... pages that never shows, because every request runs every middleware and overwrites everything. It matters on the group I built to be cacheable. My public pages run no session and no CSRF on purpose, so a shared cache is allowed to store them, and that means they skip exactly the middleware that would have overwritten the leftovers. A template there that printed the CSRF token would have printed the token of the previous visitor, into a cache

... audited what our own site actually answers, and the result came out backwards from what we assumed. A couple of hundred pages, most of them a template matrix built for search traffic. Those were cached properly. The pages the whole matrix funnels into, the homepage and pricing and the free generators and the legal pages, were answered no-store, every one of them. The pages we care most about were the only ones a shared cache

... 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 ... ... this is the one that changed how I think about it: the cache

... making over 35 redundant database queries on every single page load just to pull simple text strings. On a busy live server, this would cause a noticeable lag. To fix this, I decided to write a transient cache filter in my child theme's functions.php file. Instead of hitting the database every time a visitor opens the homepage, the theme now saves the query results in a temporary cache

... purpose. Each part of the app was built and shipped separately, and each one just reached for the same API the way the last one had, with no shared layer between them. Fixed it by keying a shared cache on the rounded coordinate pair and making every part check it before calling out, with a crash safe fallback if the cached

... weeks ago, one of our developers pushed a refactor touching one of the agents Latitude runs in production. It looked harmless in review. Every request kept going through and latency stayed flat, but the prompt cache hit rate (how often an AI successfully reuses its cache

... have actually diverged in outcome in the ledger so far and if it's inferred, what's your cold-start before a single divergence has been observed? Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs. tell-it-to-revise vs

... this from the POV of us (the builder) and that of the user. From a user POV, if they need a solution or an output that your product offers, and if they don't find a good and/or cheaper alternative, they will definitely tend to pay. This is what I noticed w.r.t user psychology. From a builder POV, we need to calculate the expenditure we have to run the product, and accordingly do the gating so as to keep ... ... paid = unlimited or high volume. the key insight was tracking exactly where users go from "oh cool" to "i actually need this in my workflow" and putting the gate right after that moment. what changed everything for me was caching

... Genius API + a custom HTML parser to remove trash (ads, translations, credits, etc). You can even customize how many song matches you get using /set. The bot is fast lyrics are delivered in under 2 seconds, and it caches results to make things even quicker. Over 52,000 songs are already stored! Use /start to see how many are in the cache