All
Articles 120,334Blog Posts 127,266Tech Tutorials 30,816Research Papers 23,875News 17,389
⚡ AI Lessons

Dev.to · Benjian Dai
📋 Product Management
⚡ AI Lesson
1mo ago
I shipped three fixes to my product in seven days. All three came from readers.
A reader pointed out my WTP measurement was wrong. Another said the verdict needed a glue layer to the next step. A third said my landing copy was being misread

Dev.to · Benjian Dai
🛠️ AI Tools & Apps
⚡ AI Lesson
1mo ago
I ran my idea-validation product through its own validator. The verdict was PIVOT.
A founder runs his own AI idea validator on his own product. PIVOT, 68% confidence. Three critiques and a stranger pattern about when external feedback becomes

Dev.to · Benjian Dai
🧠 Large Language Models
⚡ AI Lesson
2mo ago
I shipped an AI pipeline in a month that reads Reddit, HN, and X for startup ideas. The hardest part wasn't the AI.
The five things that turned out harder than the LLM itself when building a real-user-pain mining pipeline — and the generalizable lessons from each.
DeepCamp AI