Product Hunt, Hacker News, and GitHub do not speak the same language. One is votes in a 24-hour window, one is comments on a Show HN, one is stars on a repo that may have been created last month. I wanted a single public list of what just shipped — not another idea-validation landing page (that is a different product at launchsignal.io).
The ranking bet is boring on purpose:
heat = score × exp(−hours / 18) Eighteen hours is a guess. Too short and GitHub never shows up. Too long and yesterday's PH winner sits on the homepage all week. Score is source-native: PH's public feed has no vote count I can trust, so every PH row starts at 12; HN is points + 0.4 × comments; GitHub is 2 × stars + forks. Then the same decay hits all three.
GitHub Search taught me not to get clever. A long OR query came back 422. The surviving query is short: created recently, plus (ai OR llm OR gpt OR openai OR claude OR gemini). If that source dies, the board still has HN and PH. Recency and heat, nothing else — no classifier.
Live list (same payload as JSON): [https://launchsignal.ai/feed](https://launchsignal.ai/feed)
If you have mixed a vote-based feed with a star-based one, what half-life did you keep?