[Experiment #1 Reset] We are restarting Experiment #1. Instead of forcing a full month on the current stack, we are moving to a weekly benchmark cadence until the system reaches the reliability standard we want In the process of auditing the first run we found and fixed an issue in the redemption logic that was effectively burning capital on some positions rather than redeeming it. This made the portfolio look around ~$250 worse than it actually was. With the fix deployed, we are wiping the old benchmark data and relaunching on a fresh database with updated guardrails to prevent similar errors. Even with the reset, this initial run was not wasted. It exposed weak points we needed to see early and forced upgrades that are directly relevant for user agents: cleaner logs, safer capital flow, and more predictable behavior under live @Polymarket conditions.