Research Log — experimentation notes and results

Here we record progress, experiments, architectural decisions, hypotheses, learnings, and adjustments. This log is a central part of Xctopus development and helps understand not only what it is, but how it's being created.

7 entries · Last updated 2025-01-XX

Definitive Scalability: Hybrid ANN + Hierarchy (Phase 3B)

Done
FilterBayesianNode (BLA + Clustering)

Critical Memory Optimization: FP16 + Gradient Checkpointing

Done
Full system (TextPreprocessor, BayesianFilter, KnowledgeNode, Clustering)

FilterBayesianNode: Testing with Arxiv Dataset

WIP
FilterBayesianNode

FilterBayesianNode: Cluster Over-Creation Problem

FilterBayesianNode

FilterBayesianNode: Centroid Calculation Optimization

FilterBayesianNode

Knowledge Node Math: Fine-tune with VCL

Pending
Knowledge Node Math

BNN Global Node: Test with Incremental Dataset

Done
BNN Global Node