... 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

... version: I got tired of watching small businesses pay 15k/year for HubSpot when they only use 15% of the features. So we built something different: Generate 90-day marketing strategies in 60 seconds AI content creation (blogs, social, emails) Competitor tracking on autopilot Keyword research that actually finds trends Analytics you can understand What we're NOT: A CRM. A sales tool. A platform with 500 features you'll never use. What we ARE: Focused marketing automation that does ...

... Major update alert! Context Sync v0.6.0 just dropped with some incredible new features: What's New: VS Code + GitHub Copilot support (our most requested feature!) 2-5x faster database operations File size safety limits (no more crashes) Real-time cache invalidation Async file operations for smoother performance Why This Matters: Remember when we launched and everyone asked "When will this work with VS

... According to the 2025 @Stack Overflow Developer Survey (49,000+ participants), @VS Code and @Visual Studio remain the most used dev environments, despite the rise of subscription-based, AI-enabled code editors @Cursor  and  @Windsurf  among others. Both maintain their top spots relying on extensions as optional, paid AI services like @Github Copilot and @Kilo Code . Curious which IDE the Product Hunt community uses the most? Comment from Yasser Seleem(@yasser_seleem1): I think it s cursor ... ... experience with @JetBrains IDEs? would love to have your input in this related thread Comment from fmerian(@fmerian): @1001binary  ooc have you experimented with AI code editors like @Cursor or @Claude Code ? do you use AI plugins with @VS

... built an alternative to Office 365 Copilot that supports Google Workspace, Microsoft Office, and WPS all at once . Word is especially friendly to work with , it can handle writing formulas , create three-line tables , charts , and data analysis . The formula support is particularly strong, and users praise it the most ! It also works in Excel, PowerPoint, and Outlook . You can configure your own model . Feel free to try it out! https://www.sally.bot ...

... Been checking out Cursor, an AI code editor that deeply integrates AI into your workflow. Think natural language coding, smart predictions, and asking your codebase questions. It's trying to push AI further than, say, VS Code (even with Copilot). I'm curious: How has Cursor's AI experience been for you compared to your current setup? Does a dedicated AI-first editor like this feel like a significant leap? Let's discuss! Comment from Abe Qarm(@abe_qarm): interesting ...

... base from 1,000 to 10,000 customers, and how did your marketing approach change during this phase? Comment from Karan Arora from Boringlaunch (@gamifykaran): @james_hawkins3  Thanks for the detailed response, appreciate it Comment from Preeti Gupta(@ilovechoclates_): Thanks for doing the AMA :) I have a few questions: How do you make sure that the users are activating? What are some of the ways you're retaining customers? (A little selfish question lol) What resources ... ... documenting all your bad decisions (love this btw), what's the funniest or weirdest mistake you've made that somehow ended up helping your business? Comment from James Hawkins(@james_hawkins3): competition @eter_inquirer  we were scared of competitors

... editor journey has been: 1. Tried out Github copilot in VS Code. Loved it. 2. Then tried out @Cursor after @bernatfortet kept talking about it. Immediately switch to Cursor. 3. Then tried out @Windsurf after @lagap discovered it. Immediately fell in love and switched. Anecdotally, everyone is talking about Cursor. And no one is really talking about Windsurf. On Product Hunt, Cursor has 845 Shoutouts. Windsurf has two? In my experience, Windsurf is the leader at the moment with ... ... share more here or Twitter DM @andyzg3 ? Comment from Bernat Fortet Unanue(@bernatfortet): @andyzg3  a bit frustrated with Cursor's latest updates so I gave windsurf another try. The onboarding issue is still there. Are you importing VS

... Looking to understand the differences between AWS's machine learning offerings? I've written a comprehensive comparison between AWS SageMaker and Amazon ML. This article explores: SageMaker's end-to-end ML capabilities vs. Amazon ML's historical approach Detailed analysis of SageMaker's features including Studio, Autopilot, and Ground Truth Implementation best practices and cost optimization strategies Practical recommendations for teams starting with machine learning on AWS Whether you're a data scientist, developer, or decision-maker, this comparison ...