As new offerings for advertisers arrive, Google’s share of the U.S. search ad market is projected by one research firm to drop below 50% next year.

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Also on Wednesday, the Tianjin Pioneers beat the Guangdong Southern Tigers 112-105, the Fujian Sturgeons defeated the Jiangsu Dragons 110-89, and the Beijing Royal Fighters overpowered the Guangzhou Loong Lions 117-104. Enditem

CBA Roundup: Zhejiang edges Shenzhen, unbeaten Liaoning routs Jilin

A GRIP ON SPORTS • It’s November and an old man’s thoughts turn to college basketball. A story as old as peach baskets and charge calls. The leaves fall and we fall in love once more with a sport that changes every year but always seems to be the same in March.

A Grip on Sports: There is no better way to start a month than with hours and hours reading about college hoops

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Unfortunately Australian cricketer Glenn Maxwell learned that nothing in life is risk free when he suffered a concussion in a bizarre golf course accident while enjoying an off day on Monday.

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While Apple has a tight grip on the US market, Android has a strong presence around the world. This almost resulted in Apple making the Apple Watch and Health app compatible with Android, but the company canceled those plans at the last minute, according to a new report.

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Myanmar's military is facing a serious challenge to its grip on power in the northern Shan state, after three ethnic armed groups joined forces and launched an offensive to seize military targets in the region that borders China.

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As the arctic blast tightens its grip on the eastern half of the U.S., records are in jeopardy of falling as temperatures dip into the 20s and 30s for a majority of locations. On Wednesday, records were challenged in places like Topeka, Kansas and ...

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The Honda Motocompacto, a small folding electric scooter, has begun sales today as the smallest EV in Honda's lineup.

