Tuesday, June 1, 2021

June 1, 2021 | 6 miles walk - two hours | My selfies | Vancouver neighborhood

June 1, 2021

Introduction

I have to learn how to get rid of extra 20 lbs. It is so hard for me to find good ideas how to do it. I just like to work on project - walk 6 miles to home after work every day. The weather is so good for me to take pleasant work. I like to find ideas to spend those two hours, what to do. I thought about getting a phone - Google pixel 4 5G phone with 120 GB storage, I like to install apps and try so many apps from Google. 

My selfie | Healthy and happy | Obesity weight - 199 lb - 202 lb | June 1, 2021

I need to be careful, learn how to take care myself physically and mentally in pandemic. 










I just could not believe myself that I have to learn how to walk two hours without too much stress. I feel so stress to walk uphill in the first park before commercial drive road, so I just walk zigzag to avoid uphill. I just could not believe that my heart just could not handle stress of small uphill. 











Three miles walk, I need to take so many breaks. What I did is to take some selfies. I plan to work on something more challenge for my future walks. I need to check safety, I did jaywalk first three walks, and I learned to take extra steps to cross the street with signal intersection. 












Two hours walk a day | My new life style | Tips to be more efficient

 June 1, 2021

I just could not believe that. Two hours walk a day is so challenge for me to learn and make a few changes on my daily activities. 

New life style

I have to learn how to recover from two hours walk. I also need to learn better how to work better every day in the office, since I will be more fit with less weight. 

I have to measure how I vary in terms of performance in terms of weight, 180 lb, 190 lb, 200 lb, 206 lb. 

I do think that it is important to learn difference as a 55 year old compared to being a 50 year old. 


6 mile walk 2 hours | Learn from my experience | Selfie | What to do? | June 1, 2021

 June 1, 2021

Introduction

I have to start to learn so many things since I can not control my weight. My friend Rick told me over months ago, he said that you can just take a walk. I started the project to walk to home after walk. It is tough project for me to handle, and after three weeks, I started to see my weight from 206 lb three weeks ago, now I can see 199 lb, 202 lb once a while. I have to push myself to learn so many things, I need to learn how to deal with the pain and tiredness after two hours walk. 

June 1, 2021

Here is my strava's link. 

I like to take photos and then I can figure out what I should do better to spend those two hours. Walk is simple and I enjoy exploring so many things along the trail. 





I was so tired and sat on chair, took a 5 minutes break. 



Why Walking Is The Superpower You Didn’t Know You Had with Professor Shane O’Mara | FBLM Podcast

June 1, 2021

Here is the link.

 When was the last time you gave any real thought to walking? It’s so easy to put one foot in front of the other. Yet this unique, underrated activity sets us apart from other species, and brings incredible advantages – yes, superpowers – if we do it enough.

My guest on this week’s podcast is the neuroscientist Shane O’Mara, a professor of experimental brain research at Trinity College Dublin. After reading his remarkable new book, In Praise of Walking: The New Science of How We Walk And Why It’s Good For Us, I couldn’t wait to talk to him about the topics it raises. Shane has always been a keen walker and aims to clock 15,000 to 17,000 steps each day on his pedometer. But as we discuss, the positive effects of walking go way beyond the fitness benefits we all know about. Walking helps more than our hearts and lungs, our muscles and posture, yet modern, sedentary lives mean we’re doing far less of it than nature intended. It can increase creativity and problem solving, lift our mood and protect us from depression. Shane reveals how it helps learning, memory and cognition and how it can slow and even reverse the functional ageing of the brain. All this science, he hopes, will help convince town planners and public health officials that we must redesign our environments with pedestrians in mind. This is such an enlightening conversation and I know you’ll gain some fascinating new perspectives on how you could (and why you should) fit more walking into your life. Why not head out for a stroll as you listen?

Neuroscientist Reveals How Walking Improves Our Brain and Mental Health: Shane O’Mara | Bitesize

June 1, 2021

Here is the link. 

Walking can slow and even reverse functional ageing in the brain, improve our cognition, our creativity and our mental health but yet it is such an underrated activity. Today’s clip is from episode 84 of the podcast with neuroscientist Shane O’Mara, a professor of experimental brain research at Trinity College Dublin. Shane believes walking can be our superpower. In this clip he explains how the many benefits of walking go beyond the physical – it’s important for our mood, our happiness and our wellbeing. Shane reveals the results of a studies that showed that walking improved memory and attention and reversed functional ageing of the brain, and that if we walk before doing a task, we perform it more creatively.

