Connect with us

Crypto World

The Autonomous Web Agent Revolution is Here

Published

on

The Autonomous Web Agent Revolution is Here

Introduction


Runner H is a groundbreaking product recently launched by H Company, designed to redefine how artificial intelligence interacts with the internet. More than just a software tool, Runner H is a complete autonomous web browsing agent. Paired with the open-source Surfer H framework and the Hollow One family of vision-language models, it is setting a new standard for intelligent automation. This article explores the mechanics behind this innovation, its real-world applications, and the reasons it is being described as a breakthrough in browser-based automation. The project is particularly notable for its open-source approach and the high level of transparency in its technical documentation and research methodology.

What is Runner H and How Does it work

Runner H functions as a digital assistant that receives a task in natural language and executes it independently. Users can request operations such as searching for active listings on eBay, compiling information into a Google Sheet, or navigating complex websites. The agent follows instructions by visually interpreting websites just as a human would, performing clicks, scrolling, typing, and even validating the results of its actions. It can work across several tasks simultaneously, which opens the door to impressive levels of productivity in both consumer and enterprise use cases.

Surfer H: The Open Source Framework

At the heart of this system is Surfer H, a framework built to empower agents to operate with human-like behaviour in web environments. It does not rely on APIs, structured data access, or pre-defined site integrations. Instead, the system uses screenshots to understand the interface and generate a plan of action. The architecture is composed of three essential components. The Policy module determines what actions should be taken to complete the task. The Localiser identifies where on the screen to interact by predicting coordinates based on the content of screenshots. Finally, the Validator reviews the outcome of each action and confirms whether the task was completed correctly. If not, it feeds back that information and the agent iterates accordingly, refining its strategy until the goal is met or the cost or time budget is reached.

Hollow One Models: Small, Fast and Open

The models behind this system belong to the Hollow One family. These are compact, efficient vision-language models specifically designed for interpreting web interfaces. Available openly on Hugging Face, they are trained to understand UI images and respond to tasks such as “Book a hotel in Paris for three nights in August.” The model generates a navigation sequence, identifies the relevant parts of the screen, and proceeds as if it were a user. This approach works regardless of the underlying code or document structure of the website. It means the agent can navigate any site as long as it can see it. Developers can even download, fine-tune, and redeploy these models for custom use cases, ensuring full flexibility and long-term viability.

Advertisement

Research Highlights: How Surfer H Works

The research paper released by H Company provides a detailed explanation of the system. It presents Surfer H as a visual web retrieval agent trained through reinforcement learning techniques. The agent does not use the document object model or accessibility trees but instead relies entirely on visual input and learned behaviour. The three-part system is tightly integrated. The Policy module suggests what to do. The Localiser figures out where to do it. The Validator confirms if it was done correctly. If the result is unsatisfactory, the system updates its memory and revises its actions. This loop continues until the task is completed or a cost or time limit is reached. What makes this setup so powerful is that it mirrors human decision-making without depending on brittle or hard-coded logic.

Benchmark Results and Performance

In performance tests, particularly the Web Voyager benchmark, Runner H, powered by Hollow One, achieved a state-of-the-art success rate of 92.2 per cent. It also demonstrated exceptional cost efficiency. For example, while using the 7 billion parameter version of Hollow One, each task cost only 13 cents. In contrast, using Surfer H with GPT-4 yielded a lower success rate at a significantly higher cost per task. These results highlight the strategic balance between accuracy and computational cost that Hollow One achieves. Charts in the official documentation demonstrate that Hollow One models consistently outperform their peers in both precision and economic value, making them an ideal choice for real-world deployment.

Why This Matters: Real-World Use Cases

One of the most powerful demonstrations of Runner H is its ability to handle tasks in parallel. Multiple agents can be launched simultaneously, each pursuing a different task. This level of scalability makes it suitable for enterprise automation scenarios, such as data extraction, lead generation, content monitoring, or customer service integration. For small teams and startups, the open-source nature of the tool allows for experimentation and implementation without major upfront costs, levelling the playing field for innovation.

Integrations, Autonomy, and Control

 Additionally, Runner H includes native support for popular platforms and services. It can integrate with Google Docs, Google Sheets, Notion, Slack, and Zapier. Users can upload files as context, connect their accounts for seamless access, and even set up autonomous workflows that involve document generation or API interaction. Soon, payment capabilities will also be introduced, allowing agents to perform online purchases or transactions on behalf of users. Another feature worth noting is the customisation of automation depth, letting users choose between high human involvement or full autonomy depending on the use case and level of trust in the agent’s ability.

Advertisement

Tester H: Automated Web QA is Coming

H Company has also introduced Tester H, a related product currently in private beta. It enables fully automated quality assurance testing for websites and applications. By writing natural language test scenarios like “Open Airbnb and confirm the image of the orange bed appears,” users can automate UI testing without scripting. This complements the broader ecosystem being built around intelligent browser agents. Once Tester H is fully released, it could revolutionise the way software development teams validate their releases and deploy code safely.

