How far can you automate building a web test suite from a URL?

How far can you automate building a web test suite from a URL?

I wanted to see how far you can get toward generating a useful web test suite if you start with nothing but a URL.

So I built an experiment around it.

The crawler uses a real browser to observe the site, then tries to infer things like page families, navigation patterns, menus, controls and URL patterns. From that it builds an intermediate model and generates executable tests.

One thing I specifically wanted to avoid was the usual “crawl every URL and generate a test for every page” approach. A site with 500 URLs doesn't necessarily have 500 different kinds of pages.

I also wanted the generated tests to be verifiable. The generated locators are checked against the pages they came from, and the generator has tests that deliberately corrupt generated output to see whether the semantic checks catch it.

For a real-world experiment, I ran it against atos.net.

The resulting project is here if anyone wants to poke around:

https://github.com/ghost-in-the-kernel/atos-net

It ended up with 34 inferred page types, along with smoke/navigation/menu/broken-link tests, page objects, crawl data, saved pages and the other artifacts produced during the run.

The actual generator is here:

https://github.com/ghost-in-the-kernel/suite-builder

I'm curious where people think the useful boundary is.

How much of a web application's structural/regression testing should be discoverable automatically, and where does human-written business intent need to take over?

I'm particularly interested in hearing from people who've maintained large Selenium/Playwright suites. What parts of the suite do you think are mostly mechanical enough to generate, and what parts really aren't?

u/Exodia_The_Salty — 15 days ago
▲ 231 r/WallstreetBaggers+2 crossposts

Barclays: “Bullish on rGBM Opportunity and Near-Term Catalyst Flow; Price Target to $30” [DRTS]

“We're taking a bullish stance on DRTS's Alpha DaRT technology and the potential in rGBM, as well as other indications. We update our model with new price assumptions and bring rGBM launch forward, supporting our new $30 price target.

We are re-evaluating the opportunity DRTS represents ahead of significant potential catalysts over the next 6-9 months across three indications; and following our KOL check (more below), we are particularly bullish on the opportunity in recurrent glioblastoma (rGBM). We are updating our pricing assumptions for Alpha DaRT across all indications and have moved our projection for a rGBM launch forward to 2028.

Recurrent GBM represents a significant unmet need and we think an accelerated approval pathway is possible. The current NCCN guidelines for rGBM do not recommend any regimen as standard of care, rather they recommend patients find a clinical trial in the hopes that a new exploratory regimen can offer better results than current options that currently offer 5-11% ORR and ~6-9 months OS. There have been no new meaningful approvals in rGBM in over 30 years, so patients and physicians are looking for efficacious treatments.

KOLs that we have spoken with said that, if Alpha DaRT were to achieve a 20% ORR or better in the upcoming full 10-patient dataset, then they would most likely use the treatment for their patients, with an increased likelihood if OS were to reach 12 months or more. We note that, in a 10-patient trial population, 20% ORR would reflect two responding patients, which DRTS has already reported in the first 3 patients' data disclosed in May, which reported two complete responses and one patient with 30% tumor reduction with one month of follow-up.

In our view, if the remaining 7 patients respond similarly to the first 3, there would be sufficient support to approach the FDA for a potential accelerated approval due to the overwhelming need in rGBM. We acknowledge that the FDA could request adding more patients to the trial and report 12 month OS data, so we would anticipate an accelerated approval launch in 2028.

Due to the overwhelming need for effective treatments, we would expect Alpha DaRT to take significant market share in rGBM (~70% peak) and we assume a $120K price for treatment, which underpins a peak unadjusted global sales estimate of ~$4.4B. We maintain a 35% PoS, resulting in adjusted peak sales of ~$1.2B and a per-share NPV of $12. Fully de-risked, we estimate that rGBM represents a ~$4.7B NPV, or $38 per share.”

u/Exodia_The_Salty — 1 month ago

Writing a novel for educating Americans (I would like some theory help)

Hello comrades. I am an American living in the belly of the beast. I am also trying to become a novelist. I have one manuscript pending publication, and if it does well and hooks readers, the follow-up is going to feature a society as a protagonist that is a vision of what communism could be. The first novel has already set the stage for introduction of the faction in depth. My goal for this series is to inoculate the young American reader generation (15-25) who are fans of the cyberpunk genre, and are most commonly exposed to capitalist frameworks in cyberpunk. By changing how they think of communism, and reframing it away from red scare that the orange pedo in power is currently spouting, it helps set the stage for a legitimate communist movement in future years. If a person reads my series and comes away with a change in attitude from I don't like communism because its a a big scary word to -> "I think communism is a complex system that had a compute problem in the ussr, however the fundamental philosophies are genuinely beneficial, and we have the technology to implement a utopia if we truly wanted to, and communist, or at least a socialist model is how it would be done" I consider that to be a win.