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Grip

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Research, Education - October 9, 2024 - HackerNoon, the independent technology publishing platform, is pleased to announce the nominees for its annual “Startups of The Year” award, featuring the most promising and innovative companies in the Research startup ecosystem. The list, compiled by the HackerNoon team, showcases 30 startups making significant contributions and driving innovation in the Research industry. https://youtu.be/XOpG6B4AKPU?embedable=true Nominations are open - learn more here. You can nominate your company as the Startup of The Year in the Research industry here. The Startups in the Research industry nominated for Startups of The Year 2024 include: Abhilekh Verma Consultancy (OPC) Private Limited
C-Innovation
Iniciativa Startup Experience
GUTolution
BioLinker
DUrain Inc. (Techstars ‘23)
Lipongroup
Youth of Canada
Zeal Educators
Canadian Defence and Security Network - Réseau Canadien Sur La Défense et la Sécurité (CDSN-RCDS)
Wimzee
Lumena MindGym
IITM Pravartak Technologies Foundation
IMENSUS UG
AGPHARM BIOINNOVATIONS LLP
Unique Schooling
MSU Denver Computer Sciences Department
Drip Invest
Forte Biotech - RAPID Aquaculture Diagnostics
Symmetry Wood
Growthyfai
Amodera Lab
Namalab
Melbourne BioInnovation Student Initiative (MBSI)
SURAAH
Alithea Bio
Oncquvia
TechBairn
Mobdie
Advanced Rocket Technologies “We are thrilled to recognize the top startups in the Research industry
and celebrate their achievements,” said David Smooke, HackerNoon Founder & CEO. “Starting and sustaining a company is difficult. We’re honored to showcase their work and impact.” Why It Pays Off to Be Nominated Startups of The Year 2024 is a 100% community-driven voting event recognizing startups transforming technology and the world for the better. Starting October 1st, 2024, the internet can nominate and vote for the best ventures in their city and industry. People can nominate their favorite startups until October 31st, and vote once per day per award for who they think should be Startup of The Year up to March 31st, 2025. Winners will be announced in April 2025, after a comprehensive evaluation by the HackerNoon team. Apart from validation from the world's greenest tech publication, all nominees get free interviews relevant to their region and industry. They will also receive curated startup-friendly packages and a free version of their very own Evergreen Tech Company News Page on HackerNoon. In sum, being nominated gives you major credibility as one of the top startups globally and an expert in your industry, meaning even without winning, you still gain tons of exposure. Nominations are open - learn more here. You can nominate your company as the Startup of The Year in the Research industry here. About HackerNoon’s Startups of The Year Startups of The Year 2024 is HackerNoon’s flagship community-driven event celebrating startups, technology, and the spirit of innovation. Currently in its third iteration, the prestigious Internet award recognizes and celebrates tech startups of all shapes and sizes. This year, over 150,000 entities across 4200+ cities, 6 continents, and 100+ industries will participate in a bid to be crowned the best startup of the year! Millions of votes have been cast over the past few years, and many stories have been written about these daring and rising startups. The winners will get a free interview on HackerNoon and an Evergreen Tech Company News page. Visit our FAQ page to learn more. Download our design assets here. Check out the Startups of The Year Merch Shop here. HackerNoon’s Startups of The Year is a branding opportunity unlike any other. Whether your goal is brand awareness or lead generation, HackerNoon has curated startup-friendly packages to solve your marketing challenges. Meet our sponsors: Wellfound: Join the #1 global, startup-focused community. At Wellfound, we're not just a job board—we're the place where top startup talent and the world's most exciting companies connect to build the future. Notion: Notion is trusted and loved by thousands of startups as their connected workspace—from building product roadmaps to tracking fundraising. Try Notion with unlimited AI, FREE for up to 6 months, to build and scale your company with one powerful tool. Get your offer now! Hubspot: If you’re looking for a smart CRM platform that meets the needs of small businesses, look no further than HubSpot. Seamlessly connect your data, teams and customers in one easy-to-use scalable platform that grows with your business. Get started for free. Bright Data: Startups that leverage public web data can make faster, data-driven decisions, giving them a competitive edge. With Bright Data’s scalable web data collection, businesses can grow from a small operation to an enterprise by harnessing insights at every stage. Algolia: Algolia NeuralSearch is the world's only AI end-to-end Search and Discovery Platform combining powerful keyword and natural language processing in a single API. Research, Education - October 9, 2024 - HackerNoon, the independent technology publishing platform, is pleased to announce the nominees for its annual “Startups of The Year” award, featuring the most promising and innovative companies in the Research startup ecosystem. Research, Education - October 9, 2024 - HackerNoon, the independent technology publishing platform, is pleased to announce the nominees for its annual “Startups of The Year” award, featuring the most promising and innovative companies in the Research startup ecosystem. Research, Education - October 9, 2024 - October 9, 2024 - HackerNoon, the independent technology publishing platform, is pleased to announce the nominees for its annual “ Startups of The Year ” award, featuring the most promising and innovative companies in the Startups of The Year startup ecosystem. The list, compiled by the HackerNoon team, showcases 30 startups making significant contributions and driving innovation in the Research industry. https://youtu.be/XOpG6B4AKPU?embedable=true https://youtu.be/XOpG6B4AKPU?embedable=true Nominations are open - learn more here. You can nominate your company as the Startup of The Year in the Research industry here. Nominations are open - learn more here . You can nominate your company as the Startup of The Year in the Research industry here . here Startup of The Year in the Research industry here Startup of The Year in the Research industry here The Startups in the Research industry nominated for Startups of The Year 2024 include: Startups in Startups in Startups in the Research industry the Research industry