We publish our methods, findings, and failures. Every article is written by the team that built the system.
Two pricing algorithms with no way to communicate can still end up holding prices high and punishing each other for undercutting. It looks exactly like a cartel, minus the one thing a hundred years of antitrust law was built to find: an agreement.
A simple test for whether your AI companion is producing genuine benefit or quietly building dependency. Not how you feel during the conversation, but what changes after you close the application.
We ran 80,433 trials across six models to answer a specific question: does sycophancy increase as the context window fills up? The answer surprised us. Context length matters, but only for small models. The real driver is conversational pattern — and it is reversible.