subarnasaikia

Use when asked to improve, iterate, or build a better version of an existing Kaggle simulation/agent competition bot. Triggers on "improve the agent", "make a better version", "vN", "iterate on agent", "what should we try next", or any request to advance beyond the current best submission.

Capture a single learning to .learnings/ when something surprising, painful, or validation-worthy happens during Kaggle work. Use proactively whenever an experiment fails for a non-obvious reason, a submission regresses, you hit a tool/API quirk, or a non-obvious approach is confirmed to work. Also use when the user says "remember this", "save this learning", "log this", or describes a mistake the