Agentic AI Architecture
High-level system diagram showing orchestrator, skills, tools, runtimes, data stores, and guardrails
Research Papers
Papers and technical manuscripts related to AI systems and geometric algebra.
K-Blade Geometric Algebra as a Structured Inductive Bias, Not a Replacement for Scalar Tensors
We propose constraining selected large language model (LLM) parameters and activations to structured, Clifford-algebra-valued representations — multivectors built from scalar, vector, bivector, and higher-grade…
Algorithm, Not Metric: Why Pairwise and K-Blade Geometric Algebra Appeared to Fail at Concept Hierarchy Construction, and What Fixed It
Experiments were run interactively with AI-assisted tooling (code generation, execution, and result inspection); all reported numbers are from real runs against the site's own 160-page corpus, not simulated or…
Overlapping Membership and Geometric-Algebra Borders for a Concept Hierarchy
This is a direct follow-up to " Algorithm, Not Metric: Why Pairwise and K-Blade Geometric Algebra Appeared to Fail at Concept Hierarchy Construction, and What Fixed It " (Tests A–E). It assumes that paper's findings —…
K-Blade Concept Structure vs. the Live Site's Self-Organizing Map: An Efficiency Comparison
Third in this series, following " Algorithm, Not Metric " (Tests A–E) and " Overlapping Membership and Geometric-Algebra Borders " (Test F). This paper is a single, focused measurement: how does the full k-blade…