Reposted by Richard Howes
“ without a shadow of doubt”
Yet Republican still embrace and fawn over the president who committed crimes against the United States.
That is definitely their brand.
Checkmark treason, and bestiality as OK for public office. 
![K KIMI K3: OPEN FRONTIER INTELLIGENCE
TECHNICAL REPORT OF KIMI K3
Kimi Team
ABSTRACT
parameters, native vision capabilities, and a 1-million-token context window. Kimi K3 is built on Kimi Delta Attention [63] and Attention Residuals [57], which improve information flow across sequence length and model depth. Together with Stable LatentMoE, which effectively activates 16 of 896 routed experts per token, and refined training and data recipes, these advances yield an proximately 2.5x improvement in overall scaling efficiency over Kimi K2 [581. Post-trainin highlights reinforcement learning across general, agentic, and coding domains and multiple reasoning-effort levels, enabling compositional generalization and robust long-horizon execution. At 2.8T scale, Kimi K3 is supported by infrastructure advances in multiple areas: algorithm-system co-design for KDA, perfectly balanced expert-parallel training with efficient memory management, million-token agentic RL with persistent rollout and sandbox states, and deployment innovations.
Extensive evaluations show that Kimi K3 achieves frontier-level performance across long-horizon coding, agentic, knowledge, reasoning, and vision tasks. While its overall performance still trails the most powerful proprietary models, namely Claude Fable 5 and GPT-5.6 Sol, Kimi K3 consistently outperforms other open and proprietary models evaluated in our suite. We release the full Kimi K3 model weights to facilitate future research and accelerate the broader deployment and adoption of frontier intelligence.'](https://cdn.bsky.app/img/feed_thumbnail/plain/did:plc:ckaz32jwl6t2cno6fmuw2nhn/bafkreicrbgvxize5b2uxilew4qvymuq5jvasfva4zp4i4bohjtkvxvvdv4)
