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NewThe Junior Ops Pipeline Did Not Collapse. It Never Existed.

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Networking

We Put Localhost on the Internet and Watched Who Turned Up

A Cloudflare quick tunnel gives you a public URL for a port on your laptop in one command and no account. We ran one in front of a server that logs everything and answers nothing, to find out how long it takes the internet to find you, and what the thing actually costs.

|10 min read
DevOps

The Junior Ops Pipeline Did Not Collapse. It Never Existed.

Junior developer hiring is reportedly down 60 to 70 percent since 2022. We counted fifteen years of job postings to see what happened to entry level operations roles, and found something stranger: there were never any to lose.

|14 min read
DevOps

We Measured the 200x Claim, and Got It Wrong Twice First

Last week we told you to measure a vendor claim on your own workload instead of repeating it. Then we got access, did exactly that, and produced two confident numbers that were both artefacts of our own bad method. Here is the real result, and the two mistakes, which are more useful than the result.

|14 min read
DevOps

Full-Text vs pgvector vs Hybrid Search, Measured

We put keyword search, pgvector and hybrid retrieval over the same 3,814 passages with 200 hand-written queries and pooled relevance judgments. The overall winner turned out to be the least useful number in the whole benchmark.

|19 min read
FinOps

Your Logs Cost More Than the Service That Emits Them

Log ingestion is priced per gigabyte and indexing is priced per event, which means a service emitting small lines pays far more than its byte count suggests. Here is the arithmetic on a real server, why the usual advice to "log less" misses, and the five levers that actually move the bill.

|13 min read
DevOps

Your Tenant Isolation Is One Forgotten WHERE Clause Away

Most multi-tenant apps enforce isolation in application code, which means every query is a chance to leak. Postgres row-level security moves the boundary into the database. Here is a working schema, the things that quietly break it, and why the role in your Neon connection string reads every tenant no matter what your policies say.

|18 min read

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