... that approval model: which actions would you allow an AI operator to perform automatically, and which would always need confirmation? https://www.pennyone.app Comment from Ognjen Adzic(@ognjenadzic28): @nolan_vu  I like that way of thinking about it. "Irreversible vs. reversible" is a really clean way to frame it. That's actually pretty close to how we're approaching PennyOne. Our view is that autonomy should be earned. If someone consistently approves a certain type of action with little ... ... others as well! Comment from Gaurav Singh(@gaurav_singh91): Building: adextract - one MCP server that connects AI agents to ad libraries (Meta, TikTok, LinkedIn, and more) For: Claude power users and AI agent builders who need programmatic access to competitor

... everyone! I'm Shin, a developer from Japan. Today is a big day for me because I finally launched my app PomoLab on Product Hunt! To celebrate, I made this huge feast (Sushi cake & Roast beef). ...But ironically, I caught a bad fever right after cooking. Now I can only eat rice porridge while watching my ranking (currently Top 50!). It's a bittersweet launch day, but I'm happy to be here. If you have any advice ... ... Nayak(@ashok_nayak): Hi @shin_pomolab Launching on Product Hunt is just the beginning. If you can push through this day despite sickness, there will be many celebratory occasions for PomoLab. And maybe next time you can enjoy a feast