Deepseek V4 Flash 0731 TP=4 Single-Stream Decode
420 tok/s Community record with prefill off was 357.9, and I was able to reach 446.4 tok/s due to two variables + 6000 memory overclock. Recipe and receipt below as always.
LongHorizon-Harness research showed benchmark task completion jump from 51.8% to 80.7% using one architectural shift
Separating coding harness execution from a verified, audited task state. in this 3-minute breakdown, Claude Code demonstrates direct terminal execution and file
Q&A on Agentic Operating Systems.
The best questions from the community. Team access to your agent OS? Skill plus Tailscale. Everyone connects to one machine. Which model for what? Claude Fable 5 to orchestrate. DeepSeek V4 Pro for agentic work. GLM 5.3 for coding. Want it on
We still don't have any open-source model anywhere close to Kimi K3
I tested the exact same Mini Militia-style game with Qwen 3.8 Max after trying it with Kimi and 0x Alpha the results were surprisingly bad for Qwen the controls were actually good, but the UI was nowhere close
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