... Netflix uses for recommendations). Here's the flow: USER FEEDBACK LOOP Write AI Suggests Accept/Deny/Retry System Learns Model Stats DB Model A: 85% Success rates Model B: 72% Model C: 91% Use this one! Thompson Sampling Algorithm Balances exploration vs exploitation Try new models Use proven models (10% of time) (90% of time) What's Thompson Sampling? Think of it like this: The Casino Analogy: You walk into a casino with 5 slot machines. Some pay out more than others ... ... emails Mistral is fastest for quick edits Week 3: Sarah just writes SourcePilot automatically uses GPT-4 for blog posts Switches to Claude when she's writing emails Uses Mistral for quick grammar checks Sarah's accept rate: 91% (vs

... balanced diet of espresso shots and questionable amounts of energy drinks, which means you guessed it: fresh updates are here. From saying goodbye to Coming Soon, to giving you a shiny red self-destruct button, to sprucing up Alternatives, and a shiny new footer, we ve packed a lot into this round. Coming Soon Forum Threads The old Coming Soon pages have officially retired ( and you lot noticed ). From now on, every new product you create gets its own forum ... ... Click it and your launch is gone. No forms, no waiting, no awkward back-and-forth, and our support team get to sleep in. (P.S. Don't worry if you accidentally delete your launch, our team can restore it) Alternatives

... been exposed to? Are there better options? Would love to hear your thoughts down below! Comment from Ruben Lozano(@rubenlozanome): At the moment for all the startups that I am working with @Notion and @Asana . Comment from Alan Rivera(@alan

... internet as people who already paid, IYKWIM.) Do you have a similar experience? Next time, we could cover how to prevent fraud, btw. (I have a lot to share.) Comment from Nika(@busmark_w_nika): @isibol01   @alan_rivera  Yeah, that's why many people contact support to know the exact price or try to find answer on Reddit. Comment from ravi sharma(@ravi_sharma01): @busmark_w_nika This hits hard! Too many products feel sketchy due to missing ... ... perfect yet, but we can get there with your support" makes it much more likely to support new products as I am onboard of a journey, not a V1. Comment from Luke (@luke_arwayda): @isibol01   @alan

... founders out there how do you handle these moments? When life throws a curveball, how do you keep the momentum going? Would love to hear your thoughts, and I m excited to finally launch in two weeks! Comment from Alan Rivera(@alan

... everyone! I m Alan, a Shopify developer and the founder of Snippfy , an AI-powered automation tool that helps developers speed up tedious coding tasks. I ve been building Shopify stores since 2019, but this is my first time launching my own product. I ve browsed Product Hunt on and off for the past year, but now that I m gearing up to launch next month , I m diving in and trying to learn as much ... ... What worked, what didn t? Any advice would be super appreciated! P.S. Feel free to drop a link to your product I ve been having a blast discovering new tools and would love to check them out! Comment from Alan

... Tracker of products 3-6-12 months post-launch Feed of launch stories sharing successes, failures and tips like a substack community/feed Pre-launch AI scoring + domain-specific expert advisory Generative launch creatives for social media distribution "This vs. That" Showdowns head-to-head product debate & polls Dedicated boards for more content diversity : hardware, non-AI tools, pre-orders, alpha user invitations etc. Launch-in-public real-time analytics (visitor heatmaps, referrals, engagement - inspired by hunted.space) Different display views ... ... direction. Personally, I find options 2 and 6 the most compelling. If feature 2 is added, it will allow makers to invest more passion into their products while fostering continued engagement with hunters. Comment from Nika(@busmark_w_nika): @alanchristophx