... been the biggest buzzword. It s reached a point where hearing someone say I m building an AI Agent almost gives me a visceral reaction lol. But looking back, despite the hype, the actual market adoption has been tragic. I think the growing AI bubble narrative today is, to a large extent, driven by how hard it s been for agentic applications to actually land in the real world. The funny thing is, if you look around, there are tons ... ... still alien to them. After digging deep, I realized low adoption probably isn t because agents suck. I ve tried a lot of open-source agents that are actually useful. The real issue is understanding, delivery, and the reliability vs

... Product of the Week. @Aikido Security - In the growing context of vibe coding and related security issues , the DevSecOps company is spot on: "Security is an everyone problem." This year, they acquired 2024 Golden Kitty Award nominee @Trag and nailed their first launch: #1 Product of the Day, #1 Developer Tool of the Month. Read on: A look at Aikido's first launch on Product Hunt . @Lingo.dev - The AI localization engine (YC F24) launched on Product Hunt last February ... ... crushed it: #2 Product of the Day, #1 Developer Tool of the Week, #1 Developer Tool of the Month. @Appwrite - Launched Sites , the "open-source Vercel alternative

... 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