Reading a build log without a computer science degree
Author: Priya Raman at Zitegen
"Build failed" is not useful information on its own, and neither is the wall of stack trace underneath it if you've never seen a build log before. Most of Zitegen's users haven't — they're not developers, and a red error banner with no translation is where trust in the whole product quietly leaks out.
What we log, and why it's grouped
Every deploy captures its full build and deploy log, plus runtime errors from the live site. Runtime errors get grouped and deduplicated — one JavaScript error thrown by fifty visitors shows up as one entry with a count, not fifty identical rows pushing the actual problem off-screen.
The AI-explain step
For errors people actually click into, we run a cached AI explanation that translates the raw message into what likely happened and what to try — cached because the same failure tends to repeat across sessions, and there's no reason to re-spend a model call explaining the same missing-import error twice.
Guarding a public endpoint
The runtime error endpoint accepts reports from live, published sites — which makes it a public surface anyone's browser can hit, not just an authenticated dashboard call. It's sized and rate-limited deliberately: a request size cap, a per-site rate limit, and a hard ceiling on top, scaled to what a free-tier site should realistically generate. Free features that accept public input need an abuse budget from day one, not bolted on after the first spike.
None of this makes debugging effortless. It makes the first five minutes after something breaks feel like guidance instead of a wall of text you'd need a CS degree to parse.