A General and Scalable Solution



What truly differentiates Runner H and Surfer H from other automation platforms is their generality. Most browser automation tools depend on specific integrations or developer-maintained scripts. Runner H requires none of that. It is capable of understanding, reasoning, and interacting with any interface it can see. This makes it ideal for environments where APIs do not exist or where flexibility and adaptability are paramount. Because the system is model-agnostic, it can be paired with various large language models and vision systems, giving organisations the ability to choose the right balance of speed, price, and performance.

Conclusion

In summary, H Company’s release of Runner H and Surfer H is a major milestone in the evolution of web automation. By combining advanced vision-language models with an intuitive and robust framework, they have built an open system that performs human-level web tasks at scale, with minimal setup and outstanding accuracy. Whether used in research, industry, or everyday productivity, Runner H represents the next phase of digital agents. It is autonomous, intelligent, efficient, and fully open to the world. This is not only a technical achievement but a signal that the future of AI-driven human-computer interaction is more accessible and flexible than ever before.

Advertisement

Source link

Continue Reading
Click to comment

Leave a Reply

Your email address will not be published. Required fields are marked *

Crypto World

Polymarket to open free grocery store in New York City

Published

on

Polymarket launches on Solana through Jupiter integration

Polymarket is taking its brand offline, opening a free grocery store in New York City and backing it with a $1 million donation to fight food insecurity.

Summary

  • Polymarket will open a free grocery store in NYC on Feb. 12, open to all residents.
  • The company donated $1 million to Food Bank For New York City.
  • The move blends community support with a high-profile brand push.

Polymarket, the crypto-based prediction market platform, announced on Feb. 3 that it will open New York City’s first free grocery store later this month as part of a community-focused initiative.

The pop-up store, called “The Polymarket,” is set to open on Feb. 12 at noon ET and will offer groceries at no cost to visitors. The company said no purchase will be required, and the store will be open to all New Yorkers. Polymarket has not yet disclosed the exact location.

Advertisement

Alongside the launch, Polymarket donated $1 million to Food Bank For New York City, a non-profit that supports hunger relief across all five boroughs. The company described the donation as part of its effort to give back to the city it calls home.

A physical bet on community impact

Polymarket framed the project as a “real, physical investment” in New York. The company said the store will be fully stocked and emphasized that the initiative is meant to address food insecurity rather than function as a traditional retail operation.

Food Bank For New York City said the donation will support its ongoing work to expand access to food and strengthen long-term food security. Polymarket encouraged members of the public to contribute to the organization as well.

Sources familiar with the project say the grocery store is expected to run for a limited time, likely spanning several days around the opening weekend.

Advertisement

Marketing push amid rising competition

The move also comes as competition heats up among U.S.-based prediction market platforms. Rival Kalshi earlier staged a smaller free grocery giveaway in New York, prompting comparisons between the two campaigns.

Both efforts echo campaign rhetoric from New York Mayor Zohran Mamdani, who previously floated the idea of city-run grocery stores. Polymarket currently hosts active markets tied to whether such stores will open in the city by mid-2026, adding another layer of symbolism to the initiative.

The launch follows a busy stretch for Polymarket. In late January, the platform announced a multi-year partnership with Major League Soccer, becoming the league’s official prediction market partner. On Feb. 2, Polymarket integrated with decentralized exchange aggregator Jupiter, allowing users to access markets directly on Solana.

The company is also navigating regulatory pressure. A Nevada state court issued a temporary restraining order last week preventing Polymarket’s U.S. affiliate from offering certain contracts to Nevada residents, with a hearing scheduled for Feb. 11.

Advertisement

Source link

Advertisement
Continue Reading

Crypto World

ETF that feasts on carnage in MSTR hits record high

Published

on

ETF that feasts on carnage in MSTR hits record high

There’s always a bull market somewhere.

While bitcoin and shares of bitcoin holder Strategy are falling, an exchange-traded fund designed to move in the opposite direction of MSTR and double its daily change has hit a record high.

That exchange-traded fund is the GraniteShares 2x Short MSTR Daily ETF, trading under the ticker MSDD on Nasdaq. It is an actively managed fund designed to deliver -200% of the Strategy’s daily performance. In simple terms, if MSTR falls 2% in a day, the ETF targets a 4% gain that same day (before fees/decay).

The fund debuted on Jan. 10, 2025 and is seen as a high-risk short-term tactical tool for bears betting against MSTR. And it has lived up to its repute.

Advertisement

MSDD’s price hit a record high of $114 on Tuesday, up 13.5% on the year, extending the past year’s 275% surge, according to data source TradingView.

MSDD’s compatriot, the Defiance Daily Target 2x Short MSTR ETF (SMST), also clocked an 11-month high of $113 on Tuesday. This fund debuted on Nasdaq in August 2024.

In other words, MSTR bears out there who loaded up on these ETFs have made a killing.

