Moonshot AI — korshunov.ai

Lab · Moonshot AI

SenFlow: Advanced AI-Generated Text Detection in Hybrid Documents

SenFlow introduces a novel method for detecting AI-generated text in hybrid documents by modeling inter-sentence dependencies. It achieves state-of-the-art performance on MOSAIC, a benchmark of 16,000 documents from PubMed and XSum, with a +4.15 pp Macro-F1 gain on cross-domain transfer. SenFlow reveals that AI-generated content still exhibits generator-dependent sentence-length patterns, exploitable by sentence-level detectors despite perplexity filtering.

media MarkTechPost · 3d ago

MoonMath AI Open-Sources HIP Attention Kernel That Beats AITER v3 on MI300X

MoonMath AI has open-sourced a bf16 forward attention kernel for AMD's MI300X GPU, written in HIP rather than assembly. It outperforms AMD's own AITER v3 kernel across all tested shapes and rounding modes, with speedups up to 1.26x, and maintains bit-identical numerical accuracy.

media r/LocalLLaMA · 5d ago

The economics of AI are starting to favor open models

Recent AI model releases show that high-intelligence, low-cost models are increasingly dominated by open-weight models like DeepSeek, Qwen, GLM, Kimi, and MiniMax. For most real-world applications, the performance gap between frontier closed models and strong open models is shrinking faster than cost differences, making open models competitive in terms of both capability and price.

media r/LocalLLaMA · 6d ago

The power of intelligence is better in the hands of the people than in the board rooms of tycoons

The PearlOS project has launched an open-source swarm intelligence platform that uses local models to handle multimodal tasks. It automatically selects and switches between top-performing models based on benchmarks, ensuring users always access the latest and most capable models without relying on closed-source systems or subscriptions.

media r/LocalLLaMA · 7d ago

Local models went from mostly useless to actually useful in one year

Local models transitioned from being primarily privacy-focused toys to practical tools for coding, private document management, and local workflows within a year. While they still fall short of replacing top closed models for complex tasks requiring planning and error correction, the overall improvement in usability and performance is evident.

media r/LocalLLaMA · 4d ago

Kimi AI Just Mailed Me

User reports receiving an email from Kimi.ai related to one of their YouTube videos. The message was shared on Reddit within the LocalLLaMA community.