3 months benchmarking residential proxies. 400K probes. 3 providers. The cheapest ($0.30/GB) scores HIGHEST. The fastest (10.78 Mbps) scores LOWEST. "You get what you pay for" doesn't hold in this market. #ResidentialProxy #WebScraping

tips for scraping the web without getting blocked

🚨 I just found a 100% open-source Python web scraping library that makes you basically invisible to bot detection. It's called Crawlee. Build reliable crawlers that fly under the radar of every modern anti-bot system. What it does: → Scrapes any website with BeautifulSoup, Playwright, or raw HTTP your choice → Auto-rotates proxies and manages sessions so you never get blocked → Handles JS-heavy sites with full headless browser support → Parallel crawling that scales automatically with your system resources → Saves data to persistent storage no lost progress if something crashes → Retries failed requests automatically without you touching anything One pip install. Works on any site. Any format. HTML, PDF, JPG, PNG all of it. 8.1K stars. 100% Opensource. Apache 2.0 License. (Link in the comments)

You can access 𝕏 APi via @OpenClaw. We’re trying to make it affordable without giving away the shop. Hopefully, this can be useful & fun 💫

Most of what we call "novel" vulnerability research is just _creative recombination within a known search space_. And creative recombination within large known search spaces is what these frontier models will get ridiculously good at.

An IP is flagged as a residential proxy. Now what? The classification is just the starting point. percent_days_seen and last_seen add the time-based context needed to understand behavior, whether it’s new, active, or inactive. Explore the data: ipinfo.io/data/residential-p… #ProxyDetection #NetworkData #Cybersecurity

Built a bot. Didn’t expect much. $200 → $43,103 later… I had to double check the logs. Day 1: 12 trades $4,601 profit What it actually does: Copytrade → t.me/KreoPolyBot?start=ref-5… * Tracks and copy trades the 4 most profitable wallets * Snipes pumps before they become obvious * Parses news faster than humans can react * Arbitrages spreads between prediction markets It’s basically running 4 strategies at once. And the craziest part — I don’t even touch it. It runs autonomously and just pings me when it makes moves. All built with a $20 Claude subscription. Thinking about open-sourcing it. Curious if anyone wants access.

The Senior Machine Learning Modeler at Block will develop batch and real-time ML solutions for assessing financial crime risk. Responsibilities include collaborating with stakeholders, documenting the program, leading ML best practices, and continuously improving processes to enhance investigator productivity. Block is one company built from many blocks, all united by the same purpose of economic empowerment. The blocks that form our foundational teams - People, Finance, Counsel, Hardware, Information Security, Platform Infrastructure Engineering, and more - provide support and guidance at the corporate level. They work across business groups and around the globe, spanning time zones and disciplines to develop inclusive People policies, forecast finances, give legal counsel, safeguard systems, nurture new initiatives, and more. Every challenge creates possibilities, and we need different perspectives to see them all. Bring yours to Block. The Role The Block Financial Crimes Machine Learning team is responsible for detecting, preventing, and reporting illegal activity across all markets in which Square and Cash App operate. We work globally with partners in business, engineering, counsel, and product to ensure we are providing a safe user experience for our customers while minimizing or eliminating bad activity on our platform. We leverage Machine Learning as an integral part of our toolkit to fulfill our mission. We employ scalable solutions in order to monitor billions of dollars in transactions. We uncover and put an end to money laundering, terrorist financing, and other illegal activities before they impact our users. Additionally, we improve workflow and case tools, adding features that empower investigator productivity and automate the high volume of monitoring. We are looking for Senior Machine Learning Modelers who are interested in solving critical business problems using any and all tools necessary. You Will Build both batch and real-time machine learning solutions for the assessment of financial crimes risk at scale across all global markets in which Square and Cash App operate Work closely with stakeholders, business partners, and product engineering teams to ensure that data can be leveraged effectively to build efficient solutions within our regulatory program Produce thorough documentation of our program that can withstand regulatory scrutiny Proactively identify new opportunities and future needs of our ML teams Lead by example by applying ML and engineering best practices Stay current on ML developments in the field, foster an environment of continuous learning, and apply new learnings when applicable Have a significant impact on influencing team culture and direction You Have 5 years of software engineering or machine learning experience A degree (preferable graduate level) in Computer Science, Engineering, Statistics, Physics, Applied Math or a related technical field An ability to maintain critical production software and build new production software from scratch Prior experience working with product, engineering, and business to prioritize, scope, design, and deploy ML tooling and infrastructure at scale Natural curiosity and desire to grow and help shape all aspects of our growing team Excellent written and oral communication skills to both technical and non-technical audiences, and are comfortable working with a cross-functional, globally distributed team We're working to build a more inclusive economy where our customers have equal access to opportunity, and we strive to live by these same values in building our workplace. Block is an equal opportunity employer evaluating all employees and job applicants without regard to identity or any legally protected class. We also consider qualified applicants with criminal histories for employment on our team, and always assess candidates on an individualized basis. We believe in being fair, and are committed to an inclusive interview experience, including providing reasonable accommodations to disabled applicants throughout the recruitment process. We encourage applicants to share any needed accommodations with their recruiter, who will treat these requests as confidentially as possible. Want to learn more about what we're doing to build a workplace that is fair and square? Check out our I D page. Block will consider qualified applicants with arrest or conviction records for employment in accordance with state and local laws and "fair chance" ordinances Block takes a market-based approach to pay, and pay may vary depending on your location. U.S. locations are categorized into one of four zones based on a cost of labor index for that geographic area. The successful candidate's starting pay will be determined based on job-related skills, experience, qualifications, work location, and market conditions. These ranges may be modified in the future. To find a location's zone designation, please refer to this resource . If a location of interest is not listed, please speak with a recruiter for additional information. Zone A: $189,000 - $283,600 USD Zone B: $179,600 - $269,400 USD Zone C: $170,100 - $255,100 USD Zone D: $160,700 - $241,100 USD Every benefit we offer is designed with one goal: empowering you to do the best work of your career while building the life you want. Remote work, healthcare coverage, flexible time off, and modern family planning are just some of our offerings. Check out our other benefits at Block. Block, Inc. (NYSE: XYZ) builds technology to increase access to the global economy. Each of our brands unlocks different aspects of the economy for more people. Square makes commerce and financial services accessible to sellers. Cash App is the easy way to spend, send, and store money. Afterpay is transforming the way customers manage their spending over time. TIDAL is a music platform that empowers artists to thrive as entrepreneurs. Bitkey is a simple self-custody wallet built for bitcoin. Proto is a suite of bitcoin mining products and services. Together, we're helping build a financial system that is open to everyone.