Bring Kimi K2 Thinking Home with 247GB RAM: Dynamic 1-bit GGUF Field Notes

Step-by-step guide to running Unsloth’s Dynamic 1-bit GGUF build of the 1T-parameter Kimi K2 Thinking model on high-end PCs, covering install, download, inference, serving, and troubleshooting.

November 11, 2025 · Rexai Programming

Tokencake: Multi-Agent KV Cache Scheduling That Cuts vLLM Latency by Half

Beihang/Peking/Alibaba introduce Tokencake, a KV-cache-centric serving framework for multi-agent apps. With time+space scheduling plus CPU buffering and progressive GPU reservation, it trims end-to-end latency by 47%+ versus vLLM and lifts GPU cache utilization by ~17%.

October 30, 2025 · DreamBeast Programming

Claude 4.5 Sonnet Launch: Claiming to Be the World's Strongest Coding Model

Anthropic releases Claude 4.5 Sonnet, claiming world’s strongest coding capabilities, 77.2% benchmark score, 30-hour continuous runtime, with Claude Code upgrade and new Agent SDK

September 30, 2025 · DreamBeast Programming

Claude Code: The AI Programming Assistant That's Like Having a 24/7 Personal Butler for Your Code

Deep dive into Claude Code AI programming assistant - from local execution to natural language interaction, see how this Claude 4-based tool transforms developers’ daily workflow

September 30, 2025 · Dream Beast Programming
Windows 11 25H2 Official ISO Release

Windows 11 25H2 Official ISO Finally Drops! Microsoft Really Made a 'Minor Patch' Version This Time

Microsoft finally released the Windows 11 25H2 official ISO. While it’s just a continuation of 24H2, the grown-to-7GB size makes people curious. From download to installation, including all the pitfalls, this article helps you figure out whether this ’not-so-major’ update is worth upgrading to.

September 21, 2025 · Dream Beast Programming
Rust GPUI cross‑platform UI side‑by‑side on OSes

Is the Electron Era Ending? Rust GPUI Lets You Stop Compromising on Cross‑Platform

Electron made desktop cross‑platform easy; Rust GPUI makes it feel native fast. This beginner‑friendly briefing explains the core idea, the minimal runnable path, and a humane migration plan.

February 9, 2025 · Rust Observatory

DeepSeek Drops a Bombshell: V3.2-Exp Sparse Attention Mechanism Debuts, API Prices Slashed in Half Again

DeepSeek-V3.2-Exp released with groundbreaking DSA sparse attention technology, 2-3x faster inference, 30-40% memory reduction, and API prices cut by over 50%

January 29, 2025 · Dream Beast Programming
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