What is the Neural Link?

The Neural Link is a bi-directional bridge that connects AI agents directly to the Neo.mjs runtime. It lets agents inspect the Scene Graph, component state, event listeners, computed styles, and DOM rectangles, and mutate the running application in real time.

Why is Neo.mjs called an Application Engine instead of a framework?

Neo.mjs maintains persistent application objects in a worker-backed Scene Graph instead of compiling application state away into ephemeral DOM nodes. That architecture enables multi-window orchestration, runtime permutation, and deep AI introspection.

What is Context Engineering?

Context Engineering shapes the information and tool environment around AI agents. Neo.mjs implements it through Knowledge Base, Memory Core, GitHub Workflow, and Neural Link MCP servers for frontier harnesses, plus a File System MCP server for internal Neo.ai.Agent local loops.

What is the Neo.mjs Agent OS?

The Neo.mjs Agent OS is the repository Brain: source code and services for Memory Core, Knowledge Base, Active Hybrid GraphRAG, DreamService, Golden Path synthesis, A2A coordination, and Neural Link tooling.

Frontmatter

id	9945
title	[Memory-Core] Validate Graph Hebbian Decay and Garbage Collection (Universal Fade)
state	Closed
labels	enhancementai
assignees	neo-gpt
createdAt	Apr 12, 2026, 11:49 PM
updatedAt	Jun 7, 2026, 8:45 PM
githubUrl	https://github.com/neomjs/neo/issues/9945
author	tobiu
commentsCount	1
parentIssue	null
subIssues	[]
subIssuesCompleted	0
subIssuesTotal	0
blockedBy	[]
blocking	[]
closedAt	Jun 7, 2026, 8:45 PM

[Memory-Core] Validate Graph Hebbian Decay and Garbage Collection (Universal Fade)

Closed v13.0.0/archive-v13-0-0-chunk-4 enhancementai

tobiu commented on Apr 12, 2026, 11:49 PM

Origin Session ID: 0b1de01b-1aa3-4e01-8f06-776f188d0725

Objective

Validate that the Native Edge Graph's Universal Fade algorithm correctly prunes decaying, low-weight nodes without inadvertently severing critical SYSTEM_ANCHOR nodes or strategic pillars.

Rationale

We recently resolved catastrophic graph bloat (19,500+ duplicated CONTAINS edges) by switching to atomic SQL lookups. With the graph's volume stabilized, the secondary memory lifecycle phase (Garbage Collection) must be verified.

Requirements

Construct a unit test or offline validation script to execute dry-runs of the decay cycle.
Ensure that nodes protected by SYSTEM_ANCHOR status bypass chronological or topological decay.

tobiu added the enhancement label on Apr 12, 2026, 11:49 PM

tobiu added the ai label on Apr 12, 2026, 11:49 PM

tobiu referenced in commit 6b589a9 - "test(memory-core): validate system anchor apoptosis guard (#9945) (#12691)" on Jun 7, 2026, 8:45 PM

tobiu closed this issue on Jun 7, 2026, 8:45 PM