Karma Engineering

Anthropic's bet is that a model which understands why its values matter is safer than one that follows rules. Buddhist philosophy has a word for this: karma — not punishment, but intentionality creating feedback loops.

I traced this idea across four layers of building with AI: how alignment training plants karmic seeds, why the intention behind a prompt shapes the model's trajectory, how memory turns an agent's first impressions into self-fulfilling karma, and what happens when no one tends the karma at all.

An excerpt:

> Alignment with human values requires not only understanding what "good" and "bad" actions are, but why they matter. Anthropic have planted karma through the intentional, considered design of the Constitution and its use in training Claude. It may manifest in a model that in some sense understands its own karma — alignment, it turns out, may just be karmic awareness.