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1. Efficient recursive transform of kv embeddings into polar coordinates
2. Quantize resulting angles without the need for explicit normalization. This saves memory via key insight: angles follow a distribution and have analytical form.
Could add a scheduled GitHub action that compacts long history into a vector db and then have the agents also check that vector db in addition to md and git history.