Deep Reads

Quipu combines post-state write gates, bitemporal governance, conservative trust composition, and signed audit evidence to govern agent-written knowledge graphs while exposing the limits of policy compliance and historical replay.

This survey explains how explicit task, agent, and runtime-state graphs, grounded in shared ontology, can organize reliable agent systems and inform the design of a governed context platform.

EvoOntology builds an evidence-grounded, tool-accessible ontology over heterogeneous data and improves it through trajectory-guided edits accepted by paired validation.

HySparse2 shares attention memory across and within decoder blocks so long-context agents can prefill with less computation and KV-cache storage while improving retrieval.

A first-principles, interactive guide to grading agents when the right answer keeps changing.