... 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

... building SmartDial for outbound sales teams and shipping fast. Right now using Firebase, and it s getting tricky balancing speed with stability. Curious how do you manage staging vs prod environments when you re still validating and iterating weekly? Do you set both up properly from day one, or fake it until things stabilize? Comment from Joel Andriyas - AI First Developer(@new_user___1542025a3013bd22f1e340b): Just wondering, why would you fake anything? Comment from Brandon Rubinshtein(@brandonshtein): @rolambuilds , I can only ...

... seen Product is waitlisted People schedule a draft.... (we have a draft function!) Maker's profile is their product/business and not an actual user account Tagline does not describe the product ie. "Best way to earn users" vs "Capture user data with a single button in your iOS app" Too much marketing jargon, not enough product description / story NO PRODUCT SHOTS/VIDEOS -> just marketing fluff images Only one image that is a low quality screenshot Using a paid service ... ... they get what you're launching? If you can quickly Google a solution that similar to what you're launching then really make sure your launch stands out. Focus on highlighting what's special about your product vs

... Daly(@jamesdaly90): I have a bit of a small ecosystem going: @todoist for personal tasks @Linear for work tasks @Akiflow to stitch everything together and assign each task a day and a time block Comment from Brad Harris(@bradharrs): @alan_rivera , I've dabbled with Asana, Notion, Trello, Monday... but @ClickUp has become my go-to. It's got a bit of feature bloat, but it just blew the others out the water for me... it's really so dependent ... ... your style of management, though, and what automations you need. Comment from Brad Harris(@bradharrs): @alan

... these days to get money and attention Comment from Nika(@busmark_w_nika): @taniabell  Thank you! They came from my own experience :D Comment from Nika(@busmark_w_nika): When are you planning to launch? :) Comment from Alan Rivera(@alan

... sounds like you may want to see whether/how you might reduce your FT commitments. dropping 1 day or even half a day would be super helpful. keep going. you've got this, mate Comment from Dan Schlung(@dan_difr): @alan_rivera  Let me know if you ever need a friendly ear, or just someone to unload on! Comment from Dan Schlung(@dan_difr): Oh man, I feel this hard! For me, I've found it's really important ... ... about regularly ask "what would 9-5 Dan say? How would the corporate version of myself handle this situation or treat myself." I've found that version of me to be so much more forgiving and encouraging! Comment from 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 ... ... 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 Andy Hogg(@andy_hogg): Hi 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 ... ... reviews, personalized recommendations) Founder matching hub for advisory and mentorship @rajiv_ayyangar Curious to learn more about ProductHunt's future roadmap! :) Comment from Amelia Decker(@ameliadecker): Improved search filters would make navigating the platform so much smoother. Comment from Alan