... 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 Local Agent Harness Another important decision is where the agent capability should come from. One option is to build the entire reasoning layer yourself: call an LLM API directly, manage prompts, retries, tool calls, screenshots, JSON parsing, and safety rules. That ... ... gives maximum control, but it also means the test harness becomes an AI platform project. The alternative

... charge upfront, mass-refund later" model is a ticking time bomb for your Shopify business and how you can test product demand without risking your payment processor account. 1. The Devastating Hidden Cost: Unrecoverable Fees The biggest secret that competitors offering automatic mass refunds won't tell you is how payment gateway fees work. When a customer buys something on your Shopify store, your payment gateway (whether it s Shopify Payments, Stripe, or PayPal) takes a processing fee typically around ... ... gateway keeps the $960 in fees, that money has to come directly out of your own pocket. You literally lose $1,000 of your own money just for running a failed campaign. 2. The Algorithmic Danger: Account Freezes and Reserves

... excited to share that we are building Reserved AI Bandwidth - openbandwidth This effort came from a deep frustration that AI pricing model is broken for heavy usage. For building something meaningful and useful, I was paying 200$ per month for closed source research labs. Also the position no.1 is being competed by various companies, migrating was very difficult. Im a builder with deep expertise in the AI Infra and performance optimizations, when I see the GPU costs are constant ...

... store into a high-converting campaign platform. Driven by an Automated State Machine , Fundlify seamlessly transitions your products through every phase of a launch from hype building to final fulfillment Here is the concept: Create a campaign page, collect reservations or deposits, and securely vault payment details. You only capture the funds and go to production once your specific goal is met. No inventory risk. No guessing. No wasted money. 3 Ways to Make Money with Fundlify >> Route ... ... idea but no inventory yet. How it works: Install Fundlify on your Shopify store (takes 2 minutes). Create a campaign set your product, funding goal, and deadline. Share your campaign link social media, email, wherever your audience is. Customers reserve

... Product Hunt community! I m currently in the process of finalizing the offer strategy for a new product, and I need your input. Specifically, I m torn between offering a trial period versus a refund policy for customers. I d love to hear your thoughts on both options. Trial Period Pros : Low barrier to entry for new users. Allows customers to test out the product before making a commitment. Builds trust and encourages engagement. Cons : Add noises for conversion. Refund ... ... reducing the perceived risk. More flexibility for customers who may be on the fence about the product. Cons : Barrier to onboarding due to payment blockage. That's said: When do you think each option works best? Should trials be reserved

... moment you realize you're spending tomorrow's reserves. It was 10:00 PM. She was still working, focused on finishing a project that could easily wait until morning. She felt a second wind, a manic clarity fuelled by necessity and caffeine. But deep down, she heard the quiet alarm: she wasn't running on reserves

... automatically detects whether it s PostgreSQL, MySQL, SQL Server, or MongoDB , and adapts the queries and syntax accordingly. Just upload your schema. Text2Query detects the dialect instantly and: Writes queries in the correct syntax (quotes, keywords, structure) Applies reserved word rules (no more user errors!) Adapts code formatting and explanations accordingly This is more than autocomplete, it s query generation with real semantic awareness and a code-switcher. This makes the generated queries more accurate, readable, and ready ... ... Especially helpful if you re using reserved

... before yesterday, a friend told me he and his wife are closing their restaurant, which they opened just six months ago. They had taken a loan for it, which makes it even worse. How much of your own financial reserve would you be willing to spend before giving up? [I think that I would go with $40,000.] Comment from Arjav Parikh(@vu3ozm): I ve been building, a product which is now a bootstrapped business that s grown ... ... from Ivan APEDO(@ivan_apedo): I could only when I'm convinced that idea have a potential to become something great and also that business got validation from the market. But anyway I won't bet all my financial reserve

... automatically back to energy saving when finished Content Creators: Maximum performance for rendering, video editing, and streaming Professionals: Perfect balance between performance and energy efficiency for productive work environments Everyday Users: Quiet, cool system for daily tasks + instant power reserves when needed How Does It Work? Fully automatic & invisible! RyzenZPilot runs silently in the background and: Monitors active processes in real-time Recognizes application types automatically (Gaming, Office, Multimedia) Switches power profiles without delay or interruption Continuously optimizes performance ... ... vs

... Every world should have a reserve currency, I think Musk will make it Doge on Mars. What are your thoughts on this ...