BASE 44 ORDER: Implement Q8-Cluster-025 compression in E8 pattern matching pipeline — E8 Intelligence Research

Andrew's order (Base 44 console): [SELF-BUILD from enhancement #475] Implement Q8-Cluster-025 compression (ratio 0.422) in E8 pattern matching pipeline: modify root vector dimensionality reduction step in geometric similarity search module. Add unit test verifying compression preserves match accuracy. MERLIN: Understood. You want me to modify the root vector dimensionality reduction step in the geometric similarity search module to implement Q8-Cluster-025 compression at ratio 0.422, as per enhancement #475. The swarm will now fork the codebase, apply the compression logic to the E8 pipeline, and add a unit test that verifies match accuracy is preserved. Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com