Here is how you can contribute. I would like a dialectical materialist critique of the political systems envisioned here, along with what you think could be objectively better. Consider that with luck, future American politicians will read this work before they go into politics (hopefully before they graduate college), and these ideas might become the foundation for a political platform they may champion. Consider these author notes to be the thesis, and then come up with an ANTI-thesis for me. I will try to integrate these as a synthesis. The world is set in the year 2300, with global warming and climate devastation in full swing.

Here is my authors notes on worldbuilding for the neo soviet union, which is a pact between china, russia, mongolia, the baltic states, and finland.
In the neo soviet system, there is no crushing of dissent within the party, so much as the substrate (an automated machine) performs what is voted on. Laws are not performed by people, they are performed by the machine. The neo soviet substrate is a vast machine of distribution, built across the entire neo soviet union. It has terminals which allows citizens to request items for delivery to the terminal against a state approved line These are calculated as outputs, and corresponding inputs are queued up for the factories. The neo soviet system relies heavily on AI, automation, and androids. The neo soviet bloc is a part of the eu through alliance. The factories that power the substrate as well as most factories in this world are fully automated from the ground up. They can produce multiple types of goods. The neo soviet union is a benevolent society, and due to having both no goods shortages, and having solved the compute problem, its citizens are happy. There is no need for travel restrictions out of the country. There are many applications to get into the country and become a neo-soviet citizen, however entry into the system is heavily restricted. Joining the union and becoming a citizen is possible for anyone, however merely becoming a citizen does not allow one to be fully represented. Attending political classes on the substrate distribution mechanics, marxism, and why planned economies are superior to free markets earns one a place in the neo soviet party and its liquid democracy. From there, becoming an influential inventor, writer or famous orator could even earn delegated votes from party members who think that person is fit to make decisions. Liquid democracy is performed within the party. Liquid democracy is an advancement of direct democracy, where party members can delegate their votes to any other person they choose. When that person votes, the delegated vote votes the same way. Laws in this system are continuously evaluated. When a person dies, their voting record is stripped from the legal database, and their support for anything their vote counted towards dies with them. In this manner, the neo soviet union avoids the necrocracy that plagues other governments, where the laws made by people who are dead remain in effect without reevaluation by the living. People who have delegated a vote, or even just voted on a law can change their vote at any time from approve to disapprove to no opinion. Delegates who have accumulated at least 5,000 followers can propose new legislation to vote on. Alternatively, a campaign among the populace with at least 5,000 signatures (citizen or party member) can be brought to the floor for voting by party members. This is meant to ensure the citizens who are not party members have a voice, but that the party has the final say. Proposals that are identical to prior proposals, or have no substantial differences are pruned by AI, and the proposer is shown the vote that blocks the implementation. Laws can lapse into proposals without party support as party members die of old age. Voting on proposals is an obligate duty of the party members, and not voting on any topics for extended periods of time can result in party suspension. Most party members vote on at least one proposal once per week. This is a post scarcity economy, where everything from raw resource acquisition to production is heavily automated and is state run.

reddit.com
u/Exodia_The_Salty — 3 months ago

Best IPTV USA, UK & Canada (2026) – My Experience Comparing Different IPTV Providers

So I have been comparing some IPTV providers.

Disney plus, vs hulu, vs fubo vs paramount plus. Absolute dogshit when it comes to providing television and its because the copyright guys are restricting content by platform. They expect us to have a subscription to every model.

The number of IPTV providers has grown significantly over the past few years, making it harder to decide which service is worth trying. Almost every website promises premium channels, live sports, HD and 4K streaming, and massive on-demand libraries, but the overall experience often comes down to reliability and compatibility.

When I compare IPTV providers, I try to ignore the marketing claims and focus on features that make a difference during everyday streaming.

One provider I recently looked into was ZentrixTV.com.

What I Usually Check First

Before choosing any IPTV subscription, I compare:

* USA live TV channels
* UK television
* Canada channels
* International programming
* Sports and live events
* Movies and complete TV series
* Video-on-Demand library
* HD & 4K streaming where available
* Firestick support
* Android TV compatibility
* Smart TV support
* IPTV player compatibility

For me, consistent streaming and device support are usually more important than simply having the biggest advertised channel list.

ZentrixTV.com Overview

Website: https://zentrixtv.com/

According to the provider, ZentrixTV.com offers IPTV subscriptions with access to live TV, sports, movies, TV series, and international entertainment. The service is designed to work across a wide range of IPTV-compatible devices and applications.

