Engineering Insights

Spring Data 2025.0.13 released

Pro teams can now run up to 500 concurrent builds

Pro teams can run up to 500 concurrent builds, up from 12. Teams with large repos can ship faster without waiting on queued builds. On-demand concurrent builds are enabled by default for Pro and Enterprise, and you're billed only for the build minutes you use. Learn more about . on-demand concurrent builds Read more

Knowledge graph retrieval-augmented generation (RAG): structured retrieval for AI agents

A user asks your support agent: "is the slow-sync bug from my last ticket fixed in the version you told me to upgrade to?" Answering means connecting three documents: the customer's earlier ticket, the new release notes, and the engineering issue the ...

Audit Logs - Audit Logs v2 — Organization-level audit logs in Cloudflare dashboard

You can now, as an Organization Super Administrator, view organization-level audit logs in the Cloudflare dashboard, in addition to the existing API access. Organization audit logs help you monitor activity across your organization. You can see who performed an action, what changed, when it happened, how it was performed, and whether it succeeded or failed. You can filter and search logs by actor, action, result, resource, request details, and timestamp. Use these logs to troubleshoot changes, i

Prisma Postgres vs Neon Pricing 2026

Prisma Postgres bills per operation; Neon bills per compute-hour. A side-by-side pricing comparison to help you decide which is cheaper for your workload.

This year’s Prime Day deals on Apple products are the best I’ve seen

The Apple Watch Series 11 is down to its best price. | Photo by Amelia Holowaty Krales / The Verge Amazon’s Prime Day sale is here, and whether you’re looking for a new pair of wireless earbuds or a smartwatch, there’s a good chance you’ll find a discount. The Apple Watch Series 11 has already dropped to a new low price, while the AirPods Pro 3 recently hit a record-low $169 at Walmart. That particular deal has sold out, but the earbuds remain discounted to $179, and the lower price could retu

I trusted my CLAUDE.md. WordPress.org rejected the exact thing it was supposed to prevent.

My CLAUDE.md had a rule about it. The generated code broke the rule anyway. And the thing that finally caught it wasn't my config file. It was a rejection from the WordPress.org plugin review team. I'd been building plugins with a long CLAUDE.md. Over time I'd folded two whole guides into it: the WordPress Japanese translation style rules I follow, and my own plugin design conventions, including the things you're specifically not supposed to do. It got long. And the longer it got, the safer I fe

Evaluating LLM Output Quality In Production

In March 2023, GPT-4 could tell you whether a number was prime with 97.6% accuracy. By June of the same year, the same model name answered those same questions correctly 2.4% of the time. Nobody pushed a bad commit. No prompt changed in your repo. The thing behind the API just... moved. That number comes from a Stanford and Berkeley study, "How is ChatGPT's behavior changing over time?", and it's the cleanest illustration I know of the core problem with LLMs in production: the model is not a fun