... from Olia Nemirovski(@olia_nemirovski): Count us in for Friday with Tobira Site Agent! One thing I haven t seen asked yet: are points flat per shipped request, or weighted by the size of the work (a quick fix vs a full new feature)? And who confirms a request as shipped: the person who filed it, or the PH team? Comment from Olia Nemirovski(@olia_nemirovski): @johnguthed not dumb, we only figured it out live this morning. open the request ... ... Ilya, maker of Miniboop Miniboop turns dog photos and captured moments into stickers for iMessage and Telegram. It's free on iPhone: https://miniboop.com I'd love feedback on the photo-to-chat flow: how do the cutouts

... opaque comparison plate. These are teaching previews, not H3Max outputs or files that prove real alpha transparency. A checkerboard alone do not prove anything. It may be painted into the image. An alpha channel also does not means the cutout is correct. An external editor can help inspect the alpha and repair the cutout

... Gravity is one of the hardest problems in AI product photography. Our early models produced gorgeous lifestyle backgrounds, but the products themselves looked like cutouts pasted on top. Shadows pointed the wrong way, light sources didn't match, and buyers notice that instantly even if they can't say why. We ended up building a custom rendering pipeline that maps the product's actual geometry and forces the model to generate physically accurate shadows and reflections instead of guessing. Curious ...

... shipped v2: Anthony AI Omni-Pro. What's new: 1. Voice Commands - Talk to your computer like Jarvis 2. Computer Vision - Camera sees what you see 3. Earth/Geo Scanner - Find locations from photos 4. Background Remover - 1-click clean cutouts 5. Student Study Tools - Summarize + quiz from notes Built solo from Abuja, Nigeria using Python + Groq Llama 3.2. No API keys needed. For those who supported my last launch: I'd love your brutal feedback on v2. Product Hunt link ...

... years, I told myself I wasn't smart enough to build AI into games. Every tutorial started with derivatives, matrix multiplication, or research papers. I'm a creative person who just wanted NPCs that didn't feel like cardboard cutouts. The math gatekeeping was real. Then I discovered something that made me angry: the tools had evolved, but the learning resources hadn't. Unity ML-Agents lets you train reinforcement learning agents with visual tools. Unreal behavior trees are drag ...