media TLDR AI · 1h ago · industry

OpenAI previews GPT-5.6 Sol Ultrafast mode; Google releases Gemini 3.7 Flash

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OpenAI has previewed Ultrafast, a GPT-5.6 Sol mode capable of generating up to 750 output tokens per second and operating at up to 14x standard processing speed. The approach aims to deliver real-time performance without switching to a smaller model.

Google is rolling out Gemini 3.7 Flash, targeting coding and agents with a 50% introductory price cut until the end of the year. The release comes just three weeks after Gemini 3.6 Flash, an unusually short turnaround attributed to developer feedback and algorithmic improvements.

Anthropic could be worth $2 trillion when it goes public, fueled by rapid revenue growth and demand for its AI models. Investors anticipate the IPO could become the largest in history, with the startup projecting annualized revenue of $100-120 billion by the end of 2026.

Importance 3/3 New feature vs. leaders TLDR AI OpenAI Anthropic Google DeepMind AI agents API & product launches

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media r/LocalLLaMA · 59d ago · 4 views

We Open Sourced Our LLM-based QA Agent To Catch Breakages Faster

Approxima is an open-source, self-hostable QA agent that monitors user journeys and supports Claude, Gemini, and GPT out of the box. It features Explore Mode, A/B Testing, and Self-healing to adapt to product evolution, with full support for local models and community contributions.

media AI News (smol.ai) · 18h ago · 8 views

Google releases Gemini 3.7 Flash; DeepSeek open-sources Harness

Google shipped Gemini 3.7 Flash, its new mid-tier model for coding and agentic workflows, featuring a 50% introductory price cut and significant benchmark gains over version 3.6. The release positions the model as a workhorse for development, with immediate integration across the Gemini API, Android Studio, and external tooling like Cline.

media TLDR AI · 14d ago · 21 views

Inkling-Small release, GPT-5.6 price cuts, Gemini Robotics ER 2

Thinking Machines released Inkling-Small, a 276B-parameter mixture-of-experts model with 12B active parameters that retains multimodal reasoning and a 1M-token context window while using less compute. OpenAI reduced GPT-5.6 Luna pricing by 80% and Terra pricing by 20%, while improving Sol's API speed across API, Codex, and ChatGPT Work subscriptions.

arxiv arXiv cs.CL · 40d ago

GPT-5 outperforms humans in inducing belief states via planning

A new study evaluates Large Language Models' ability to induce specific belief states in other agents through actions rather than conversation, a capability termed Non-Conversational Planning ToM (NCP-ToM). Using the NCP-ExploreToM framework, researchers tested six frontier models and human participants on 600 task instances where agents had to move objects or direct characters to achieve belief goals.

arxiv arXiv cs.AI · 56d ago · 9 views

NRT-Bench: Multi-turn Red-teaming of LLM Agents in Safety-Critical Systems

NRT-Bench introduces a benchmark for multi-turn red-teaming of LLM agents operating in a simulated nuclear power plant. Across four frontier operator models, 8.7% to 12.1% of attack sessions result in loss of a critical safety function, with vulnerabilities largely disjoint across models. The effectiveness of defences varies significantly by model, showing strong model dependence.