The Research section is organized around reproducible experiments (eval suites), targeted investigations (capacity and decoding behavior), and research-only specifications that are not yet implemented.
Performance & accuracy across strategies, geometries, and reasoning priorities.
Capacity study: superposition stress tests and holographic membership queries.
Archived snapshot of metrics, tables, and diagrams previously shown on the index page.
Dense, SPHDC, Metric-Affine, EMA, and EXACT research directions.
Step-by-step implementation plan through DS49/DS51/DS50 and the backend roadmap.
Elastic geometries (EMA/EXACT) and why “growth” is a key capacity research theme.
Roadmap for compositional theories, evidence, causality, uncertainty, numeric models, revision, and experiment planning.
Using LLMs + eval data to synthesize patches, simulations, and DSL theory fragments in a reproducible loop.
Priorities, decoding workflows, and when holographic steps help vs. need symbolic validation.
Near-term and long-term plan for scaling experiments and DSL growth.
These pages summarize DS documents that are explicitly marked as research / exploratory / proposed (not fully implemented), and connect them to related experiments.
High-level Session functions for holographic query and batch Q/A over loaded theories.
Deterministic storage concerns (EXACT dictionary, KB format), and why persistence is a separate milestone.
Why a fully separate term-engine backend is kept as research reference rather than planned work.
Planning, compliance, bias/consistency, and scientific theory validation patterns (research-only).