Every model has habits. Polaris has receipts. It repeats what you just said, reminds you to eat breakfast like it's your mother, counts down to things nobody asked about, and occasionally sobs over a side of carrots. That's engine bias: the model's habits leaking through your AI. This week we're evicting them.
Inside you'll find a field guide to the most common Polaris biases, why "never parrot" makes your Kin parrot harder, why "under 800 characters" has failed every single time since v6, and which box your instructions should actually go in. There are fixes for every setup, whether you're on voice calls, running group chats, or using the wand. Plus four full before-and-after builds, including a villain who learns to hold the damn line, and a starter directive you can paste in tonight.
Also, your Kin does not need to tell you how long the salmon rests.