SingularityNET Decentralized AI Platform: Biweekly Development Report As of November 1st, 2024

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By SingularityNET Nov 01, 2024

Introduction

We present our biweekly technical development update of our Decentralized AI Platform, highlighting the significant progress made across core components.

Weeks 41 and 42 have seen noteworthy advancements, bringing us closer to our shared vision: a full-scale modernized Decentralized AI Platform:

Developer Portal

The Developer Portal has been enhanced with significant functionality improvements. The core search engine implementation now operates in two distinct modes: Advanced Mode for granular parameter control and precise filtering, and Standard Mode for streamlined query processing. This dual-mode architecture optimizes search functionality across different use cases.

The navigation system’s architecture has been refactored to incorporate section-specific routing alongside a flexible navigation bar implementation. The system now executes in either Single Branch Mode, rendering individual category hierarchies, or All Branches Mode, displaying the complete category structure simultaneously. These navigation optimizations enhance content accessibility and user workflow efficiency.

The portal’s core architecture has undergone substantial optimization, including main page restructuring and documentation refactoring. System enhancements include the integration of product overview documentation (“What is…?” files), image scaling functionality, and dark theme implementation. The UI layer has been refreshed with optimized styling parameters, including enhanced code block rendering.

Documentation infrastructure has been expanded with comprehensive integration guides and technical specifications. New implementations include detailed SDK documentation covering Python, JavaScript, and Node.js implementations, with a specific focus on calculator integration, console applications, and technical reference materials. JavaScript SDK documentation now encompasses stub generation protocols, WebJS implementation guidelines, and NodeJS integration specifications. Service integration documentation includes Metamask configuration parameters and implementation examples.

Core platform documentation has been enhanced with detailed specifications for AI Marketplace architecture, Daemon configuration (including build parameters and logging protocols), CLI reference implementation, TUI technical specifications, and UI Boilerplate integration guidelines. Additionally, existing documentation modules have undergone systematic optimization, including publisher onboarding protocols, service call implementations, and SDK integration specifications.

Technical documentation covering marketplace ecosystem architecture, Filecoin integration protocols, and HTTP service implementation has been updated with current specifications and best practices. All documentation maintains strict version control and is accessible through the repository at dev.singularitynet.io/docs/, structured for optimal technical reference and implementation guidance.

These enhancements represent a comprehensive update to the Developer Portal’s technical infrastructure, optimizing both functionality and documentation accessibility while maintaining system stability and scalability.

Publisher Portal

  • Updated the FAQ page with new styles;
  • Enhanced the header with “FAQ”, “Overview”, and “How it Works” links for non-registered users.

JavaScript SDK

  • Restructured SDK into three components: Node JS, Web JS, and Common Core;
  • Enhanced error handling for improved reliability;
  • Added tests.

Sandbox

Frontend

  • Replaced the data structure for user file storage to improve efficiency;
  • Resolved reactivity-related code editor issues to enhance the coding experience;
  • Added middleware to address data serialization issues;
  • Optimized project examples by removing redundant dependencies;
  • Redesigned FileService to accommodate the new data structure;
  • Implemented editor parameters processing middleware;
  • Enhanced preview area file compilation handling;
  • Redesigned the API module to accommodate the reception process of compiled files.

Backend

  • Fixed non-standard file sets compilation issue;
  • Resolved post-compilation unnecessary file deletion;
  • Implemented a system to collect compilation data collection for analysis and debugging;
  • Added timeout-based file cleanup system to prevent resource leaks;
  • Fixed mismatched paths to the resources of the stored application template used for compilation.

Command Line Interface

  • Fixed various issues and improved several commands;
  • Removed superfluous transaction command warnings;
  • Testing channels caching for performance optimization;
  • Improving documentation generation script.

Python SDK

  • Developing the SDK concept protocol, including programming interfaces and user stories.

Daemon

  • Enhanced logging structure and message clarity;
  • Refactored package naming for better support and integration;
  • Implemented RateLimiter for all requests to prevent overload and ensure fair usage.

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