A new thing developed by LlamaFactory author Zheng Yaowei
A new thing developed by LlamaFactory author Zheng Yaowei: PenguinHarness, which uses Agent to create Agents, and the created Agents will evolve on their own, which is Harness for RSI., localized deployment. LlamaFactory reduced fine-tuning from "paper reproduction" to "filling in YAML", and PenguinHarness reduced the use of Agent from "handwriting arrangement" to "saying a sentence". Three highlights:
Brothers, today I will give you a small method to fix DSH lag.
Brothers, today I will give you a small method to fix DSH lag. Small 1ms commands such as pwd and ls can actually hold me for 3.5 seconds. The first time it took 7 seconds. At first, I thought it was my machine having a seizure.
When we gave the same image generation prompt to the AI, each model produced completely different images.
A comparison video of 4 models: Kimi K3, Claude Opus 5, GPT-5.6, and DeepSeek V4 Flash has become a hot topic, and Kimi K3 received high praise for the beauty of the image.
Grok 4.6 + Seedance 2.5 or GPT-5.6 + Seedance 2.5 or Gemini 3.7 + Seedance 2.5...
Can be used for this. For a lower price, we can use Qwen 3.8 Max, Kimi K3, and DeepSeek V4. For quality, we can use Opus 5, and Claude Fable 5.
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