AI coding agents can now write and validate tests automatically.
↳ Generate unit and integration tests
↳ Identify edge cases from code paths
↳ Ensure changes don’t break behavior
Test coverage is becoming a default, not an afterthought.
Follow for more insights on AI and coding agents. 
The builds that stick aren't one-shot generations.
They're the ones where you come back. Second run, third run, fourth. Same project, iterated in place.
Two weeks of netlify.new.
Read more: www.netlify.com/blog/start-a... 
How do you build applications to get the most out of Traffic Control?
Our latest article covers patterns for categorizing, tagging, and budgeting your Postgres queries.
planetscale.com/blog/pattern... 
credit @stevekrouse.com for the rec! (via @geoffreylitt.com I believe) just switched from mac native dictation to aquavoice.com and it's so, so much better 
sure, i guess my personal prejudice is that i love everything that isn't natural language for creation and despite the manager-employee dialog that vibecoding operates on
sure, i didn't mean to do a descartes, we have to affect the world, but i don't think that the mediums of guitar/painting/writing/etc are similar to the medium of llms
when beginners fail at painting or guitar, they sometimes blame the materials but mostly are aware that they need to become better. when people fail at vibecoding, they are just disappointed that the artificial intelligence product cannot translate their vague thoughts into concrete representation.
being alone with your thoughts and struggling to produce an output is kind of the polar opposite of trying to produce an output by begging an all-powerful god to do it.
aesthetically, if it matters, seeing vibecoding workflows firsthand, the struggle of creation takes the form of begging, whining, arguing, more like a supplicant than a creator. it looks and feels pathetic, and when it is paired with a disinterest in learning, i think it is
the arc from "popular software with the worst code quality i've ever seen" to "seeing that software in subway ads" is unstoppable recently
Genuine question: what's the thing that stalls your AI-assisted builds?
Not the generation. The part after. The "now what?" moment.
What's yours?
www.netlify.com/platform/sta... 
New Tales from the Void 🌑
Our March recap is live!
◆ Everything that shipped during our launch week
◆ New features in Vite+
◆ Void as new deployment platform
◆ Vitest 5 planning
◆ Oxlint & Oxfmt supporting ts-based config
Plus community highlights & upcoming events 👇
voidzero.dev/posts/whats-... 
recently (mostly just an art dump if you scroll down) macwright.com/2026/04/01/r... 
Check it out 👇
pris.ly/query-raw Ever need to run a heavily optimized query that Prisma Client doesn't support?
You can drop down to raw SQL with four methods:
✅ $queryRaw - returns records (SELECT)
✅ $executeRaw - returns affected row count
✅ Plus "Unsafe" versions 
People think coding agents need constant supervision.
“You have to guide every step.”
Modern agents can plan, take actions, and self-correct across tasks, letting you focus on higher-level decisions.
How much do you let agents run on their own? 
Looking to hang out tonight in #SF - join us: luma.com/fsv7pk76 Traffic Control lets you limit how much of your Postgres compute resources any one workload can consume. You can warn, block, or do a mixture of both when queries exceed these limits.
#ZedEditor Download Zed and view the full changelog here:
zed.dev/releases/sta... Paste files and folders from Finder directly into the project panel or the Agent Panel. Copy or cut files in the project panel and they land on your system clipboard too (macOS). Thanks davidgatea!
Zed now supports Vim and Emacs modeline comments for language detection. Thanks elmarco!
We've cleaned up the multi-line search and replace experience. Select multiple lines to auto-fill the search, see real line breaks instead of `\n` literals, and hit `ctrl-enter` to add newlines manually. Thanks claiwe!
