Frontmatter
| id | 10014 |
| title | [Sub-Epic] Macro Knowledge Base & Semantic Gap Inference |
| state | Closed |
| labels | epicaiarchitecture |
| assignees | [] |
| createdAt | Apr 14, 2026, 6:43 PM |
| updatedAt | Apr 16, 2026, 8:44 PM |
| githubUrl | https://github.com/neomjs/neo/issues/10014 |
| author | tobiu |
| commentsCount | 1 |
| parentIssue | null |
| subIssues | 10003 Standardize Global Vector Embedding Configuration 10002 Universal Macro Overlay DB Topology 10004 DreamService: Omnidirectional Gap Inference Engine 10006 DreamService: Semantic Edge Injection into Native Graph 10012 DreamService: Federated Execution Batching & Throttling |
| subIssuesCompleted | 5 |
| subIssuesTotal | 5 |
| blockedBy | [x] 10028 Finalize DreamService Decomposition: Tri-Vector & Topology Extractors, [x] 10013 [Sub-Epic] DreamService Decomposition |
| blocking | [] |
| closedAt | Apr 16, 2026, 8:44 PM |
[Sub-Epic] Macro Knowledge Base & Semantic Gap Inference
Closedepicaiarchitecture
tobiu added parent issue #9999 on Apr 14, 2026, 6:43 PM
tobiu added sub-issue #10003 on Apr 14, 2026, 6:44 PM
tobiu added sub-issue #10002 on Apr 14, 2026, 6:44 PM
tobiu added sub-issue #10004 on Apr 14, 2026, 6:44 PM
tobiu added sub-issue #10006 on Apr 14, 2026, 6:44 PM
tobiu added sub-issue #10012 on Apr 14, 2026, 6:44 PM
tobiu marked this issue as being blocked by #10013 on Apr 14, 2026, 6:44 PM
tobiu marked this issue as being blocked by #10028 on Apr 15, 2026, 2:18 PM
tobiu cross-referenced by #10030 on Apr 15, 2026, 11:55 PM

tobiu
Apr 16, 2026, 8:44 PM
Superseded by Epic #10030. The vector-based Macro Overlay topology has been abandoned in favor of the lightweight JSONL Concept Graph approach to solve semantic dilution.
tobiu closed this issue on Apr 16, 2026, 8:44 PM
tobiu cross-referenced by #9999 on Apr 16, 2026, 8:44 PM
tobiu removed parent issue #9999 on Apr 16, 2026, 8:44 PM
tobiu cross-referenced by PR #10047 on Apr 17, 2026, 9:38 AM
tobiu cross-referenced by PR #10066 on Apr 18, 2026, 8:15 PM
Objective
Build an unchunked "Macro" embedding collection alongside the existing chunked Knowledge Base, enabling mathematically meaningful full-file semantic distance comparisons between source files, guides, tickets, and tests.
Rationale
The current
executeCapabilityGapInference()uses RegExp token matching against file paths. This fails for conceptual guides (e.g.,Reactivity.mdnever token-matchesNeo.button.Base). Full-file vector embeddings solve this by enabling direct semantic distance measurement between any two artifacts in the project.Scope
This sub-epic groups the following existing tickets:
Key Constraint
The embedding model used for the Macro DB MUST be identical to the one used by the Memory Core. This is enforced by
NEO_GLOBAL_EMBEDDING(#10003). Model changes require a full re-embed of all collections.Parent Epic: #9999 Origin Session ID: 69b726ca-97c8-406c-9106-c63b6642c4c0