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TOP AI Network Biweekly Report: October 1, 2025 -October 14, 2025

2 min readOct 16, 2025
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Technical Progress

AI Model Market Brand Optimization & Internal Testing

The Model Market brand has entered the internal testing phase. This cycle focused on improving model call performance and API responsiveness — model loading speed and response latency improved by around 20%.
The internal testing invitation mechanism is under design and validation. A small-scale developer testing channel will open soon to expand feedback coverage.

Product Experience & Interface Enhancements

The Model Market’s core user interface has been refined, simplifying the model selection and calling process. Model examples and pricing visualization have been added to make interaction more intuitive.
Improved error handling and log tracking now help developers quickly identify and resolve issues during testing.

Infrastructure & Compute Optimization

The TOP AI Network’s compute scheduling remains stable. Load testing under high concurrency improved resource allocation efficiency, ensuring smoother model calls.

ComfyUI Scheduling & Monitoring Updates

The task queue system continues fine-tuning and monitoring, with new scheduling log analysis tools added for better insight into resource efficiency and response times. Overall system stability remains high.

Next Steps

  • Launch external pilot testing for the new Model Market brand
  • Continue refining model performance and UI/UX experience
  • Expand compute capacity and optimize scheduling performance
  • Prepare public materials and open internal test sign-up

About TOP AI Network

TOP AI Network is a decentralized AI Model platform and also the infrastructure for AI Agents, empowering AI model developers to deploy and host their models without the need for costly hardware or complex software. TOP AI Network aims to provide a robust Layer 1 blockchain infrastructure that serves a wide range of users, from individual developers to large-scale businesses. With a mission to support decentralized AI computing power for Web3.0, DePIN, and gaming ecosystems, it ensures low transaction fees, high speed, scalability, and an exceptional user experience, addressing the growing demand for AI-driven applications.

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TOP AI Network Official
TOP AI Network Official

Written by TOP AI Network Official

A decentralized AI Model platform and the blockchain infrastructure for AI Agents. www.topnetwork.ai

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