Vertex AI
Fully managed ML tools allow you to build, deploy and scale machine-learning (ML) models quickly, for any use case.
Vertex AI Workbench is natively integrated with BigQuery Dataproc and Spark. You can use BigQuery to create and execute machine-learning models in BigQuery by using standard SQL queries and spreadsheets or you can export datasets directly from BigQuery into Vertex AI Workbench to run your models there. Vertex Data Labeling can be used to create highly accurate labels for data collection.
Vertex AI Agent Builder empowers developers to design and deploy advanced generative AI applications for enterprise use. It supports both no-code and code-driven development, enabling users to create AI agents through natural language prompts or by integrating with frameworks like LangChain and LlamaIndex.
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QA Wolf
QA Wolf helps engineering teams achieve 80% automated test coverage end-to-end in just four months.
Here's an overview of what you get in the box, whether it's 100 or 100,000 tests.
• Automated end-to-end testing for 80% of the user flows in 4 months. The tests are written in Playwright, an open-source tool (no vendor lock-in; you own the code).
• Test matrix and outline in the AAA framework.
• Unlimited parallel testing on any environment of your choice.
• We host and maintain 100% parallel-run infrastructure.
• Maintenance of flaky and broken test for 24 hours.
• Guaranteed 100% reliable results -- zero flakes.
• Human-verified bugs sent via your messaging app as a bug report.
• CI/CD Integration with your deployment pipelines and issue trackers.
• Access to full-time QA Engineers at QA Wolf 24 hours a day.
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Browserbase
Headless browsers that operate seamlessly in any environment every time can significantly enhance browser automation. By managing fleets of stealth browsers, you can ensure consistent and dependable performance. Concentrate on your coding efforts with automatically scaled browser instances that come equipped with top-tier stealth capabilities. Execute hundreds of browser sessions that are powered by robust resources for uninterrupted, long-term operations. Utilize headless browsers similarly to standard browsers, gaining real-time access, playback options, and comprehensive tools that include logging and network features. Develop and implement undetectable automation solutions that utilize customizable fingerprinting, automatic captcha resolution, and proxy support. Browserbase stands out as a platform for creating cutting-edge AI agents that can navigate intricate web pages without detection. With just a few lines of code, empower your AI agents to engage with any web page unobtrusively and efficiently at scale. Additionally, you can utilize the live session view feature at any moment, allowing human intervention to assist in tackling complex tasks. Ultimately, Browserbase's robust infrastructure enables you to elevate your web scraping, automation, and LLM applications to new heights by ensuring efficiency and effectiveness.
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Playwright
Playwright is compatible with all contemporary rendering engines, such as Chromium, WebKit, and Firefox. It enables testing across various operating systems like Windows, Linux, and macOS, whether locally or in continuous integration environments, and can operate in both headless and headed modes. The framework ensures that actions are only performed once elements are ready for interaction, and it includes a comprehensive set of introspection events. This synergy effectively removes the reliance on artificial timeouts, which are a common source of unreliable tests. Additionally, Playwright's assertions are tailored for the dynamic nature of the web, automatically reattempting checks until the specified criteria are fulfilled. Users can customize their test retry strategies and capture execution traces, videos, and screenshots to further mitigate instability. In terms of architecture, browsers execute web content from different origins in separate processes, allowing Playwright to align with modern browser frameworks and conduct tests out-of-process. This design choice helps to avoid the usual constraints associated with in-process test runners, ultimately enhancing testing efficiency and reliability. As a result, Playwright emerges as a robust solution for developers seeking to streamline their testing processes.
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