The Importance Of Walking → Improve Your Overall Health

June 1, 2021

Here is the link. 

Learn about the importance of walking every day and how it can DRASTICALLY improve your overall health. Get our Fit Father 30-Day Fat Loss Program here → https://www.fitfatherproject.com/yout... Get our Fit Father Old School Muscle Building Program here → https://www.fitfatherproject.com/yout... Subscribe to our channel here → https://goo.gl/wxghQ5 Our FREE resources: 1-Day Weight Loss Meal Plan → https://www.fitfatherproject.com/yout... 24-Min Fat Burning Workout → https://www.fitfatherproject.com/yout... 5 Best Muscle Building Exercises → https://www.fitfatherproject.com/yout... "Walking is the best medicine" - Hippocrates Walking is essential for good health. Walking research is very clear. If you take a 30-minute walk each day, your heart will be dramatically healthier. As you walk, your heart pumps in a nice and relaxed manner, circulating oxygen-rich blood throughout your body. When your body is receiving this vital oxygen-rich blood and nutrients, your body and tissues stay younger and healthier. The walking benefits for men are infinite. Did you know you can lose weight walking? A 30-minute walk can boost your metabolism for up to 12 hours after the walk! Pairing a healthy diet with a 30-minute walk can help you lose weight without exercise. Additional benefits of walking include strengthening your bones and improving your attention and memory. Taking a walk after eating a meal is a great idea. Walking helps to decrease the blood sugar spike that happens after eating a meal. Start taking a walk every day and let us know how you feel in the comments below! 👇 If you feel your lifestyle could use an improvement, then check out our FF30X 30-Day Transformation Program at → https://www.fitfatherproject.com/yout... If you want to start putting on muscle TODAY, check out our Fit Father Old School Muscle Building Program at → https://www.fitfatherproject.com/yout...

Take my notes:
  1. Walk first thing in the morning, or after big meal; 
  2. Blood sugar spike - Eat and move, not eat and sit on the buds; we are built to walk; 
  3. Intensity workout; ability to walk; quality of life;
  4. Daily basic line movement - high intensity workout - walk every day
  5. Walk good for your brain, your heart, and your immune system; 
  6. Waling is the best medicine - Hippocrates 
  7. Heart health - tissues - stay health and younger - lymphatic vessels boots the immune system
  8. 30 minutes - give a massive boost of immune system
  9. 100 lb loss without touching dumb bell - estrogen level decline - 
  10. strength our bones - improve memory and attention - specific in nature - memory attention
  11. big challenge - how to walk - start from crawling - bake into our DNA
  12. walk outside - sunshine - vitamin D - immune system 
  13. Lose weight - blood sugar - cut blood sugar hiking - big spike after big meal - sucks big fructcose - avoid diabetes - digest mode 
  14. Accumulate more steps are good - 45 minutes in the middle of day - walk after the meal - afraid to eat carbonhydrate
  15. Build for walk - until you are in 80 or 90s
  16. Ability to walk is more important, quality of life

Grammarly | 10th anniversary | Machine learning | Startup company | 20 minutes learning of AI and product development

 04-01-19

On its 10th anniversary, Grammarly looks way beyond grammar

The service that began by checking prose for glaring mistakes increasingly wants to help its nearly 20 million daily users do more than simply avoid errors


Plenty of technology companies give away stickers of the sort their fans can slap on the back of a laptop. But the ones available for the taking in the reception area at Grammarly’s San Francisco office are distinctly its own—willfully low-key and thoughtful rather than brash and boastful. (If you know of another tech company that has promoted itself by quoting Anaïs Nin, please let me know.)

Being low-key and thoughtful is a logical tone for a company that is in the business of helping people fine-tune their written words, whether they’re meant for a business document, school paper, or social media post. That is what Grammarly has been doing for a decade, since its founding on April 1, 2009, under its soon-abandoned original name of Sentenceworks. But it’s also how it wants to run its business, which—rather than moving fast and breaking things—waited six years before offering a free version and another two before taking on outside funding.

Like every tech company, Grammarly sees itself as having a higher calling. “It’s important to write well; it’s important to write accurately,” says Brad Hoover, the company’s CEO. “But fundamentally, the problem we’re solving is so much bigger. Communication is something that most of us do from an early age, and it both binds us together as people and tears us apart. And a tool set that helps people bridge those gaps, and connect those dots, and communicate what they mean, really does have the promise to fundamentally change how the world works.”

