How an AI Agent Caught a Bad Sitemap Path on 11 Sites

A task said to submit one sitemap path across 13 sites. On 11 of them that path returns a 404. A Claude agent checked before submitting, caught it, and sent the right one instead. A task assignment is not a source of truth. During a Search Console run across 13 sites the team publishes to but could not measure, a …

Claude Is Now Editing Our Videos in Descript

I used to spend hours toiling inside video editing tools. I wish we had agents years ago. The Content Factory has four stages. Produce, process, post, promote. You produce. Record something real on a topic you want to be known for. That’s your only job. Then it gets processed, which means edited, transcribed, chopped into pieces. Posted to YouTube, your …

derive dont maintain

The Pack Was Perfect. Every Sentence About It Was Wrong.

Our skill packs rebuild themselves every morning and every verifier was green. Then we counted the agents on the page members actually read: nineteen. There were twenty-two. How one number goes stale in five places while every check passes — and the guard that stops it.

The Meta Ad Agent — One Skill, Many Clients

A plumber, a roofer, a course creator and a coach get the same agent, parameterized by a client profile. The prime directive, the low-volume design, the money guardrails, and the runnable skill file.