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Why Sonnet 4.6 kept dropping a simple format rule

Sonnet 4.6 dropped a STATUS prefix in 80% of the longest runs I tested. Adding a reminder to the opening message, alongside reminders every ten turns, fixed the tested prefix rule but failed on a suffix marker. The five-model comparison covered 230 trajectories and cost about $40.

13 min read

Compressing Prompts with an Autoresearch Loop

I compressed five production system prompts by 63%. Then I gave them a broader set of tests, and every one failed.

10 min read