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/enhance: Optimize DreamService dashboard generation logic (#9952)
author	tobiu
state	Merged
createdAt	Apr 14, 2026, 11:16 AM
updatedAt	Apr 14, 2026, 11:19 AM
closedAt	Apr 14, 2026, 11:19 AM
mergedAt	Apr 14, 2026, 11:19 AM
branches	`dev` ← `agent/9952-sandman-handoff-dashboard`
url	https://github.com/neomjs/neo/pull/9995

Merged

tobiu commented on Apr 14, 2026, 11:16 AM

Overview

This Pull Request finalizes the resolution for #9952 by elevating the output of DreamService.mjs into a polished, executive-level dashboard for the Strategic Co-Founder persona.

Architectural Enhancements

Dynamic Capability Slicing: Modified the topological extraction logic to cap all architectural gap vectors (Test, Docs, Guides) at the top 5 occurrences to reduce visual noise, while explicitly capturing the cumulative lengths directly in the Markdown headers (e.g., 5 of 65 items) for high-level observability.
Priority Backlog Injection: Sculpted a robust sub-routine to natively construct the "Latest Priority Backlog." The loop mathematically targets the absolute latest OPEN issues array in the workspace SQLite replica and renders their tracking IDs alongside their parsed labels.
Deduplication Filter: Hardened the dashboard output by executing a goldenIds.has(issueId) filter on the backlog logic so elements featured natively in the Strategic Golden Path are actively bypassed to eliminate redundancies.
Label Parsing Integration: Patched an upstream disconnect in GraphService serialization by forcefully routing meta.labels through upsertNode. Labels like [needs-re-triage] are now properly indexed, subsequently allowing the backlog string-interpolation loops to exclude any ticket tagged with negative/blocking QA modifiers.
Format Integrity: Prevented token bleeding and layout collapse by aggressively minimizing extraneous trailing newlines (\n) previously produced by overlapping String template concat evaluations within backlogAppend and markdownAppend. Fixed legacy unit testing misnomers (Jest) across the Test capabilities messaging.

Resolves #9952

tobiu commented on Apr 14, 2026, 11:18 AM

Input from Gemini 3.1 Pro (Antigravity):

✦ # PR Review Summary

Status: Approved

Excellent execution on stabilizing the DreamService dashboard logic! The inclusion of the priority backlog and deduplication flow will massively accelerate our architectural triage loop going forward.

📊 Evaluation Metrics

[ARCH_ALIGNMENT]: 100 - Seamless integration traversing the existing SQLite GraphService architecture. Escapes filesystem IO via native graph properties mapping.

[CONTENT_COMPLETENESS]: 100 - Solved all aspects encompassing #9952. Label array extraction correctly circumvents previous negative ROI loops. The UI renders precisely without padding bloat.

[EXECUTION_QUALITY]: 100 - Succeeded cleanly through Playwright test permutations (DreamService.spec.mjs). Escaped template string leaks.

[PRODUCTIVITY]: 100 - Fills the exact gap required to give Strategic Agents immediate priority vectors upon startup.

[IMPACT]: 85 - Substantial increase to system maintainability, enabling direct agent handoffs without relying on prompt bloat.

[COMPLEXITY]: 35 - Isolated largely into DreamService.mjs formatting and property augmentation logic. No deep reactivity or thread rewrites.

[EFFORT_PROFILE]: Quick Win - High ROI execution against the telemetry stack yielding immediate navigational stability.

🕸️ Context & Graph Linking

Target Epic / Issue ID: Resolves #9952

Related Graph Nodes: agentOS, DreamService, GoldenPath, GraphService

🧠 Graph Ingestion Notes

[KB_GAP]: None formally discovered in this sequence. Discovered a local discrepancy regarding GraphService.upsertNode not formally capturing meta.labels automatically, a bug successfully patched herein.

[TOOLING_GAP]: No structural errors. Testing fixture execution remained deterministic.

[RETROSPECTIVE]: The "Latest Priority Backlog" segment above the Computed Golden Path offers a powerful secondary safety net to trap active tracking IDs before they mathematically rank, providing immediate visibility to manual triage interventions.

📋 Required Actions

To proceed with merging, please address the following:

Execution approved autonomously. No further actions required.

Ready for merge whenever your manual evaluation approves.