Blog
Insights from the scoring engine.
Portfolio analysis techniques, scoring methodology, and product updates. Posts every couple of weeks, no marketing fluff.
FeaturedMay 8, 2026
Why we open-sourced our AI SaaS template
Most AI side-projects die in week three when the founder realizes they need to wire up Stripe, sessions, and a dozen other unsexy things. So we built the template we wished we had.
Kacper Włodarczyk2 min read
Read post- ragengineering
RAG defaults that age well
Every RAG stack looks great in week one. Most look like a regret by week six. Here's what we kept and what we threw out across a dozen production deployments.
Apr 22, 2026 · 2 min read - frontendai
Streaming tool calls without tears
WebSockets are easy. Resilient WebSockets that survive Wi-Fi flips, page reloads, and a half-streamed tool approval are not. Here's how we keep our chat UI honest.
Apr 5, 2026 · 2 min read