Pranav Harikumar blog / literature / projects / writeups

Projects

Systems I have built or am actively exploring.


Lucid Model

EBM/Hopfield-inspired artificial-brain prototype with explicit memory, lazy collapse, binding, interference, projection, and lucidity.

Wiki Memory

Long-running memory layer that turns immutable raw sources into canonical wiki pages, relation graphs, temporal facts, and answer-ready context.

SVMP CS

Customer-support governance layer with multi-tenant isolation, auditability, escalation controls, and debounce architecture.