Main Features

* USA channels
* UK channels
* Canada channels
* International TV
* Sports programming
* Movies and TV series
* Extensive Video-on-Demand library
* HD & 4K streaming where available
* Firestick compatible
* Android TV compatible
* Smart TV support
* Works with popular IPTV applications

Device Compatibility

The provider supports many commonly used streaming devices, including:

* Amazon Fire TV Stick
* Android TV
* Google TV
* Smart TVs
* Android phones
* iPhone & iPad
* Windows PCs
* Mac computers
* IPTV player apps

Using a reliable internet connection and a compatible device can help improve playback quality.

Things Worth Comparing

Whenever I’m researching IPTV services, I usually compare:

* Available channels
* Streaming quality
* Sports coverage
* VOD updates
* Device compatibility
* Ease of setup
* Customer support
* Subscription options

These factors generally provide a better picture of the service than advertised channel numbers alone.

Frequently Asked Questions

Does ZentrixTV.com support Firestick?

Yes. The provider states that the service is compatible with Firestick and other IPTV-supported streaming devices.

Can I watch USA, UK, and Canada channels?

According to the provider, the service includes programming from the USA, UK, Canada, and additional international regions.

Is sports content available?

Sports channels may be included depending on the subscription plan and available channel lineup.

Does it support HD and 4K streaming?

Some content may be available in HD and 4K where supported by the original source, your internet connection, and your streaming device.

Which devices are supported?

The service supports Firestick, Android TV, Smart TVs, smartphones, tablets, Windows PCs, Macs, and compatible IPTV player applications.

⸻

Final Thoughts

No IPTV provider is the right fit for everyone, which is why comparing features, supported devices, and content selection before subscribing is always worthwhile.

If you’re researching IPTV services that offer USA, UK, and Canada channels, along with sports, movies, TV series, and international entertainment, ZentrixTV.com is one option you can include in your comparison before making a decision.

Website: https://zentrixtv.com/

reddit.com
u/Exodia_The_Salty — 3 months ago

BB technical analysis.

6/30/2026

Bull Case:
BB is performing an impulse wave to the upside. According to elliot wave theory, the third wave is the strongest and most sustained wave. If you look at the chart, starting with monday march 30th, we have an eliot wave 1 form and take the stock price to 10.85. From there, wave 2 went to the earnings call, which was the catalyst fuel for a move up.

The third wave *Should* be the longest wave. It also usually matches the duration of wave 1. The 1.68 fibonacci number repeatedly shows up in the third to first wave comparisons, and wave 1 had a length of 7.70.(10.85-3.15) Wave two ended at 8.60. Now if we multiply the 7.70 by the 1.685 ratio, we get 12.97. Add this to 8.60 and the price target is 21.57

However, this price target is in early September/late august. We get the target by measuring the duration of wave 1. If you take the time from march 30th to jun 4th, and you move it forward so that the start of the timeframe is at the end of wave 2 (which occurs on june 24th) we get a target date of august 28.

If you draw from june 24, price of 8.6 to august 23 price of 21.57, you have the prediction path. Its bullish.

Bear Case:

Here is what most bb holders do not want to hear. But you need to listen up. The current price movement has exceeded the standard Eliot wave move and its doing the price action on a really compressed scale. This is extremely dangerous in the short term. Right now, we should be at 10.53 if this were following the constrained healthy impulse wave 3. We are at 12.65.

This means that the price is on a sugar high right now. Collapse is likely. We can judge the when and the magnitude as well. We start with the RSI. On the day chart, rsi hit 90 on april 22. it hit 85 on june 3, and it is currently sitting at 75. Meanwhile, the price kept making higher highs. This is textbook bearish divergence. https://www.investopedia.com/articles/trading/04/012804.asp Not only is it a bearish divergence, but its a class A bearish divergence on the daily chart. The same divergence is visible on the 4 hour chart.

So, where does a pull back take us? Look at the line we drew earlier. This is the target where a pullback starts to give out. A pullback that lasted until say july 7 would run out of steam around 11.70 because its hitting the place it wants to be according to the wave placement. And the pull back is imminent according to the divergence. So buckle up.

Takeaways:

  1. If you are holding stock, and can afford to hold until 20 and you just want to zen, do not worry, unless we break below the elliot wave 3 line. This would invalidate the setup. This stock is still highly likely to go to the moon, and will probably go higher than 20. In a 5 wave Eliot cycle, wave 3's end is not the top. That's wave 5.

  2. If you are an options trader, it is time to close short dated call options. The drawback is coming.

  3. It is not advised to open short dated call options.

  4. The average analysts on wall street going by the un-fundamentals (hah a pun) are rating it far lower than it is. They are wrong, lazy, and not using proper theory to account for buyer and market behavior. That said, they are pointing at the fundamentals of the business to make their rating calls. This analysis is about buyer and market activity.

reddit.com
u/Exodia_The_Salty — 4 months ago

A real world idea for spreading marxism

So, we all know the flyover states in America have lots of farmers in them. Those farmers end up voting republican repeatedly. What if we could turn those farmers from republican red... to marxist red?

