... users can review and correct the result before saving it. They can change the food name, portion, preparation method, quantity, or ingredients. When confidence is low, FitBin can request another picture, ask a short clarification question, or provide likely alternatives. In addition to taking pictures, users can search for predefined foods by name. Search results can include common foods, branded products, restaurant items, recent meals, favorite foods, and previously saved combinations. This allows FitBin to remain useful in situations where ... ... information For example, FitBin may explain that a meal provides enough protein for the user s muscle-building goal but contains more sodium than their remaining daily target. It may recommend a smaller portion or suggest a lower-sodium alternative

... Tired of manual logging? I deliver food 50+ hrs/week and hated it too. So I built FitMacro the distraction-free AI caloriecounter that actually feels helpful. Snap a photo instant

... hours per day. Since I started, I have built many projects: Dating app (failed, but I learned a lot) Google indexing tool (stopped working after API changes) Likeremote.com job board for remote work (still active) lovofit.com caloriecounter for the Polish market (still active) lovotrip.com fast trip planner (still active) Anti ADHD app (building it now with a simple to complex approach) Some projects failed. Some work well. I learned something from each one. When I make mistakes ...