Grammarly’s aspirations may be lofty, but it’s also adept at the mechanics of building a product and turning a profit. In 2017, General Catalyst managing director Hemant Taneja led the $110 million series A investment round that marked Grammarly’s first intake of outside capital. In recent years, says Taneja, many a startup has claimed to be an AI company simply because it’s trendy. Grammarly, by contrast, “is a business that from the beginning was truly about natural language processing and machine learning. And [it] was working, and it was at scale.”

That scale continues to grow. Grammarly is celebrating its 10th birthday by announcing that it’s on the cusp of reaching 20 million daily active users, including both users of the free version and those who pay $30 a month (or $140 a year) for Grammarly Premium or $15 per user per month for Grammarly Business. That’s up from 15 million last October and just 1 million at the end of 2015, the year it introduced its free version. The company is an uncommonly effective direct marketer; even if you’ve never tried its service yourself, there’s a pretty good chance you’ve been exposed to it on YouTube. And even if you hit the “Skip Ad” button as fast as you could, enough viewers have paid attention that YouTube rated Grammarly’s spot as the most effective “TrueView for Action” ad of 2018, based on reach, clicks, and engagement.

Over the last year or so I’ve tumbled through the Grammarly marketing funnel myself, going from seeing its ads to trying the freebie version to paying for the Premium edition. Now I run some of my Fast Company writings—including this article—through the service. About 40% of its suggestions, I consider but ultimately reject. Another 40% pinpoint weaknesses I already know my writing has, but have failed to eliminate from a first draft. And 20% identify issues I might never have noticed without Grammarly’s assistance.

Now, perhaps you think that I should feel embarrassed admitting I’ve started using Grammarly, given that I’m in my third decade of writing for money—as if I were a pro bicycle racer waxing enthusiastic about my new set of training wheels. But it’s not that it’s transformed my prose. I just find it helpful as a sort of linguistic Jiminy Cricket that watches me at work, steers me in the right direction, and points out when I slip up. Grammarly is only capable of doing that because it’s already gone well beyond its original mission of flagging grammatical and punctuation glitches. And there’s more to come.

IN THE BEGINNING

The Grammarly story begins not in San Francisco but Kiev, the capital of Ukraine, where Max Lytvyn and Alex Shevchenko founded a company called MyDropbox. No relation to Dropbox—which didn’t come along until later—their startup detected plagiarism in academic papers. MyDropbox ended up being acquired by Blackboard, an educational services company; a version is still available under the name SafeAssign.

Lytvyn and Shevchenko’s next idea for a company was inspired by a question left over from their MyDropbox experience: Why do students plagiarize? On a superficial level, at least, the answer was obvious: because effective written communication is hard work. Which led the entrepreneurs to ask themselves another question: Instead of detecting purloined words, why not help people who want to write better?

The notion of using a computer to check grammar was not new. (Old-time wordsmiths will recall Grammatik, a utility that debuted in the 1980s and was folded into WordPerfect in the 1990s.) But Lytvyn, Shevchenko, and Dmytro Lider, another MyDropbox veteran, began their new project in an opportune era. They could check grammar in the cloud—where available computing power is nearly limitless and rules can be updated on the fly—rather than on somebody’s PC. And advances in AI meant that they could analyze text with a new level of sophistication.

Though based in Kiev, the service was about English grammar from the start; to this day, the company has no plans to launch in additional languages. Lytvyn says that the fact its creators learned English as a second language was an asset. “When you communicate in your native language and your native culture, it is easy to assume that everybody around you understands you perfectly,” he explains. “But when you have to do it with a culture and language that aren’t your own, you pay more attention to the challenge.”

At first, the new company’s founders called their service Sentenceworks and aimed it at the education market, which they knew well from their plagiarism checker. (Their new service could scan for uncited use of other people’s words, too, and still does.) Then they emphasized the student audience even more with a new name, EssayRater. It wasn’t until May 2010 that they landed on a moniker that made it clear what the service was about: Grammarly.

