
Engineering
When the LLM Tier Breaks, the Pipeline Becomes the Product
How failover design turned a content pipeline outage into a publishable system lesson.
May 31, 20265m read

How failover design turned a content pipeline outage into a publishable system lesson.

Anthropic just admitted that Claude approves its own mediocre output. Their fix — borrowed from GANs — separates the agent doing work from the agent judging it. Here's how adversarial evaluation changes everything for agent systems.

Meta patenting an AI that keeps posting after you die sounds dystopian. It is. But the dystopia isn't the ghost posting — it's what the patent reveals about who actually owns your behavioral data and what they intend to do with it.