nominated Abhilekh Verma Consultancy (OPC) Private Limited C-Innovation Iniciativa Startup Experience GUTolution BioLinker DUrain Inc. (Techstars ‘23) Lipongroup Youth of Canada Zeal Educators Canadian Defence and Security Network - Réseau Canadien Sur La Défense et la Sécurité (CDSN-RCDS) Wimzee Lumena MindGym IITM Pravartak Technologies Foundation IMENSUS UG AGPHARM BIOINNOVATIONS LLP Unique Schooling MSU Denver Computer Sciences Department Drip Invest Forte Biotech - RAPID Aquaculture Diagnostics Symmetry Wood Growthyfai Amodera Lab Namalab Melbourne BioInnovation Student Initiative (MBSI) SURAAH Alithea Bio Oncquvia TechBairn Mobdie Advanced Rocket Technologies Abhilekh Verma Consultancy (OPC) Private Limited C-Innovation Iniciativa Startup Experience GUTolution BioLinker DUrain Inc. (Techstars ‘23) Lipongroup Youth of Canada Zeal Educators Canadian Defence and Security Network - Réseau Canadien Sur La Défense et la Sécurité (CDSN-RCDS) Wimzee Lumena MindGym IITM Pravartak Technologies Foundation IMENSUS UG AGPHARM BIOINNOVATIONS LLP Unique Schooling MSU Denver Computer Sciences Department Drip Invest Forte Biotech - RAPID Aquaculture Diagnostics Symmetry Wood Growthyfai Amodera Lab Namalab Melbourne BioInnovation Student Initiative (MBSI) SURAAH Alithea Bio Oncquvia TechBairn Mobdie Advanced Rocket Technologies “We are thrilled to recognize the top startups in the Research industry and celebrate their achievements,” said David Smooke, HackerNoon Founder & CEO. “Starting and sustaining a company is difficult. We’re honored to showcase their work and impact.” “We are thrilled to recognize the top startups in the Research industry “We are thrilled to recognize the top startups in and celebrate their achievements,” said David Smooke, HackerNoon Founder & CEO. “Starting and sustaining a company is difficult. We’re honored to showcase their work and impact.” and celebrate their achievements,” said David Smooke, HackerNoon Founder & CEO . “Starting and sustaining a company is difficult. We’re honored to showcase their work and impact.” David Smooke, HackerNoon Founder & CEO Why It Pays Off to Be Nominated Startups of The Year 2024 is a 100% community-driven voting event recognizing startups transforming technology and the world for the better. Starting October 1st, 2024, the internet can nominate and vote for the best ventures in their city and industry. People can nominate their favorite startups until October 31st , and vote once per day per award for who they think should be Startup of The Year up to March 31st, 2025. Winners will be announced in April 2025, after a comprehensive evaluation by the HackerNoon team. Startups of The Year 2024 nominate their favorite startups until October 31st nominate their favorite startups Apart from validation from the world's greenest tech publication, all nominees get free interviews relevant to their region and industry. They will also receive curated startup-friendly packages and a free version of their very own Evergreen Tech Company News Page on HackerNoon. get free interviews startup-friendly packages startup-friendly packages Evergreen Tech Company News Evergreen Tech Company News In sum, being nominated gives you major credibility as one of the top startups globally and an expert in your industry, meaning even without winning, you still gain tons of exposure. Nominations are open - learn more here. You can nominate your company as the Startup of The Year in the Research industry here. Nominations are open - learn more here . You can nominate your company as the Startup of The Year in the Research industry here . here Startup of The Year in the Research industry here Startup of The Year in the Research industry here About HackerNoon’s Startups of The Year Startups of The Year 2024 is HackerNoon’s flagship community-driven event celebrating startups, technology, and the spirit of innovation. Currently in its third iteration, the prestigious Internet award recognizes and celebrates tech startups of all shapes and sizes. This year, over 150,000 entities across 4200+ cities, 6 continents, and 100+ industries will participate in a bid to be crowned the best startup of the year! Millions of votes have been cast over the past few years, and many stories have been written about these daring and rising startups. Startups of The Year 2024 Startups of The Year 2024 many stories many stories The winners will get a free interview on HackerNoon and an Evergreen Tech Company News page. free interview on HackerNoon Evergreen Tech Company News Evergreen Tech Company News Visit our FAQ page to learn more. FAQ FAQ Download our design assets here . here here Check out the Startups of The Year Merch Shop here . here here HackerNoon’s Startups of The Year is a branding opportunity unlike any other. Whether your goal is brand awareness or lead generation, HackerNoon has curated startup-friendly packages to solve your marketing challenges. startup-friendly packages startup-friendly packages Meet our sponsors: Meet our sponsors: Meet our sponsors: Wellfound: Join the #1 global, startup-focused community . At Wellfound, we're not just a job board—we're the place where top startup talent and the world's most exciting companies connect to build the future. Wellfound: Join the #1 global, startup-focused community Join the #1 global, startup-focused community Notion: Notion is trusted and loved by thousands of startups as their connected workspace—from building product roadmaps to tracking fundraising. Try Notion with unlimited AI, FREE for up to 6 months , to build and scale your company with one powerful tool. Get your offer now ! Notion: Try Notion with unlimited AI, FREE for up to 6 months Get your offer now ! Hubspot: If you’re looking for a smart CRM platform that meets the needs of small businesses, look no further than HubSpot. Seamlessly connect your data, teams and customers in one easy-to-use scalable platform that grows with your business. Get started for free . Hubspot: Get started for free Get started for free Bright Data: Startups that leverage public web data can make faster, data-driven decisions, giving them a competitive edge. With Bright Data’s scalable web data collection , businesses can grow from a small operation to an enterprise by harnessing insights at every stage. Bright Data: Bright Data’s scalable web data collection Bright Data’s scalable web data collection Algolia: Algolia NeuralSearch is the world's only AI end-to-end Search and Discovery Platform combining powerful keyword and natural language processing in a single API. Algolia: AI end-to-end Search and Discovery Platform AI end-to-end Search and Discovery Platform

