Nate Berkopec on X: "I agree with @thorstenball, I think unit tests are dead in the water. The ones the models write are terrible, at best just doubling total LOC. Inverting the testing approach - heavy e2e/black box/golden master, reaching for lower levels only if necessary, works better for me" / X
The ones the models write are terrible, at best just doubling total LOC.
Inverting the testing approach - heavy e2e/black box/golden master, reaching for lower levels only if necessary, works better for me
Hermes Agent refactored its own codebase: 1,393 subagents over about nineteen active hours cut non-test Python by 34.4%, for roughly $19,300 in model spend against a $150k-$1.8M estimate for doing it by hand.
How to prepare for AI-driven code modernization projects | Claude by Anthropic
Agents can finish code modernizations in months, but change management still sets the pace. Six steps to define the target, certificate, and promotion policy.
Run ssh railway.new and get a free Linux VM in about 1.4 seconds, with coding agents preinstalled and a preview URL. No account needed. Claim it to keep it.
Choosing the right effort level in Claude Code · Claude Academy
Effort tells your model how many resources to spend on a task. When to turn it down, when to turn it up, and why the default is the right place to start.
Using Claude Code: Spending your effort / claude.dev Blog
What effort really is and when to use which level in Claude Code, from my own tests of three builds and a deep dive into Terminal-Bench 3.0 on Opus 5.5 and Fable 5.1.
TanStack/redact: An alternative logical projection of React with 100% API compliancy but simpler implementation resulting in smaller bundle size and better performance.
An alternative logical projection of React with 100% API compliancy but simpler implementation resulting in smaller bundle size and better performance. - TanStack/redact
In seven months, the skills.sh registry grew to 1 million agent skills with nearly 280 million installs. This report uses aggregate data from that registry to examine what people teach agents, what gets installed, and what lasts.
Stop Writing Authentication Checks Into Every Service. Combine Them in your Kubernetes Gateway.
If you run a platform with a dozen or more services behind it, you’ve probably seen this pattern. Service A checks an API key. Service B calls out to your identity provider directly. Service C has a half-finished authentication middleware that hasn’t been touched in a while. Every team solved the same problem differently, and […]
Introducing Worker Previews: isolated preview environments for every change your agent makes
Worker Previews gives every branch its own URL, configuration, state, and observability, so you and your agents can test changes in parallel without affecting production.
How Klaviyo shipped 356 internal apps in two weeks on Vercel | Customers | Vercel
Klaviyo built an internal app platform on Vercel and opened it to the whole company. See how 512 employees shipped 356 apps in two weeks, how Secure Compute keeps every app on Klaviyo's own databases, and how an idea goes live in 3 minutes.