---
id: 10002
title: Universal Macro Overlay DB Topology
state: CLOSED
labels:
  - enhancement
  - ai
  - architecture
assignees: []
createdAt: '2026-04-14T15:10:55Z'
updatedAt: '2026-04-16T18:44:37Z'
githubUrl: 'https://github.com/neomjs/neo/issues/10002'
author: tobiu
commentsCount: 1
parentIssue: 10014
subIssues: []
subIssuesCompleted: 0
subIssuesTotal: 0
blockedBy:
  - '[x] 10003 Standardize Global Vector Embedding Configuration'
blocking:
  - '[x] 10006 DreamService: Semantic Edge Injection into Native Graph'
  - '[x] 10004 DreamService: Omnidirectional Gap Inference Engine'
closedAt: '2026-04-16T18:44:37Z'
---
# Universal Macro Overlay DB Topology

## Objective
Transition from rigid file-path based relationship mapping to an Omnidirectional Semantic Distance topology using global macroscopic vectors.

## Tasks
1. Upgrade the `manage_knowledge_base` generation pipeline to construct a companion macro collection (e.g., `neo-knowledge-base-macro`).
2. Ensure this macro collection stores raw, un-chunked, 1:1 semantic embeddings for *all* structural artifacts (Guides, Tickets, Source Code, Pull Requests, Tests).
3. Refactor `DreamService.mjs` to query graph node IDs against this pre-calculated Macro DB, completely eliminating slow, on-the-fly string compilation and LLM embedding loops from the gap inference pipeline.

## Timeline

- 2026-04-14T15:10:57Z @tobiu added the `enhancement` label
- 2026-04-14T15:10:57Z @tobiu added the `ai` label
- 2026-04-14T15:10:57Z @tobiu added the `architecture` label
- 2026-04-14T15:11:09Z @tobiu added parent issue #9999
- 2026-04-14T16:43:31Z @tobiu cross-referenced by #10014
- 2026-04-14T16:44:05Z @tobiu removed parent issue #9999
- 2026-04-14T16:44:06Z @tobiu added parent issue #10014
- 2026-04-14T16:44:32Z @tobiu marked this issue as being blocked by #10003
- 2026-04-14T16:44:33Z @tobiu marked this issue as blocking #10004
- 2026-04-14T16:44:34Z @tobiu marked this issue as blocking #10006
### @tobiu - 2026-04-16T18:44:36Z

Superseded by Epic #10030.

- 2026-04-16T18:44:37Z @tobiu closed this issue

