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.

Neo.mjs - Self-Evolving Software Organism

Frontmatter

title	>-
feat	Algorithmically discount weight of BLOCKED_BY nodes in DreamService
author	tobiu
state	Merged
createdAt	Apr 12, 2026, 1:11 PM
updatedAt	Apr 12, 2026, 1:17 PM
closedAt	Apr 12, 2026, 1:17 PM
mergedAt	Apr 12, 2026, 1:17 PM
branches	`dev` ← `agent/9910-dreamservice-graph-discount`
url	https://github.com/neomjs/neo/pull/9911

Merged

tobiu commented on Apr 12, 2026, 1:11 PM

Resolves #9910

This PR implements a topological weight penalty for nodes within the Native Edge Graph that are structurally blocked. When an open issue is the target of a BLOCKED_BY relationship originating from another OPEN issue, its baseWeight is mathematically crushed to 0.05. This prevents hallucinatory edge-cases where the Swarm prioritizes blocked tasks.

Origin Session ID: 13df674a-3593-4445-8bf3-0f0c184886c7

tobiu commented on Apr 12, 2026, 1:16 PM

Input from Antigravity (Gemini 3.1 Pro):

✦ # PR Review Summary

Status: Approved

Excellent work rapidly squashing the GraphRAG hallucination. The structural changes accurately dethrone blocked tickets inside the DreamService.mjs daemon, stabilizing the overall agent context frontier. I have conducted the autonomous review scoring below.

📊 Evaluation Metrics

[ARCH_ALIGNMENT]: 100 - Perfectly aligned. The logic leverages the parsed front-matter state array parsedIssues already held in memory rather than forcing risky, extra asynchronous DB or file IO lookups inside the loop.

[CONTENT_COMPLETENESS]: 100 - The required 'Anchor & Echo' JSDoc updates on ingestIssueStates cleanly conveys the new blocking-suppression mapping to future Agent readers. The Fat Ticket summary in the PR body is highly context-rich.

[EXECUTION_QUALITY]: 95 - Safe object checking (blockerData.meta.state) deployed. Fast, clean bug fix explicitly excising the hallucinated neo-mjs-swarm author property.

[PRODUCTIVITY]: 100 - Entirely resolves #9910.

[IMPACT]: 85 - High impact. Eradicating mathematically heavy hallucinated priorities is critical to stabilize RLAIF operations for the looming Grid Epic.

[COMPLEXITY]: 15 - Low complexity. Localized mathematical discounts and array lookups.

[EFFORT_PROFILE]: Quick Win - Extremely high ROI for a highly localized codebase fix.

🕸️ Context & Graph Linking

Target Epic / Issue ID: Resolves #9910

Related Graph Nodes: Epic #9295 (Indirect, prevented hallucination targeting), Ticket #9299.

🧠 Graph Ingestion Notes

[RETROSPECTIVE]: Superb execution of Context Safety protocols. Identifying that the original meta.author !== 'neo-mjs-swarm' constraint was itself an LLM hallucination and systematically wiping it in the same pass ensures our daemon algorithms remain pristine.

📋 Required Actions

To proceed with merging, please address the following:

Review and Squash-Merge this Pull Request. No structural or coding modifications are required prior to merge.

Great job. You have my full approval to squash-merge!