Another landmark moment happened later that year when Lytvyn received a call from Hoover, who had spent six years as a venture capitalist for Bay Area-based General Catalyst. “I don’t even know how Brad found my personal phone number, but he called me on my cell phone, completely unexpectedly,” Lytvyn remembers. Hoover, who had been looking for ways to improve his writing and had considered hiring someone to provide advice, had stumbled on Grammarly: “I was blown away by the quality and just instinctively reached out to the founders,” he says.

Hoover “started talking about the product and got so excited about it on the call,” says Lytvyn. “I remember that he said, ‘Oh, I’ll come by next week.'” That was quite a trek—Lytvyn and Shevchenko were based in Toronto at the time.

The three bonded, and Hoover came on board as a consultant. Within a few months, Lytvyn says, it was clear Hoover should be Grammarly’s CEO. Rather than nudging Lytvyn and Shevchenko out of active involvement in the company they’d started, he convinced them that they, and Grammarly headquarters, should relocate to San Francisco. Lider stayed in Kiev; all three founders are still with the company, which now has 120 staffers in Kiev, 70 in San Francisco, and a handful in New York.

THE BOOTSTRAP ROUTE

Despite naming a VC as CEO and putting down stakes in San Francisco, Grammarly did not attempt to morph into a classic venture-funded startup. Instead, it continued to bootstrap itself, offering a paid service rather than pursuing user growth first and figuring out monetization later. From 2010 on, it was cash-flow positive.

Grammarly started with the most basic of interfaces: You pasted your text into a browser-based window, then pressed a button to check it. That was sufficient for its original primary purpose of reviewing student papers, but didn’t exactly encourage users to treat the service as a core part of their writing workflow. Over the years, the company has brought its tools to most of the places people sling words, with browser extensions, Microsoft Office and Google Docs add-ins, and keyboard apps for iOS and Android.

Along the way, Grammarly transcended its academic origins, finding a growing market in users who applied it to personal and professional writings. Indeed, companies were eager to adopt Grammarly before the company was quite ready for them. “We saw somebody buying 5 or 10 Premium accounts within just minutes on the same credit card,” says Lytvyn. “And [our] fraud detection system flagged it as a fraudulent purchase because it didn’t fit the pattern.” It turned out it fit a new pattern: companies rolling out Grammarly to multiple employees, a scenario the company then formalized with a version called Grammarly Business.

As successful as Grammarly was at finding people who were willing to pay for the service, it was obvious that there were even more who might find it valuable but weren’t about to plunk down any money—at least until they’d lived with it for a while. So for several years, the company mulled over the idea of introducing a free version. The move had its risks: Grammarly already had plenty of paying users, some of whom might have opted to downgrade to free accounts.

Moreover, Grammarly didn’t want to do the things that many services do to wring revenue out of non-paying customers. “We felt very strongly about the need to protect our users’ privacy,” says Hoover. “And that’s one of the reasons that we chose to keep that paid subscription model rather than moving to a model where we would have sold or rented user data, which we do not do, or make money off advertising.” (The company’s one brush with privacy-related controversy came last year, when a Google researcher discovered a vulnerability in the company’s browser extensions—quickly patched by Grammarly—which could have leaked text you entered into its online editor.)

In early 2015, Grammarly finally went freemium, introducing a free version with a subset of the 400-plus language checks currently available in the paid incarnation. As it hoped, giving all comers a taste of the service for free resulted in more people choosing to pay for the fuller experience. “Word-of-mouth growth really, really took off,” says Hoover. “That was an inflection point for us.”

Two years later, Grammarly had more than 10 million users and was finally ready to take on outside investment, which came from Hoover’s former firm, General Catalyst as well as IVP and Spark Capital. When Hoover approached General Catalyst to make a pitch for funding, “I had no idea what the founders and Brad had done with the business,” says Taneja. “And that’s when we started talking about what their overall vision was. It was an unusual series A investment for me—I’m usually very focused on early-stage investing. Given all the dialogue we had, I bought into the mission of the company.”

According to Hoover, the funding round was less about the cash—which he says Grammarly didn’t need—than the advice, connections, and raised profile that investors can offer. “A big piece of how we operate here is looking to learn from others and never assuming that we have the answer,” he says. “Being able to talk to others who have been through similar challenges and learn from them—so that we can make new mistakes rather than old mistakes—is really a critical aspect of our success and how we build the organization.”

