Proof of Usefulness Report

Aurix Labs

Analysis completed on 1/25/2026

+10
Proof of Usefulness Score
You're In Business

The project 'Aurix Labs' and its flagship 'GoodyMorgan' lack a verifiable digital footprint, with no search results for the provided domain or repository. The claim that 'most people have used my product' is demonstrably false and severely damages credibility. While the technical description uses advanced industry terminology (e.g., Swarm of Swarms, Neural OS), the absence of code, documentation, or verifiable existence suggests this is either a fictional entry or vaporware. The market cap metric suggests a potential unlisted token project, but the scale contradicts the usage claims.

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Score Breakdown

Real World Utility+3.75
Audience Reach Impact+0.00
Technical Innovation+2.25
Evidence Of Traction+0.00
Market Timing Relevance+2.50
Functional Completeness+0.50
Subtotal+9
Usefulness Multiplierx1.15
Final Score+10

Project Details

Project URL
Description
We are an advanced AI Systems creation lab. Flagship Product: GoodyMorgan Status: Open Source Open to Public: July 17, 2025 Location: https://github.com/AurixLabs/Swarm-of-Swarms-Neural-OS Key Features: Swarm of Swarms Architecture - Multi-level coordination framework between hardware chips and AI agents • Hardware Mesh Networks - ESP32 coordination capabilities with distributed processing architecture • Fractal Agent Systems - Hierarchical agent coordination framework for complex task management • Real-time Coordination - Event-driven communication architecture between distributed components • Ethics-First Design - Built-in ethical reasoning framework for responsible AI development • Modular Architecture - Cognitive modular neural platform design foundation • WebAssembly Integration - High-performance cognitive module support with efficient execution • Dynamic Load Balancing - Intelligent task distribution framework across hardware and software nodes • Mesh Networking - WiFi mesh networking capabilities for chip-to-chip communication • Multi-Agent Intelligence - Coordinated agent swarm framework with hierarchical task management • Privacy-First Design - Distributed processing architecture with local data sovereignty principles • Hardware Integration - ESP32 and IoT device coordination framework and APIs • Hybrid Intelligence - Orchestration framework for coordination between human and AI agents • Real-time Telemetry - Distributed monitoring and health tracking architecture across nodes • Platform Flexibility - Architecture designed for various hardware and deployment scenarios • Unified WASM Planning - Shared memory architecture for module communication • Neuromorphic Concepts - Architectural support for spike pattern processing • Bridge-Free Design - Module communication through synchronized state • Multi-Agent Framework - Foundation for intelligent agent development • Secure Ethics Framework - Cryptographically secured and much more...

Algorithm Insights

Market Position
Growing utility with room for optimization
User Engagement
Documented reach suggests active user community
Technical Stack
Modern tech stack aligned with sponsor technologies

Recommendations to Increase Usefulness Score

Document User Growth

Provide specific metrics on user acquisition and retention rates

Showcase Revenue Model

Detail sustainable monetization strategy and current revenue streams

Expand Evidence Base

Include testimonials, case studies, and third-party validation

Technical Roadmap

Share development milestones and feature completion timeline