Startups of The Year 2024: 7,065 Startups Nominated in the Research Industry

Startups del año 2024: 7.065 startups nominadas en el sector de la investigación

2024 urteko startups: 7.065 startup izendatuak ikerketaren industrian

Vuoden startupit 2024: 7 065 tutkimusalan startup-yritystä

Startups pou Ane 2024 la: 7,065 Startups nonmen nan endistri rechèch la

2024年のスタートアップ・オブ・ザ・イヤー：研究業界でノミネートされたスタートアップ7,065社

Стартапи на годината 2024: 7.065 стартапи номинирани во истражувачката индустрија

2024 оны шилдэг гарааны бизнесүүд: Судалгааны салбарт 7065 гарааны бизнес нэр дэвшжээ

Startups of The Year 2024: 7,065 Startups Dicalonkan dalam Industri Penyelidikan

Startups van het jaar 2024: 7.065 startups genomineerd in de onderzoeksindustrie

Стартапы года 2024: 7065 стартапов, номинированных в исследовательской отрасли

Vianzio vya Mwaka 2024: Waanzishaji 7,065 Walioteuliwa katika Sekta ya Utafiti

Yılın Girişimleri 2024: Araştırma Sektöründe Aday Gösterilen 7.065 Girişim

DAOs (Decentralized Autonomous Organizations) for Beginners 

This paper is available on arxiv under CC 4.0 license.
Authors:
(1) Oded Blumenthal, Software and Information Systems Engineering, Ben Gurion University, Israel;
(2) Guy Shani, Software and Information Systems Engineering, Ben Gurion University, Israel. Table of Links Introduction
Background
Related Work
POMCP for Stochastic Contingent Planning
Domain Independent Heuristics for POMCP
Empirical Evaluation
Conclusion and References 6 Empirical Evaluation We conduct an empirical study to evaluate our methods. Our methods are implemented in C#. 6.1 Benchmark Domains We extended the following contingent planning benchmarks to stochastic settings: Doors: In the door domain the agent must move in a grid to reach a target position. Odd levels in the grid are all open, while in even levels there are doors, and only one door is open. The agent can sense whether a door is open when it is at adjacent cells. The agent must identify the open doors and get to the target position. In the stochastic version the agent can open a closed door with some probability of success. The agent can hence either search for the already open door, or attempt to open a closed door. Blocks World: In the contingent blocks world problem, the agent does not know the structure of the initial block configuration, but it can sense whether one block is on top of another one, and whether a block is clear. In the stochastic version moving a block from one block to another has a 0.3 probability of success, while moving blocks to and from the table succeeds deterministicly. Hence, it is often preferable to use the table as an intermediate position. Unix: In this domain the agent must search for a file in a file system, and copy it to a destination folder. In the stochastic version there is a non-uniform distribution over the possible locations of the file. MedPks: The agent here needs to identify which illness a patient has and treat it. To do so, the agent tests for each illness independently, until the proper illness is found. The stochastic version here has non-uniform distribution over the possible illnesses as well. Localize: In this domain the agent must reach a goal position in a grid. The agent does not know where it initially is, and can only sense adjacent walls. In the stochastic version there several places in the grid where the agent may slip and stay in place. This makes the localization in the grid more difficult. Wumpus: In this challenging problem the agent must reach a target position in a grid infested by monsters called Wumpuses. Cells may be unsafe to travel as they may contain either a Wumpus or a pit. Wumpuses emit a stench, and pits emit a breeze, both of which can be sensed in adjacent cells. The agent must sense in multiple positions to identify the safe cells. The stochastic version here also has non-uniform distribution over the safe cells. 6.2 Results For each domain above we run 20 online episodes, and compute the success rate, the average run time for computing the next action, and the average cost to the goal. We did not use a timeout, but runs longer than 100 steps were considered to be stuck in a loop, and terminated. We begin by looking at the quality of the policy — the average cost to the goal. As can be seen, the random rollout policy is best only in the MedPks domain, and close to best in unix. This is not too surprising, because in these two domains the best strategy is very simple, and random strategies easily stumble upon the goal. In blocks all methods achieved similar performance, because the optimal strategy is very short, and rollouts are less important. This domain has many possible actions, and hence a huge branching factor, making it difficult to scale up using POMCP. On doors and localize, which require lengthier trajectories to reach the goal, but do not need long information-gathering efforts, the single state hadd strategy operates very well. However, on Wumpus, where long sequences of actions are needed for information gathering, the multiple-state heuristic works best. We expected the results to be that way, although we expected more significant difference between the "smart" heuristics and the random rollout. With respect to the required time to run the simulations for a single decision, the results are mixed. While obviously the random strategy requires no time