Notes from building AI products, owning data strategy, and shipping the work we wish someone had written about when we started.
TopListers just crossed a hundred thousand active job listings, every one of them hand-checked each morning. Here's what the architecture had to do to get there, what broke along the way, and what comes next.
read the storyA complete, beginner-friendly roadmap with free YouTube and DeepLearning.AI resources. Built from real experience, structured into actionable weekends. No data science degree required.
read the roadmapWorking on pieces about evals for AI products, what we learned spinning up SplitAI's FX layer, and how to scope an agent feature without setting fire to your roadmap. Subscribe at hello@ainika.xyz if you want first read.