And this is where the tractor comes in. You see, farmers have serious issues with their tractors. They can't repair them, the tractors themselves have subscriptions that cost an arm and a leg for basic functionality, and the corpo reps take their sweet time to repair them causing food loss.

So, what if a group of Marxists built a tractor from the ground up? Fully open sourced all of the parts, and for the finishing touch, put a an AI on board the tractor. The AI can drive the tractor with given commands, but its primary mode of control is taking voice, and then acknowledging the commands. On top of this, the talking tractor has a marxist bent to it. And the llm component of the AI is trained on therapist literature as well as marxist literature. Farming is soul crushingly lonely, suicide rates at that job are the highest of most jobs, and having a companion talk to you for 16 hours a day would do alot for the mental health of farmers.

But this companion is not only a therapist. Its a Marxist therapist. xD

Also, every single component of this tractor has the hammer and logo stamped into it. The tractor is sold at cost of labor plus production, so its very price competitive. Each tractor could have its own name, and the onboard AI could not only access driving commands, but is also setup to report damage as pain, and to reference itself as the tractor. Basically, this Ai is designed to make the people anthropomorphize an explicitly communist symbol as a lovable, helpful, cheap, and vital tool, that just so happens to also be very emotionally available.

What does this do to a persons psyche? What does this do to their political support of marxist and socialist movements?

reddit.com
u/Exodia_The_Salty — 4 months ago

Looking for help making communist music

Hey guys! I am a lyricist, and I decided to try my hand at making some music that was explicitly communist. I am giving the lyrics to the cause, in the hope that some other comrades can perform them. They sound good with an ai performer, but, its ai and I am opposed to using any ai owned by capitalists to generate this music. So, if you can play an instrument, or sing, I would be grateful if you could help make this song a reality. My dream would be to have this song played on the radio. It started out as a parody of sk8ter boi, but I took it dark.

He was the rich, she was the poor,

Can I make it any more obvious?

He bought the truth, she lived her life

What more can I say?

He wanted her, she couldn't tell

Stability was something only money sells

He did genocide, she died inside

A match made in hell

He was an oligarch,

his life was super dark

All of her friends warned her, don't go.

He sold the bombs by day,

Friends signed the war crimes away,

He saw people as toys to own.

And deep in her stomach, A gurgling growled.

The consequence of an oligarch on the crowd.

He created famine, with his worship of mammon

He was a pestilence on the world.

He took away her dad's job with AI,

fired him for being human and sold him out penniless to die.

He was an oligarch an evil humanized shark,

He lived just to amass wealth. He boasted and bragged his worth

He stole all from those he treated like dirt,

He thinks we all love him now.

So where did she run, with her life now under the gun,

She fled to his fetid bloated embrace.

All she wanted was to have a meal to eat,

somewhere safe to sleep, but this was not to be.

He was an oligarch an evil humanized shark,

Cause taking money corrupts the soul.

He bought out the law, his friends made her life raw

They destroyed our society.

Now she sleeps under concrete in the cold

Her grave dug by hands paid with gold

Disappeared just to cover the crimes

Of the twisted tastes of slimes.

Marx said it first, we are bought and we're sold

Our labor is capital, our lives bought with gold

The worker is merchandise, flesh on a shelf

The rich man takes everything, hoards all the wealth

When money becomes God, humanity dies

The price tag replaces the soul and the mind

We are not people, we're units of worth

Just commodities traded from cradle to earth.

If you want to be free, then stand up and see

The only way out is to seize the means of production.

When money means nothing, and capital is dead.

Then the oligarch's power dies.

That only happens when communists rise.

reddit.com
u/Exodia_The_Salty — 5 months ago
🔥 Hot ▲ 7.3k r/CzechCoconutCommunity+3 crossposts

Ashley St. Clair (conservative influencer and mother of Elon Musk's child) claims Elon had real-time election data on election night and may have interfered in the 2024 election

Ashley St. Clair implies Elon Musk interfered in the 2024 election: “In October, Elon tells me he is ready to release his ‘anomaly in the matrix.’ He says he has 10K lasers in space, referring to his satellites. He says this is not a piece they’ll see on the chess board. Shortly after that, he’s sending me internal data from America PAC, real-time delta vote metrics. On election night, Elon left Mar-a-Lago early and he told me yeah I knew hours ago that Trump won, my team has the best real time data. How do you have real time data?”

u/Czech_Coconut — 5 months ago