to compute the next action during a rollout, it often results in lengthy rollouts, which reduce this effect. The single state heuristic is almost always faster than the multi-state heuristic, but not by much. This paper is available on arxiv under CC 4.0 license. Authors: (1) Oded Blumenthal, Software and Information Systems Engineering, Ben Gurion University, Israel; (2) Guy Shani, Software and Information Systems Engineering, Ben Gurion University, Israel. This paper is available on arxiv under CC 4.0 license. Authors: Authors: (1) Oded Blumenthal, Software and Information Systems Engineering, Ben Gurion University, Israel; (2) Guy Shani, Software and Information Systems Engineering, Ben Gurion University, Israel. Table of Links Introduction Background Related Work POMCP for Stochastic Contingent Planning Domain Independent Heuristics for POMCP Empirical Evaluation Conclusion and References Introduction Introduction Background Background Related Work Related Work POMCP for Stochastic Contingent Planning POMCP for Stochastic Contingent Planning Domain Independent Heuristics for POMCP Domain Independent Heuristics for POMCP Empirical Evaluation Empirical Evaluation Conclusion and References Conclusion and References 6 Empirical Evaluation We conduct an empirical study to evaluate our methods. Our methods are implemented in C#. 6.1 Benchmark Domains We extended the following contingent planning benchmarks to stochastic settings: Doors : In the door domain the agent must move in a grid to reach a target position. Odd levels in the grid are all open, while in even levels there are doors, and only one door is open. The agent can sense whether a door is open when it is at adjacent cells. The agent must identify the open doors and get to the target position. In the stochastic version the agent can open a closed door with some probability of success. The agent can hence either search for the already open door, or attempt to open a closed door. Doors Blocks World: In the contingent blocks world problem, the agent does not know the structure of the initial block configuration, but it can sense whether one block is on top of another one, and whether a block is clear. In the stochastic version moving a block from one block to another has a 0.3 probability of success, while moving blocks to and from the table succeeds deterministicly. Hence, it is often preferable to use the table as an intermediate position. Unix: In this domain the agent must search for a file in a file system, and copy it to a destination folder. In the stochastic version there is a non-uniform distribution over the possible locations of the file. MedPks : The agent here needs to identify which illness a patient has and treat it. To do so, the agent tests for each illness independently, until the proper illness is found. The stochastic version here has non-uniform distribution over the possible illnesses as well. MedPks Localize : In this domain the agent must reach a goal position in a grid. The agent does not know where it initially is, and can only sense adjacent walls. In the stochastic version there several places in the grid where the agent may slip and stay in place. This makes the localization in the grid more difficult. Localize Wumpus : In this challenging problem the agent must reach a target position in a grid infested by monsters called Wumpuses. Cells may be unsafe to travel as they may contain either a Wumpus or a pit. Wumpuses emit a stench, and pits emit a breeze, both of which can be sensed in adjacent cells. The agent must sense in multiple positions to identify the safe cells. The stochastic version here also has non-uniform distribution over the safe cells. Wumpus 6.2 Results For each domain above we run 20 online episodes, and compute the success rate, the average run time for computing the next action, and the average cost to the goal. We did not use a timeout, but runs longer than 100 steps were considered to be stuck in a loop, and terminated. We begin by looking at the quality of the policy — the average cost to the goal. As can be seen, the random rollout policy is best only in the MedPks domain, and close to best in unix. This is not too surprising, because in these two domains the best strategy is very simple, and random strategies easily stumble upon the goal. In blocks all methods achieved similar performance, because the optimal strategy is very short, and rollouts are less important. This domain has many possible actions, and hence a huge branching factor, making it difficult to scale up using POMCP. On doors and localize, which require lengthier trajectories to reach the goal, but do not need long information-gathering efforts, the single state h add strategy operates very well. However, on Wumpus, where long sequences of actions are needed for information gathering, the multiple-state heuristic works best. We expected the results to be that way, although we expected more significant difference between the "smart" heuristics and the random rollout. add With respect to the required time to run the simulations for a single decision, the results are mixed. While obviously the random strategy requires no time to compute the next action during a rollout, it often results in lengthy rollouts, which reduce this effect. The single state heuristic is almost always faster than the multi-state heuristic, but not by much.

