Deepseek V4 Flash 0731 com 4 RTX 6000 roda 240 ate 300 tok/s, parece mágica.
Same prompt. Four AI models.
Wildly different results — and one number that changes the entire conversation. The task: build a single-file HTML traffic intersection simulation. Dark environment, glowing headlights, realistic traffic light logic, smooth 30-second loop. Here's
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:
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