... Agent memory can be useful, but a confident guess from yesterday can turn into a trusted fact today. In our QA process we decided that a remembered selector or repair should only be returned when it points to concrete evidence: a verified run, a passing test, or a repair that later passes. Recency and contradictions can lower its confidence. No evidence, no memory. If you re building agents, what criteria make a memory trustworthy enough for automatic reuse ...

... paying for your newsletter's margins. Summaries, Ask and replies all read that same text, so every prompt was quietly buying a stylesheet. Deliberately narrow A block is only removed when both halves look like a rule a real selector in front of the brace and a prop: value list inside it. So {"total": 42}, fn main() { let x = 1; } and struct Order { id: u64 } survive untouched, and an email that actually discusses CSS keeps every character. There are tests ...

... under the status bar or notch in desktop-style layouts on iPad Pro. Copying code from chat.  Code copied out of chat now keeps its line breaks and array indexes (like arr[0]) intact. Scrollable language selector on extension settings. You can now scroll the improved list of summary and translation languages on the settings page. Comment from Sansa Grey(@sansa_grey): Big fan of this direction. A knowledge tool lives or dies by retrieval and improving search ...

... been exploring a question: Why is automation still so difficult for non-developers? Traditional automation tools are powerful, but building a workflow often requires manually finding every button, selector, condition, and exception. I built Runavelo to experiment with a different approach: Instead of manually creating every step, you describe the goal: "Open a website, search for products, collect prices and ratings, and save the results to Excel." AI analyzes the interface and creates a visual workflow: Open Browser Input Search ...

... users can review and correct the result before saving it. They can change the food name, portion, preparation method, quantity, or ingredients. When confidence is low, FitBin can request another picture, ask a short clarification question, or provide likely alternatives. In addition to taking pictures, users can search for predefined foods by name. Search results can include common foods, branded products, restaurant items, recent meals, favorite foods, and previously saved combinations. This allows FitBin to remain useful in situations where ... ... information For example, FitBin may explain that a meal provides enough protein for the user s muscle-building goal but contains more sodium than their remaining daily target. It may recommend a smaller portion or suggest a lower-sodium alternative

... expectations, and produce repeatable test reports. ## Article / Maker Comment ### Building an Agentic UI Test Harness with a Remote Headed Browser Modern UI testing is changing. Traditional end-to-end tests are usually written as deterministic scripts: click this selector, fill that field, assert this text. That model still works for stable flows, but it becomes brittle when the UI is dynamic, when the test expectation is semantic, or when the product changes faster than the test suite. Agentic UI testing ... ... worker. For UI testing, a remote headed browser is not just a convenience. It changes the debugging loop. Instead of asking "what did the script think happened?", you can ask "what did the user actually see?" ### Harness Code vs

... small project called E2E-Self-Heal by combining the technologies I'm learning recently. Repository Link: https://github.com/Lee-Dongwook/... Automatically repair broken Playwright E2E tests. When a UI change renames or restructures an element and a test's selector breaks, the engine diagnoses the failure, patches the broken selector/wait, verifies the new selector

... Been building this for the past while, wanted to share it here. Quorel lets you describe the fields you want from a webpage in plain English, no selectors, no scraper code, and turns it into a structured API. A few things that make it different from just scraping a page: - Every refresh is saved as its own version. Nothing gets overwritten. - You can diff any two versions to see exactly what changed, added, removed, modified. - One-click rollback ...

... interactive list elements in the sidebar filters: /* Mobile-Friendly Touch Targets */ @media (max-width: 768px) { .filter-sidebar-list li a { padding: 12px 16px; /* Expanded tap target */ display: block; font-size: 16px; /* Prevent automatic mobile safari zooming */ } .quantity-selector button { width: 44px; /* Standard recommended touch size */ height: 44px; } } I also ran through the shop using only my keyboard to test accessibility (using Tab and Enter keys to navigate). I made sure the dynamic search bar focus state was clear and that ...

... typing on the live page Get a beautiful report in minutes: video replay, per-step screenshots, console/network errors with full replayable trace, and WCAG accessibility checks Key Features: AI that adapts when your UI changes (no more brittle selectors) Chaos Mode: simulates impatient users with network drops + rapid clicks API testing with natural language assertions Full-site accessibility scanner One-click CI/CD triggers (block deploys that break) Full Trace Viewer: deep network inspection + before/after DOM snapshots for serious debugging ...

... copy ("no thanks, I don't want to save money"), fake countdown timers that reset on refresh, and surfaces them inline before you click pay. the reason it never got built is it can't rely on a fixed selector list since every checkout page is laid out differently, it needs some kind of heuristic reading the actual DOM/text content of whatever page you land on. does plugthis's planning step handle "watch arbitrary pages for a fuzzy pattern ...

... files with non-UTF-8 characters in their names, the app will prompt you to select proper encoding to avoid garbled names (it will try to get the correct encoding for you and pre-select it in the encodings selector). Thanks to https://github.com/oxygen-dioxide for contribution ...