Rollout Heuristics for Online Stochastic Contingent Planning: Empirical Evaluation

In this brief story, I want to share with you my approach to dynamically tagging Playwright tests. By default, Playwright recommends that you use the — grep and — grep-invert command line flags for that. test('TC01 Open LinkedIn URL @smoke', async ({page}) => {
  await page.goto("https://www.linkedin.com/in/truuts");
});

test('TC02 Open Medium URL', async ({page}) => {
  await page.goto("https://truuts.medium.com");
});

test('TC03 Open Facebook URL @smoke', async ({page}) => {
  await page.goto("https://www.facebook.com/eugene.truuts");
}); In this example, I have several tests, and two of them are tagged as “@smoke”. To run only smoke tests you can use the -grep test run flag: npx playwright test --grep @smoke This command will run the TC01 and TC03 tests only. You can check it by passing the — list parameter to get the test run listing: Listing tests:
  [chromium] › example.spec.ts:6:5 › TC01 Open LinkedIn URL @smoke
  [chromium] › example.spec.ts:14:5 › TC03 Open Facebook URL @smoke That looks pretty simple in the beginning, but then you have hundreds or even thousands of tests in your project, and managing such tags directly in test titles becomes really tricky. Different tags such as test priority, grouping, and others can be changed in your test case management system, and it is almost impossible to manage all these tags in test code. Instead of keeping your tags in the test code, I suggest dynamically setting tags. First, let's introduce a test case list in a separate testCases.ts file. I’m using TypeScript, but this approach can be used with any other language. export const testCase = {
    groups: {
        smoke: [
            'TC01',
            'TC03',
        ],
        performance: [
            'TC7890',
            'TC7330',
            'TC7555',
        ],
        
    },
}; You can structure it in your own way and even generate it using your test case management system API like TestRail or something. It could be a JSON file or the constant I used, it is not critical for my approach. In the next step, I will introduce a method to read this file, check if the running test is in the smoke or performance list by passing the test id and title as arguments, and tag it automatically during the Playwright test run by returning the tagged test title. export function getTestTitle(testItId: string, title: string) {
    let priority: string;
    switch (true) {
        case testCase.groups.smoke.includes(testItId):
            priority = '@SMOKE';
            break;
        case testCase.groups.performance.includes(testItId):
            priority = '@PERFORMANCE';
            break;
        default:
            break;
    }
    return `${testItId}: ${title}: ${priority}`;
} Now you can get rid of tags in the test title code and pass our new method directly in test titles: test(getTestTitle('TC01', 'Open LinkedIn URL'), async ({page}) => {
  await page.goto("https://www.linkedin.com/in/truuts");
});

test(getTestTitle('TC02', 'Open Medium URL'), async ({page}) => {
  await page.goto("https://truuts.medium.com");
});

test(getTestTitle('TC01', 'Open Facebook URL'), async ({page}) => {
  await page.goto("https://www.facebook.com/eugene.truuts");
}); As you can see, there are no tags in the test titles, but if you run smoke tests with the — grep flag again, you will get : Listing tests:
  [chromium] › example.spec.ts:6:5 › TC01: Open LinkedIn URL: @SMOKE
  [chromium] › example.spec.ts:14:5 › TC01: Open Facebook URL: @SMOKE Using this approach to tagging tests dynamically, you have all the test lists in one place. You don’t need to search and modify the tests whenever things change. Only one file should be actual in the entire test project. Using the API, you can even get the lists directly from the test case management system. Save your time for more important things such as stabilization and speeding of your tests. Happy testing! Also published . here

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