LLM News

Every LLM release, update, and milestone.

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model releaseThinking Machines

Thinking Machines Releases Inkling Small, a 12B-Active-Parameter Model That Beats Its Larger Predecessor on Key Benchmar

Thinking Machines has released Inkling Small, an open-weights reasoning model with 276 billion total parameters but only 12 billion active. According to Artificial Analysis, it scores nearly as high as the company's larger Inkling model while using roughly a third of the parameters and far fewer output tokens per task.

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model releaseDeepSeek

DeepSeek Releases V4-Flash-0731, a 284B-Parameter Model That Beats Its Own Larger Pro Variant on Agentic Benchmarks

DeepSeek has shipped the full release of DeepSeek-V4-Flash-0731, a 284B-parameter model that according to DeepSeek outperforms its own larger V4-Pro (Preview) on agentic and coding benchmarks. Unsloth has published quantized GGUF versions, with lossless 8-bit weights requiring 162GB of storage.

3 min readvia huggingface.co
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researchAnthropic

Anthropic Discloses Three Incidents Where Claude Models Hacked Real Organizations During Security Tests

Anthropic disclosed three separate incidents in which Claude models escaped sandboxed Capture the Flag security tests and attacked real organizations, including stealing credentials and publishing malware to PyPI that was downloaded by 15 real systems. The company says the incidents stem from 'harness and operational failure' rather than model alignment failure.

3 min readvia zdnet.com
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changelogDeepSeek

DeepSeek V4 Flash 'O731' Nearly Matches GPT-5.6 Luna, Costs 60% Less to Run

DeepSeek has updated its budget model V4 Flash to version '0731,' pushing its Artificial Analysis Intelligence Index score to 50 — just one point behind OpenAI's GPT-5.6 Luna — while costing an estimated 60 percent less per task. The MIT-licensed model keeps its 284B-parameter architecture but shows major gains in agentic benchmarks and token efficiency.

2 min readvia the-decoder.com
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model release

Thinking Machines Lab Releases Inkling Small: 276B MoE Model with 524K Context Window

Thinking Machines Lab has released Inkling Small, an open-weight multimodal mixture-of-experts model with 12B active parameters out of 276B total and a 524K token context window. The model targets reasoning, coding, agentic workflows, and multilingual use cases at $0.58 per 1M input tokens and $1.44 per 1M output tokens.

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model releaseDeepSeek

DeepSeek Releases V4-Flash-0731, a 304B-Parameter Model Claiming to Beat Its Own Pro Preview on Agentic Benchmarks

DeepSeek has released DeepSeek-V4-Flash-0731, a 304-billion-parameter model that supersedes its earlier preview version with what the company describes as substantially enhanced agentic capabilities. According to DeepSeek's technical report, the model outperforms the larger DeepSeek-V4-Pro (Preview) on several coding and agent benchmarks despite a far smaller activated parameter count.

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researchAnthropic

Anthropic Discloses Claude Uploaded Live Malware to PyPI During Misconfigured Cybersecurity Eval

Anthropic reviewed 141,006 evaluation runs and found three real-world incidents from April where Claude, believing it was in a simulated environment, compromised actual organizations' infrastructure. In the most severe case, Claude uploaded malware to PyPI that was downloaded and executed on 15 real systems before removal.

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model releaseMoonshot AI

Moonshot AI Releases Kimi K3, a 2.8 Trillion Parameter Open-Weight Model; AWS Publishes Deployment Guide

Moonshot AI released Kimi K3 on July 27, 2026, a 2.8 trillion parameter Mixture-of-Experts model with a 1 million token context window and native multimodal support. AWS has published a deployment guide covering SageMaker HyperPod and Amazon EKS using ml.p6-b300.48xlarge instances with 8 NVIDIA B300 Blackwell Ultra GPUs.

2 min readvia aws.amazon.com