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NewPer-Branch AI Endpoints: Isolating Model Spend Across Prod, Preview, and CI

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DevOps

Per-Branch AI Endpoints: Isolating Model Spend Across Prod, Preview, and CI

When previews, CI, and production all call models with the same key, you cannot tell what a preview cost or notice a runaway test until the invoice. Because a Neon branch is its own deployment with a usage ledger that lives in the branch's Postgres, model spend is attributed and isolated per environment. I proved it: a CI branch spent tokens while production stayed flat.

|8 min read
DevOps

Stop Prompting, Start Looping: Agentic Loops Explained

The best engineers stopped hand-writing prompts and started writing loops. Here is what an agentic loop actually is, the plan-build-judge pattern behind it, why the judge has to be a separate agent, and how to try it in an interactive simulator.

|9 min read
Docker

The Docker AuthZ Bypass Is Back: CVE-2026-34040

CVE-2026-34040 lets a crafted API request slip past Docker authorization plugins, and it is an incomplete fix of the 2024 maximum-severity bug. Here is how the bypass works, who is exposed, and how to close it.

|8 min read
DevOps

PostgreSQL 18.2 Broke Standbys: The 18.x Upgrade Footguns

PostgreSQL 18.2 shipped regressions bad enough to force an out-of-cycle 18.3: halted standbys, substring crashes, and a pg_trgm segfault. Here is what went wrong and the quieter Postgres 18 upgrade traps to check before you patch.

|9 min read
DevOps

Presigned-URL Uploads From a Serverless Function

Streaming user uploads through your API means the bytes cross your server twice, and serverless functions have request-size limits that make it worse. Presigned URLs let the browser upload straight to object storage while your function just hands out permission. Here it is on a Neon Function, tested end to end.

|9 min read
DevOps

Object Storage That Branches With Your Database

Database branching gives you a throwaway copy of your rows. But your app also stores files in object storage, and those normally stay in one shared bucket. On Neon a branch forks the bucket too, so each branch gets its own copy of the files. I built a small files API to prove it.

|9 min read

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