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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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SWE-1.7

SWE-1.7

Cognition's proprietary coding model powering Devin, scoring 42.3% on FrontierCode 1.1 Main at $1.97/task via Cerebras inference at 1000 tokens/sec.

Runway Builds a Model Router for AI Video and Audio

Runway Builds a Model Router for AI Video and Audio

Runway's new Media Router auto-selects the best video, image, or audio model for each API request by cost, quality, or speed - the first preference-based router built for generative media instead of text.

Ling-3.0-flash

Ling-3.0-flash

InclusionAI's Ling-3.0-flash packs 124B parameters into a 5.1B-active hybrid-linear MoE that Ant Group claims matches its 1T flagship - but shipped with zero independently verifiable benchmark numbers.

This Week in AI Research: Knowledge, Speed, Agent Risk

This Week in AI Research: Knowledge, Speed, Agent Risk

Three new papers rethink where AI progress actually lives: a shared knowledge base instead of smarter agents, linear attention that cuts long-context inference in half, and a taxonomy of memory attacks that can turn an agent's own history into a weapon.

Qwen3-VL-235B-A22B

Qwen3-VL-235B-A22B

Alibaba's flagship open-weight vision-language MoE beats every proprietary model on DocVQA at 96.5% and MathVista at 85.8%, but trails GPT-5.4 and Gemini 3.1 Pro on broad MMMU-Pro reasoning.