... server. Why PostCSS instead of regex The first instinct is to find the line with a regex or string.replace. This doesn't work for several reasons. Problem 1: colons in different contexts. CSS uses : in three unrelated places: selectors (.foo:hover), values (content: "a: b"), and declarations (color: red). A regex for color: will hit the wrong place. Problem 2: formatting. Real CSS comes in many formats different indentation, inline comments, single-line rules. Supporting all variants with regex means ... ... 768px) { background: #000; } &:hover { background: #eee; } } Finding the right declaration in this structure with regex is non-trivial. You need to know the nesting level. PostCSS parses the file into an AST. Each node has a type: Rule (selector

... between what people say and how they say it is where the real signal lives. The "hidden between the words" framing is spot on. How well does it handle text-based async interviews vs live voice? That's where I'd be most skeptical but also most excited. Comment from Nolan Vu(@nolan_vu): @andy_hu_1989  38 days, zero programming background, shipped to production. That's genuinely impressive and not something most people with actual dev experience pull ... ... coding tool. Comment from Stacy Wycoff(@stacywycof83995): @nolan_vu  Thanks Nolan, really appreciate you reading it closely. The confidence grading came straight from beta feedback, people have been burned by tools that state guesses as fact, so "Verified" vs

... years. The pattern I kept watching: businesses not tracking conversions properly, not because they didn't care, but because the tool assumed a level of technical knowledge most marketers don't have and shouldn't need. CSS selectors breaking after frontend deploys. DataLayer events waiting on developer queues. The Preview Mode loop eating unbillable hours nobody talks about. The complexity was never the point. Clean conversion data was. But the ecosystem that formed around GTM started treating the complexity ... ... skill, rather than the outcome it was supposed to produce. I built TagCompanion to test a thesis: what if the CSS selector

... from groups You can give a group its own AI context, and it now flows into chat, chart-editing, and automation agents whenever a member of that group is interacting. If different teams think about your data differently engineering versus sales versus

... Product Hunt I m launching Pithom Labs Scraper a local, UI-first web scraper that turns browser clicks into repeatable scraping recipes. Most scraping tools expect you to start with selectors, scripts, proxies, or a hosted browser. Pithom Labs Scraper starts differently: Open the Scraper UI. Load a website you re allowed to access. Click the data you want. Save the workflow as a recipe. Run it again later and export to CSV/JSON. The goal is to make web data ... ... developers who want inspectable recipes, CLI runs, local sessions, logs, validation, and clearer failure artifacts when a website changes. I built this because scraping often fails in the worst possible way: not loudly, but quietly. Empty fields, broken pagination, selector

... Hotspot with loopback interface" mode lets your PC broadcast a hotspot even when it has no internet connection. Great for Tesla setups where you just want to extend your display without needing to tether your phone. Connection Mode Selector Three connection modes to choose from: Same network, Hotspot with internet, or Hotspot with loopback. Each mode has an inline description so you know exactly what it does. Getting Started Tutorial A new in-app tutorial walks you through your first ... ... connection. It auto-shows on first launch and branches based on your device (Tesla vs

... everyone I work in QA automation, mostly dealing with Playwright, Selenium, flaky selectors, CI failures, and test suites that look useful until they start crying wolf every other build. I m here to discover tools that make engineering teams faster without making releases riskier. Always interested in anything around test automation, browser workflows, observability, and developer productivity. Comment from Yaoshen Luo(@lyshen): Hello Joy. I am a fan of vibe coding. In this time, it is much more easier ...

... Fixed an issue where the "Copy Logs to Clipboard" button on the MCP plugin page was broken. Fixed an issue where the `reasoning_content` field was not correctly processed for some models. (Windows) Fixed an issue where the element selector displayed an offset when multiple monitors were connected. (Windows) Fixed an issue where the selected range did not match the actual position when picking visual elements. (Windows) Fixed an issue where capturing screen elements could cause the software to crash ...

... SaaS teams: ship the agent alongside your product. Your cloud gets a stable named endpoint into the client's network no VPN negotiation with their IT team, no firewall exceptions. Fleet tokens and label selectors let you manage hundreds of client deployments centrally. For enterprise/DevOps: 75 Prometheus metrics, audit logging on every connection, policy-based auth (mTLS JWT API key chain), horizontal scaling, remote kubectl access into private clusters. On trust I know the reaction to "run this binary from ...

... faster. It kicks in automatically with no setup needed. If your GPU doesn't support it for some reason, the app falls back to CPU without any fuss. You'll see a small GPU label in the engine selector when it's active. Two other fixes landed with it: Some Windows users were hitting a crash on startup. Tracked it down and patched it. The quieter one, but probably the most frustrating: if the voice engine failed during a session ...

... built SkillForge - a tool that turns screen recordings into reusable AI agent skills. **The Problem:** Creating browser automation scripts is tedious. You inspect elements, write selectors, handle edge cases, and maintain code as websites change. **The Solution:** Record your screen performing any workflow, and AI extracts the steps into a structured SKILL.md file that any AI agent can execute. **How It Works:** 1. Record your screen doing the task 2. AI analyzes the video and extracts actionable steps ...

... because they validated with surveys instead of money. Stack is intentionally boring: Next.js, Supabase (auth + DB), Vercel for hosting, Stripe for billing. The interesting part is the research engine underneath we scrape job boards, Reddit pain threads, and competitor reviews to identify niches where buyers are already spending, then package it into a report with a vibe coding blueprint so you can actually ship it. Permissions/auth is Supabase Row Level Security verbose to set up but rock solid once ... ... imagine you're thinking about a backend to enable storage and collaboration features down the line? Comment from Ryan Hendrickson(@ryan_hendrickson): @maria_vannicola  Nice! Was there something that brought you to use Firebase over other alternatives

... more polished dashboard with improved layout and navigation. Bot Settings Panel New dedicated settings view for configuring your bot directly from the dashboard. Abilities & Skills Panels See your bot's MCP abilities and skills at a glance. Model Selector Update Claude 4.6 models (Sonnet & Opus) now available, with clearer model labels and cost indicators. Reliability Voice messages now complete reliably Fixed an issue where the bot could get stuck on "typing..." after responding to a voice message. Responses ...