## 🔍 Core Insights The **Self-Improving-Agent** architecture and **Spatial-TTT**, a streaming spatial intelligence technology, are driving AI agents toward autonomous evolution and long-horizon perception. Concurrently, the **uncensored 'radical' version of Qwen 3.5** and **Kimi AI's attention residual mechanism** mark breakthrough advances in open-source model practicality and low-level Transformer optimization, respectively [0][2][6][18]. ## 🚀 Key Updates - **In-depth analysis of ClawHub's flagship Self-Improving-Agent architecture** [0]: Breaks down three core mechanisms—log collection, experience promotion, and skill extraction - **Tencent and Tsinghua University jointly release the Spatial-TTT framework** [2]: Enables efficient 3D spatial memory and understanding in video streams via test-time training (TTT) - **CodePilot launches connection diagnostics and auto-repair capabilities** [3]: Supports fine-grained identification of 16 error types and one-click fault resolution - **Uncensored 'radical' version of Qwen 3.5 officially released** [6]: Built on Qwen 3.5-35B, supports multimodal inputs and runs on a single RTX 4090 GPU - **Kimi AI introduces the 'attention residual' mechanism** [18]: Addresses PreNorm dilution in deep Transformers, delivering significant performance gains at minimal computational overhead - **Generative UI MCP open-sourced** [17]: Provides AI agents with a standardized protocol for generative user interface interactions - **Empirical breakthrough in AI-powered education feedback loops** [20]: A 17-year-old developer built an autonomous closed-loop system that lifted students' exam scores from the 45th to the 80th percentile - **OpenCLI Skill integrates Claude Code for web automation** [14]: Enables command-line–level interaction with platforms including HackerNews and Weibo ## 🔗 Sources [0] Deep Dive: Self-Improving-Agent — The Self-Evolving Architecture for AI Agents — https://www.bestblogs.dev/status/2033497056460079453 [1] Reflections on Agent Architecture: Decoupling General Platforms from Vertical Applications — https://www.bestblogs.dev/status/2033495066082505033 [2] Tencent & Tsinghua Unveil Spatial-TTT: Empowering Streaming Visual Spatial Intelligence — https://www.bestblogs.dev/status/2033485392226447870 [3] CodePilot Major Update: Connection Diagnostics and Auto-Repair Now Live — https://www.bestblogs.dev/status/2033483608946770289 [4] GitHub Sensation: Repository Curating 500+ AI and Machine Learning Projects — https://www.bestblogs.dev/status/2033463609528090981 [5] Download and Introduction Link for Qwen 3.5 Uncensored Edition — https://www.bestblogs.dev/status/2033452902644363349 [6] Release Announcement: Qwen 3.5 Uncensored 'Radical' Edition — https://www.bestblogs.dev/status/2033452783584837979 [7] Multi-Model Workflow for Aesthetic Web Page Generation — https://www.bestblogs.dev/status/20