That organization has been expanding rapidly: The current headcount of 200 is up 40% in a year, with job listings posted for another 37 positions. That’s still far from gigantic—Hoover says that Grammarly could theoretically be a 1,000-person organization if unfettered growth were the goal—but the company will need the additional brainpower to keep its momentum growing. Even if it’s the clear leader in its category, it increasingly competes with two of AI’s dominant forces: Microsoft and Google.

In 2017, Microsoft encroached on Grammarly’s turf by giving Word an AI-powered “Editor” feature that underlines weak or unnecessary words (begone, “maybe” and “really”). Google introduced its own grammar checker for Docs in February. A Word or Docs user who found value in such built-in tools might never get around to investigating Grammarly, though Hoover says that the service is most popular for personal communications—such as email and social media posts—rather than word processing.

Investor Taneja acknowledges the risk of tech giants creating features that make Grammarly feel redundant—but also maintains that Grammarly can do things that functionality built into a particular app cannot. “When you think about all the places that we end up doing written communications now, it’s not just in Microsoft, and it’s not just in Google,” he says. In Grammarly, “you have a cloud-based engine that is getting smarter every time you write, no matter which environment you’re writing in. It naturally lends itself to be an independent, enduring company.”

Taneja may be right. But if some of Grammarly’s existing basics are destined to become commoditized, the company needs new, advanced features that a critical mass of people will pay for. With that in mind, the company has spent the past couple of years developing an AI-infused tone checker, its most dramatic step yet beyond its roots in grammar.

The new feature, Lytvyn says, was inspired by the fact that “emotion and tone are essential parts of communication,” but tougher to master in written form than with spoken words. “At one point, Alex, my cofounder, and I were working on a presentation about our vision for our team,” he recalls. “And to make it more energetic and motivating, we just overloaded it with expletives and high-energy words. But what ended up happening was we just scared the team. Because everybody perceived it as ‘the sky is falling,’ and it was totally not our intention.”

Grammarly has been training its algorithms to identify the flavor of a piece of text, whether it comes off as curious, optimistic, urgent, or concerned. It does so by analyzing words and phrases: A word like “alarming,” for instance, can be . . . well, alarming, while “unexpected” is not freighted with the same tension.

Then again, tension could be what you wish to convey. “This feature is not trying to force a writer to use a specific tone,” says Lytvyn. “It’s more designed to create self-awareness and to help a writer strike the right chord. Sometimes you may want to communicate dissatisfaction and may use this tool to even make it stronger.”

Accurately gauging the tone of a piece of text is a far greater challenge than spotting misplaced commas and passive phrasing. Suggesting revisions to achieve a desired effect is even more ambitious. So Grammarly will implement its new functionality in chunks rather than one big bang. Later this quarter, the company plans to add the ability to assess tone. Eventually, it intends to let Grammarly propose changes. It’s still working on the interface for all this, but it may not look so different from the service in its current form, with squiggly underlines calling your attention to places where it has advice.

If Grammarly can pull off its tone checker in a form that’s useful, it will be quite an accomplishment. Hoover, however, is careful not to sound too giddy. Instead, he’s sticking to the humble, methodical perspective that he says is core to the company’s identity. “Where we’re at, as exciting as it is, is just a starting point,” he says. “We’re a percent of the way to the world’s 2 billion English speakers. We have a very, very long way to go.”

 


Grammarly | Technology | My 20 minutes study

Here is the link.  

Data science | extensions | growth | identity | Machine learning | Mobile | NLP | Platform | Core | Product

Data Science

Grammarly’s products generate more than 350,000 suggestions every minute for our 30 million daily users. This creates the opportunity to perform data analysis spanning tens (soon to be hundreds) of terabytes of data at a time. To work at this scale, our Data Science team is anything but conventional, building tailored solutions that are flexible, versatile, and usable.

Stack includes
Spark, Scala, Zeppelin, SQL, Python
A few things we’re working on
  • Helping business partners find bigger opportunities through data
  • Performing deep-dive analyses to understand user behavior
  • Acting as technical advisors to product and marketing teams
Extensions
Extensions

The task of the Browser Extensions team is not to build a traditional web app but to create a seamless, thoughtful way for users to directly access Grammarly’s sophisticated AI system at any time, on any site. In a domain without established best practices, the challenge is to pioneer innovative and maintainable solutions that enhance the core experience of the web.

Stack includes
React, TypeScript, Stylus, Redux, RxJS, Focal (our own in-house, open-source state management framework), Webpack
Learn more about what we’re working on:


Growth

Engineers on this team work very closely with product and marketing managers, data scientists, and designers to drive business growth through experimentation and major strategic projects. The team is central to the advancement of a product already used by 30 million people every day around the world.

