Backend
Eigenius: A Typed Knowledge-Graph DBMS with Epistemic Stratification and Institution-Mediated Reasoning
arXiv cs.DB0 views
arXiv:2608.04457v3 Announce Type: replace Abstract: As "AI Scientists" emerge to drive research via the Model Context Protocol (MCP), systems relying on ephemeral scripts will fail. The sheer scale of stateful, interconnected evidence requires a machine-walkable warranty grounded in a purpose-built database architecture. Eigenius is an open-source, typed knowledge-graph DBMS built on a single premise: answering the audit question ("what do you know, and what is your warranty?") requires a unified kernel. By tightly coupling the type system, storage engine, and integration protocol, Eigenius turns data provenance into a structural invariant rather than a property reconstructed across subsystem boundaries. The kernel rests on three pillars whose metatheory is mechanized in Lean 4: a dependent type theory (EigenTT) separating confluent conversion from ontology subsumption and keeping proof irrelevance axiomatic so distinct warrants remain inspectable; proof-calculus institutions acting as strongly typed integration boundaries; and a content-addressed immutable storage layer. Epistemic status (declared/observed/derived/verified) forms a bounded lattice over a justification logic enforced at commit. Cross-system comorphisms carry explicit axiom policies (Adopt, Discharge, Relativize), transport witnesses at commit, and materialize outputs into the graph, while EigenQL provides a Grothendieck query view across all hosted logics and shared on-chain IRs collapse multi-system translations to identity. Pairing empirical justification logic with an in-process Lean 4 term checker, an end-to-end recomputation of a published Nature study from pinned data discharges all 52 derived conclusions and surfaces four machine-checked discrepancies in the original study.
Source:https://arxiv.org/abs/2608.04457PreviousEMA: Approximate Nearest Neighbor Search with General Attribute Filtering and Dynamic UpdatesNextAccess control belongs in the database, not the UI
Related posts

Building PAKKA: An AI-Powered Debt Accountability App That Remembers Promises
0dev.to
MongoDB X.509 Authentication Depends on Exact Subject Mapping
0dev.to
YouTube recommends 3840x2160. Top size guides still say 1280x720
0dev.to
We Built a CV Scanner That Compares Skills Against Real Jobs. Then Production Exposed a Bottleneck.
0dev.to

Amazon Leadership Principles Interview Questions: the stories behind the 16 principles
0dev.to
Block .env and config-file probes in Express and Fastify
0dev.to