Strategy fell to $126 on Tuesday, the lowest since September 2024, extending its multi-month bear market. The stock is now down a staggering 76% from its lifetime high of $543 in November last year.

Advertisement

Strategy is the world’s largest publicly listed bitcoin holder, stashing 713,502 BTC ($54.24 billion) at press time. Naturally, its share price tends to follow swings in bitcoin’s market value.

Bitcoin, the leading cryptocurrency by market value, has dropped 12% this year and traded as low as $73,000 on Tuesday. That was the weakest since late 2024. Since then, prices have bounced back to $76,000, thanks to narrowly approved funding package that alleviated near-term U.S. shutdown risk and stabilized risk sentiment in financial markets.

Source link

Advertisement
Continue Reading

Crypto World

Why Cardano Investors Are Moving Assets to Self-Custody Now

Published

on

ADA Price


“Currently, a 10 billion market cap, this thing is not even worth $1 billion,” one X user argued.

The latest cryptocurrency market crash was brutal, sending Cardano’s ADA to multi-month lows.

Some analysts believe the storm may not be over, warning the price could nosedive by as much as 75% in the short term.

Advertisement

The Bad Days for the Bulls Aren’t Over?

Several hours ago, ADA plunged to 0.27, the lowest level since August 2024. Currently, it trades at around $0.29 (per CoinGecko’s data), representing a 15% decline on a weekly scale.

ADA Price
ADA Price, Source: CoinGecko

The well-known analyst DrBullZeus claimed that the asset is now nearing “a must hold support zone” at the range of $0.24-$0.28. He thinks that breaking below that level could result in a price crash to $0.125 and even $0.075.

The popular trader Matthew Dixon also chipped in. He suggested that “technically speaking,” ADA has retraced in three waves since the local top seen towards the end of 2024. He outlined $0.24 as a “very important long-term support,” predicting that as long as it holds, the price could rebound.

“A break of support would be a serious concern,” he alerted.

Prior to that, Harmonic Trader predicted that in six months, ADA might trade under $0.10. “Currently, a 10 billion market cap, this thing is not even worth $1 billion,” they argued.

Time to Rally?

Despite ADA’s recent price decline, some other analysts remain optimistic that a resurgence could be on the way. One of them, using the X nickname “Lucky,” asked their almost two million followers whether they plan to increase their exposure to the token at current rates. The analyst also envisioned a potential pump to nearly $1 in the near future.

Advertisement

You may also like:

LaPetite is also bullish. Several days ago, he forecasted that ADA is about to go “parabolic,” claiming that “huge announcements” concerning Cardano are coming soon.

The recent exchange netflows signal that a rebound could indeed be on the horizon. Data provided by CoinGlass shows that over the past days and weeks, outflows have significantly outpaced inflows. This means investors have been shifting from centralized platforms to self-custody, which in turn reduces immediate selling pressure.

ADA Exchange Netflow
ADA Exchange Netflow, Source: CoinGlass
SPECIAL OFFER (Exclusive)

SECRET PARTNERSHIP BONUS for CryptoPotato readers: Use this link to register and unlock $1,500 in exclusive BingX Exchange rewards (limited time offer).

Source link

Advertisement
Continue Reading

Crypto World

Aave Shutters Avara Brand and Family Crypto Wallet

Published

on

Aave Shutters Avara Brand and Family Crypto Wallet

Aave Labs says it is sunsetting its “umbrella brand” Avara in the company’s latest move to refocus on decentralized finance and simplify its branding.

Aave founder and CEO Stani Kulechov posted to X on Tuesday that Avara, a company encompassing projects including the Family crypto wallet and previously the social media platform Lens, “is no longer required as we go all in on bringing Aave to the masses.”

Kulechov said the Apple iOS-based Family crypto wallet was also being wound down as the team has “learned that onboarding millions of users requires purpose-built experiences, such as savings, rather than generic, open-ended wallet experiences.”

The move marks Aave’s latest effort to refocus on products such as its flagship lending protocol as the project handed stewardship of Lens to the Mask Network last month, with Kulechov saying Aave’s role in the protocol would be reduced to an advisory role so it can focus on DeFi.

Advertisement
Source: Stani Kulechov

Kulechov said in his latest post that Aave was “now united as one team of world-class designers, engineers, and smart contract experts, aligned around a single mission: bringing DeFi to everyone.”

All future projects under Aave Labs

Avara said in a blog post that “all current and future products, including the Aave App, Aave Pro, and Aave Kit, will operate under Aave Labs” to simplify the brand.

It added that accounts linked to the Family wallets “will continue as core infrastructure within Aave Labs products,” but the iOS app would be wound down over the next year.

No new users will be onboarded to the app from April 1, and existing users can continue using the app until April 1, 2027, and will continue to have full access to their funds on Aave’s website.

Related: There is no trust in DeFi without proper risk management

Advertisement

Aave is the biggest DeFi protocol with $30 billion in total value locked, nearly $9 billion more than the next largest project, the staking protocol Lido, which has $21.7 billion in value locked, according to DefiLlama.