4 papers
CYGNET: Cypher Gate for Neural Execution Triage and Cost Containment
Nikodem Tomczak
Language models acting as agents over knowledge graphs generate Cypher queries that fail structurally (crashing at the database) or semantically (executing but returning wrong resu…
RAMPART: Registry-based Agentic Memory with Priority-Aware Runtime Transformation
Nikodem Tomczak
RAMPART is a compile-time memory model and pure in-RAM block registry for LLM-based agents. Context assembly is a programmable runtime operation where content is compiled from a st…
Heterogeneous Connectivity in Sparse Networks: Fan-in Profiles, Gradient Hierarchy, and Topological Equilibria
Nikodem Tomczak
Profiled Sparse Networks (PSN) replace uniform connectivity with deterministic, heterogeneous fan-in profiles defined by continuous, nonlinear functions, creating neurons with both…
Efficient Bitcoin Meta-Protocol Transaction and Data Discovery Through nLockTime Field Repurposing
Nikodem Tomczak
We describe the Lockchain Protocol, a lightweight Bitcoin meta-protocol that enables highly efficient transaction discovery at zero marginal block space cost, and data verification…