... finally read the whole study instead of the headline, and the actually useful findings are different from what got shared. First, in their realistic-config lane (instruction file + several MCP servers), the "light" harness came out HEAVIER: ~90.8k vs ~75k. A 72KB instruction file alone added ~20k tokens to every request, on both harnesses. Their own conclusion: configuration, not the harness, accounts for most of the production bill. The harness sets the floor, you set the ceiling. Second ... ... close to a fixed cost. An unstable small one can out-spend it. Size isn't the sin, churn is. Third, session shape flips the winner anyway. On a multi-step task the heavy harness finished cheaper (121k vs

... optimizations that brought our page load time down to under 1 second: 1. Redis Caching for User Data: Cached non-critical session data and frequent query results instead of fetching directly from the database on every route change. 2. Lazy

... bunch of experiments recently around technical performance and organic rankings, and honestly the correlation has been stronger than I expected. The biggest ranking issues I ve found lately weren t content-related at all. They were things like: broken lazyloading oversized hero images render-blocking JS third-party scripts tanking CLS slow mobile LCP on weaker connections What surprised me most was how often good-looking Lighthouse scores still hid real-world UX problems in field data. Because ...

... CHIMAD s admin dashboard had to manage: Vendors Users Coupon campaigns Redemptions Analytics As campaign volume increased, dashboards slowed down fast. Performance problems we saw: Large redemption datasets Heavy analytics queries Slow page loads during reporting What fixed it: Lazy

... Notion database), and has saved some cost and complexity. The main downsides with this approach are the performance lag and the UX when linking directly to the Notion page. There are ways to improve performance like caching, lazyloading etc. Happy to dive deeper if you want some support. Comment from Lars Lehmann(@lars_lehmann): @steveb  Wordpress as backend/database is the much better decision. In Notion, everything is a block , which is represented as extremely nested JSON. Each text ...

... read all the tips https://resources.usemagnetiq.co... 1. Optimize Images: Large images can slow down website loading times. Optimize images by reducing file size without sacrificing quality. 2. Use Lazy