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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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Snowflake Arctic-Text2SQL-R1-32B

Snowflake Arctic-Text2SQL-R1-32B

Snowflake's reasoning-first text-to-SQL model tops the BIRD benchmark at 71.83% execution accuracy, trained with GRPO and a reward that only checks if the SQL runs correctly.

Best AI for Data Analysis - July 2026

Best AI for Data Analysis - July 2026

MiniMax M3 leads LiveSQLBench among general-purpose models at 40.17%, but purpose-built enterprise agent pipelines from C3 AI and Ant Group now beat every off-the-shelf LLM outright on raw SQL accuracy.