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VideoVerse's $250M Exit Collapsed Into Fraud Suits

VideoVerse's $250M Exit Collapsed Into Fraud Suits

Minute Media's purchase of AI video startup VideoVerse fell apart after the deal closed, and three separate Delaware lawsuits now accuse founder Vinayak Shrivastav of forging signatures to extract tens of millions.

Model Steering, Angry Buyers, and Blind Judges

Model Steering, Angry Buyers, and Blind Judges

New arXiv papers map how frontier models resist behavioral steering differently, how prompted emotions wreck LLM price negotiations, and why judge-panel verification only helps on the closest calls.

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GPT-5 mini

GPT-5 mini

OpenAI's original cost-efficient GPT-5 variant pairs a 400K context window with $0.25/$2.00 per million token pricing, still doing quiet duty as a cheap backbone for research agents a year after launch.

NVIDIA Nemotron 3.5 Lightning 30B-A3B

NVIDIA Nemotron 3.5 Lightning 30B-A3B

NVIDIA's 30B MoE model with 3B active parameters, distilled from Nemotron 3 Ultra, hits 86% PinchBench accuracy at up to 4x the output speed of comparable open models.

Qwen3.8-Max

Qwen3.8-Max

Alibaba's 2.4 trillion parameter flagship ships with real pricing and a published benchmark table, but the open-weight release it promised for this week still hasn't shown up.

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Cohere Command A+

Cohere Command A+

Cohere Command A+ is a 218B sparse MoE model with Apache 2.0 license, native citations, and a 128K context window that runs on just two H100 GPUs.

Open Source LLM Hosting Costs - June 2026

Open Source LLM Hosting Costs - June 2026

Verified June 2026: real cost per million tokens for self-hosting Llama 4 Scout, Maverick, Qwen3-235B, and DeepSeek V3.2 - GPU requirements, cost formulas, and when cheap APIs actually win.