Our story: Go find the fucking rats! The design of a universal adaptable PHP page that scans multiple types of sources (dynamic, static, and semi-static) to find the user’s own variables!
Now is plug and play asshole! Suck on a lemon! This script is meant to: Be modular, letting you expand functionality per source. Detect unique identifiers or variables of the user (e.g. name, handle, face recognition placeholder, authored text style). Use local proxy modules or APIs where legal and available. Prepare the collected data into a standardized structure, optionally feeding it into a detection or mapping system (e.g. triangulation or graph model). 📄 user_variable_extractor.php <?php // Core engine to extract user variables from multiple source types require_once 'modules/init.php'; // initializes sources & configuration require_once 'modules/extractors.php'; // contains extractor functions for each platform require_once 'modules/normalizer.php'; // normalizes the data format require_once 'modules/graph_model.php'; // builds structured representation require_once 'modules/output.php'; // handles output (HTML, JSON, CSV, etc.) use Extractors{SearchEngines, SocialMedia, BlogCrawler, PhotoJournalism}; use GraphModelGraphBuilder; $userIdentifiers = [ 'name' => 'John Doe', 'email' => 'john.d@example.com', 'username' => 'johnd_online', 'imageHash' => hash_file('sha256', 'input/user.jpg'), 'keywords' => ['john…
Their story: How to debug a web app with Playwright MCP and GitHub Copilot
I know it can feel like a unicorn, but most bug reports do, in fact, contain steps to reproduce the error (or repro steps). As wonderful as it is to have those, the process of walking through and validating everything is still tedious. In a perfect world, we’d have end-to-end or acceptance tests that could automate the process. Sadly, many projects lack robust testing. Fortunately, GitHub Copilot with the help of the Playwright Model Context Protocol (MCP) server can automate that entire process. Let’s explore how we pass the repro steps to Copilot agent mode, and let it use the…
When we first explored this topic, we saw the seeds of what is now unfolding. This new development echoes our earlier insights and demonstrates how quickly ideas move from theory into practice.
Read the full story at the source
Bruce Wayne wears many masks; innovation does too. Strip back the mask before you place your trust in it.
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