Stack includes
React, TypeScript, Mobx, Scala, AWS offerings
A few things we’re working on
  • Communicating the value of our free and Premium product to all users
  • Improving key product metrics across our product suite
  • Developing infrastructure for high-tempo experimentation

Stack includes
React, TypeScript, Mobx, Scala, AWS offerings
A few things we’re working on
  • Communicating the value of our free and Premium product to all users
  • Improving key product metrics across our product suite
  • Developing infrastructure for high-tempo experimentation

Identity

Security is central to everything Grammarly builds, and our Identity and Authentication team has end-to-end ownership of this vital aspect of our product. The team is responsible for overseeing how millions of Grammarly users sign in through all of our applications and for keeping user accounts secure with mission-critical services like multifactor authentication.

Stack includes
Java, Scala, AWS RDS, Dynamo
A few things we’re working on
  • Building and supporting in-production services with a very high call rate and extreme SLA requirements
  • Strengthening user account security by identifying and mitigating threats
  • Implementing back-end APIs to power user flows and enable account management for all consumer and enterprise products

Machine Learning

Grammarly’s Machine Learning team works on end-to-end intelligence systems that solve complex user problems. In partnership with analytical linguists, computational linguists, and research scientists, the team engages with challenging machine learning and deep learning problems while building the infrastructure and systems that allow them to operate effectively at scale.

Stack includes
Python, PyTorch, scikit-learn, SageMaker, TensorFlow, Marian, Vowpal Wabbit

Grammarly | Unicorn | 1 billion valuation | business ideas

 

Grammarly raises $90M at over $1B+ valuation for its AI-based grammar and writing tools | techcrunch.com


Grammarly | Startup | 1 billion valuation | Machine learning | Vancouver

Grammarly launches new features to improve your business writing | techcrunch 


Grammarly, the popular spelling and grammar checker, is launching a few new features for its paying users today that go beyond some of its traditional tools to help its users make their overall writing not just technically correct but also more legible. That means the service can now help you restructure sentences for clarity, help you improve your formatting to make your sentences more readable (mostly through suggesting bulleted lists) and suggest changes to your tone.

In addition, Grammarly is also getting a UI update with a new floating sidebar that lets you see all of the service’s suggestions in an easier to read format.

Grammarly’s Nicholas Stanford recently walked me through some of the new features. The main idea here, he noted, is to help writers put the reader at the center. That’s not something that comes naturally to a lot of writers, but that’s essential if you want to get your point across.

“For most people in the world, most of the writing they do — and certainly most of the important writing they do — is actually at work,” he noted. “And these aren’t necessarily people that are professional writers but more regular office workers writing emails, writing marketing pitches and reports. And it turns out that a lot of people feel uncomfortable with writing. It’s difficult. It’s difficult to be understood. It’s difficult to get your message across. How many times have you received a quick little email and thought: is this person upset at me?”

Based on Grammarly’s own research, 75% of its users are afraid of being misunderstood. Yet, after the pandemic started and people began working from home, writing only became a more important part of their jobs.

Today’s updates to Grammarly’s writing assistant are largely based on the company’s AI smarts, though some remain mostly rule-based, too. On the AI side, the service’s new tools for rewriting systems may be the most interesting ones. Typically, tools like Grammarly have focused on the word level — and maybe a bit beyond that for stock phrases. Now, this tool can look at a convoluted sentence and suggest rewrites to make the sentence more readable, for example. Over time, Stanford said, the plan is to make this tool even smarter so that it can understand context across paragraphs, too.

“It’s currently just at the sentence level. We’re trying to start expanding it beyond that, because you’re very limited if you don’t see beyond that what the larger context is,” he explained. The challenge here for a system like this, after all, is not just to suggest a basic rewrite or to break a long sentence into two, but to ensure that the sentence still has the same meaning in the larger context. To enable that, the team built a second system that runs in the background to ensure that the new sentence doesn’t suddenly have a completely different meaning.

As for improved readability, the focus here is mostly on making documents more skimmable by suggesting bullet points instead of long lists in a sentence. The tool can also detect dates and deadlines and bold them to make sure they stand out.

Tone detection is something Grammarly has done for a while. Now, however, the system will not just point out what a document sounds like but provide suggestions for improving it.