Why is harness engineering so important and what does this J-space stuff do?
I have some stuff that technically looks at the J-space whereby I'd define J-space to mean... I just have another agent look over the trace as it runs in Codex Infinity lol. a manger agent that can
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.
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