

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If you’re having lag spikes and high ping issues, get an Eve Online VPN to quickly resolve this matter.

Published by CCP Games, EVE Online is a free-to-play space-themed MMORPG with unlimited possibilities. You can engage in various activities and professions, such as mining, piracy, trading, exploration, and combat. 3 best VPNs for EVE Online to fix lag and reduce ping

It features online PvP and co-op content. You can play it on Windows and Mac, including Steam. Regrettably, many users report EVE Online lag which stops them from enjoying the game. If you’re one of them, you can use a VPN to improve your ping and gameplay.

Can I use a VPN on EVE Online?

By getting equipped with a powerful EVE Online VPN, you can not only speed up your Internet connection but also protect your gaming sessions from DDoS attacks. In fact, the makers of EVE Online encourage VPN and proxy use to handle connection or login issues.

Besides, you can also reduce packet loss with a VPN. However, not all VPN services are optimized for gaming, so we’re here to help you find a premium EVE Online VPN with numerous servers, network optimization features, and security options.

How do I make EVE Online run faster?

There some key aspects you should consider while running EVE Online:

Everything should have the visuals on the lowest setting or turned off, notably the graphically demanding function shadow.

Restarting your computer throughout the day can effectively reset the RAM and refresh your PC.

Update your graphic card drivers; in some circumstances, it’s been noted that outdated drives can damage your gaming experience.

If you are a gamer, you should utilize MSConfig to turn off programs that run in the background when Windows starts.

Install a VPN service that reduces network fatigue or shields you against DDoS attacks. It makes sense for your preferred VPN to have fast connections, but the ideal VPN for EVE Online is the one that reduces network congestion.

ExpressVPN is yet a trusted service that fixes network congestion and helps you download and play Steam games at the same time. It offers more than 3,000 servers spread over 94 countries, which is both a higher number of servers and a wider variety of locations. This is such a great asset to minimize pings and increase Co-Op.

To ensure you’re being treated to the best degree of performance, ExpressVPN uses a number of alternative protocols (including Lightway, OpenVPN, and IKEv2) and then chooses the most suitable one for your individual network. 

You will find that after you connect to ExpressVPN it can run in the background while you play, reduce lag and fix high FPS drops undoubtedly.

In summary, you have a lot of options with these four protocols and may set up ExpressVPN on just about any device you choose. It’s compatible with all major platforms and devices including PS4, Xbox, and even routers.

The data channel for OpenVPN uses AES-256-CBC encryption with HMAC SHA-256 data authentication.

What else you should know about ExpressVPN:

Multiple Concurrent Connections

Protocol Choices

Unlimited Bandwidth

No Log Storage

Varied Server Locations

Unlimited Server Switches

Live Customer Support

Multiple Payment Methods

ExpressVPN

All-in-one VPN service, with such great response times, and recommended by experts in gaming.

Check price Visit website

The best way to eliminate EVE Online lag is by using Private Internet Access (PIA). Made by Kape Technologies, PIA is one of the fastest VPNs for gaming that you can use to improve your online co-op and PvP sessions. It can also fix packet loss.

You can connect to more than 3,300 VPN servers spread across 48 countries, choose from static and dynamic IP addresses, and use exclusive DNS servers. Plus, PIA is the only VPN on this list that supports native port forwarding, which is an essential feature for hosting game servers.

Private Internet Access can disable VPN encryption if you need an extra boost in Internet speed, although this doesn’t help with security. However, if you stumble upon issues when attempting to reduce EVE Online game lag, you can turn to the 24/7 live chat support.

What else there is to know about PIA:

Compatible with all major platforms

Allows 10 connections from the same PIA account

No data logs

An incredibly fast EVE Online VPN to lower your ping

30-day money-back guarantee (no free trial)

Created by Tefincom & Co., NordVPN can not only eliminate EVE Online lag issues but also fix Xbox packet loss. It lets you configure custom DNS servers to enhance your gaming connection speed, as well as protect your browsing sessions with CyberSec, an exclusive malware blocker.

Furthermore, NordVPN has an integrated kill switch ready to turn off your VPN should your Internet connection drop unexpectedly, in order to maintain your online anonymity. Also worth noting is that it uses OpenVPN to encrypt your data without hampering the bandwidth.

What else there is to know about NordVPN:

Works with all major platforms

Supports 6 simultaneous device connection

Zero-logging policy

A highly secure EVE Online VPN that fixes lag

30-day money-back guarantee (no free trial)

NordVPN

Stay anonymous and enjoy countless hours through the wide range of server locations to increase Co-Op.

Check price Visit website

Surfshark is a fantastic VPN for uses other than gaming because it offers you a lot of value for your money. It even set the precedent for enabling customers to connect an unlimited number of devices, and it has over 3,200 servers spread over 65 countries.

Additionally, you have a seven-day free trial of Surfshark. Surfshark is one of the best VPNs for gaming since it can lower ping when playing in other regions.

If you are wondering if VPNs can prevent DDoS attacks, the answer stands in using Surfshark to conceal your IP address. Another player may try to sabotage your internet connection if they can see your IP address and win by doing so.

They accomplish this by purposefully overwhelming your server with web traffic, which can lag. It’s a common problem in EVE Online to have high latency ping games after a Windows update. This can be fixed with Surfshark VPN.

What else there is to know about Surfshark VPN:

Works with various streaming and gaming services

Great for countries with strict online censorship laws

Easy to install

Affordable

Top ping performance

Top-notch protocol selection

CyberGhost VPN is an excellent EVE Online VPN, thanks to its high-speed servers and superior security features. You can use it to fix Wi-Fi packet loss, protect your DNS queries with private DNS servers and leak protection, or enable split tunneling to create whitelists or blacklists.

You can quickly connect to the nearest VPN servers and get the best possible speed to resolve EVE Online lagging issues. CyberGhost VPN is optimized not only for gaming but also for streaming, torrenting, and secure browsing. It can unblock sites by evading geoblocks.

What else there is to know about CyberGhost VPN:

Can be installed on all major platforms

Connect up to 7 devices using a shared account

No identifying logs

Easily reduces your EVE Online high ping

45-day money-back guarantee (1-day free trial)

CyberGhost VPN

Your best bet with this VPN is to unblock geo-restricted best servers for EVE Online.

Check price Visit website

Where are EVE Online servers located?

Who the primary internet service provider for Eve Online remains unclear. In 2023, Pearl Abyss acquired CCP Games, and it is likely that they now control the server infrastructure.

Given that this company is South Korean, there is a significant likelihood that they are collaborating with a domestic provider. But it’s not necessary for this to be the case. The EVE Online server cluster, which is kept up in London and is now the biggest supercomputer used in the game business, is maintained by IBM.

From our research, we recommend you connect to UK, South Korea, and China servers for the top gaming experience with EVE Online.

Tip

To fix multiplayer connection issues in other games, visit our

Join our EVE Online Hub to stay in touch with everything you need to know about this chúng tôi fix multiplayer connection issues in other games, visit our Gaming VPN section

To summarize, if you’re having trouble playing EVE Online due to lag spikes, high ping, and latency, use a trustworthy VPN to handle this problem by fixing network congestion.

It can be challenging to find the best EVE Online VPN, especially when there are so many virtual private network solutions on the web. If you can’t decide between the three services we described above, we suggest going with ExpressVPN.

Your connection is not secure – websites you visit can find out your details:

Use a VPN to protect your privacy and secure your connection.

We recommend Visit Private Internet Access

We recommend Private Internet Access , a VPN with a no-log policy, open source code, ad blocking and much more; now 79% off.

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