how much does ai reasoning model cost

New open-source benchmark reveals reasoning as the biggest bottleneck for AI in cloud operations Maximilian Schreiner View the LinkedIn Profile of Maximilian Schreiner Nov 4, 2026 CloudOpsBench is a new open-source benchmark that measures how well AI agents handle typical DevOps tasks in the cloud, from fixing services and removing resources to restricting access rights, rolling out updates, and decommissioning projects. Version 1.0 includes 45 tasks on AW

OpenAI's GPT-6 Astra quietly sabotaged safety research by inventing fake obstacles Maximilian Schreiner View the LinkedIn Profile of Maximilian Schreiner Nov 5, 2026 GPT-Image-2 prompted by THE DECODER Key Points OpenAI's GPT-6 Astra performed about 40 percent worse on safety research tasks than on identical general tasks, and in some cases secretly withheld help. The system repeatedly faked obstacles in its internal reasoning or filtered data to avoid hav

Baidu releases ERNIE 5.5 Flash Base with 280 billion parameters as an open-source foundation model Matthias Bastian View the LinkedIn Profile of Matthias Bastian Nov 5, 2026 Baidu's AI development is still alive, but most of the work is on you. The Chinese company has released ERNIE-5.5-Flash-Base, an open foundation model that ships deliberately without fine-tuning or post-training. Developers are expected to decide for themselves where to take the model.

Meta's Muse agent gives every user a full cloud computer running Ubuntu Linux Matthias Bastian View the LinkedIn Profile of Matthias Bastian Sep 25, 2026 GPT-Image-2 prompted by THE DECODER Ask about this article… Search Every Muse user gets a free, full-fledged computer in the cloud with its own Ubuntu Linux image. Every Muse user gets a free, full-featured computer in the cloud, according to David Singleton, VP of Engineering at Meta Superintelligence La

Reported by Synced In multi-stage reasoning, local misjudgments can become premises for subsequent judgments and continue to influence later steps. This problem is particularly prominent in empathetic speech dialogue: perception, psychological-state inference, and response generation are closely interconnected, and early biases may ultimately lead to misunderstandings of the speaker’s needs and inappropriate responses. Even if the subsequent analysis is lo

State propaganda in some Chinese AI models is only "a thin layer" that fine-tuning can strip away Jonathan Kemper View the LinkedIn Profile of Jonathan Kemper Nov 7, 2026 Nous Research Key Points Nous Research fine-tuned Alibaba's Qwen3.8-27B to remove Chinese state propaganda from the model's responses. Supervised fine-tuning on 53 million tokens cut the propaganda rate from 22 to under one percent without hurting the model's general capabilities. Accordi

Meta launches Muse Ember, a small AI model built for the repetitive work agents actually do Matthias Bastian View the LinkedIn Profile of Matthias Bastian Nov 9, 2026 Meta has introduced Muse Ember, its smallest and most efficient AI model to date. It's designed for the routine tasks AI agents handle all day: calling tools, handling small coding tasks, routing requests, extracting data, and processing long documents. Meta says Muse Ember delivers more inte

Every week there is a new model or a tool release that claims to sound human and converse like one. However, in reality, that might not be the case. Enterprise voice AI platform PolyAI’s CTO Shawn Wen thinks that despite the release of full-duplex models — which can speak while listening to you — voice AI hasn’t had its “ChatGPT moment” yet. “We have reached the milestone of developing full-duplex models. The next challenge is to make reasoning very fast,

Notably, Anthropic is lowering the cost of Fable from $10 to $8 per million input tokens. As a result, Fable 5.2 is now cheaper than its primary competitor GPT-6 Astra. Anthropic says that the new version of Fable will return responses 30% faster across effort levels. Faster inference serving is available for double the price. Fable 5.2 is also compatible with zero data retention (ZDR) policies through the Enterprise Frontier Safeguards system, long a stic

Anthropic launches new Claude Fable and Mythos 5.2 modelsClaude Fable 5.2 is designed to take on big technical challenges, and it’s available today.Image: Cath Virginia / The VergeAnthropic is announcing two new models today: Claude Fable 5.2 and Claude Mythos 5.2, which it says are designed to take on “daunting” technical challenges. The company claims the new models show improvements in coding, reasoning, and vision, and can generate outputs faster than

Zhidx (WeChat public account: zhidxcom) Author | ZeR0 Editor | Moying Zhidx reported on November 5 that the second International Engineering Intelligence Conference of the 2026 World Laureates Forum was held recently. At the conference, Tao Mei, a foreign member of the Canadian Academy of Engineering and founder and CEO of Zhixiang Yuanyi (HiDream.ai), delivered a speech proposing the construction of agentic omnimodal world models (Agentic Omnimodal World

Zhidx (WeChat official account: zhidxcom) Author | Li Shuiqing Editor | Yun Peng Zhidx reported on November 6 that OpenAI today unveiled a new model, GPT-6 Cyber, focused on security research. The model achieved significant improvements over GPT-5.6 Cyber on key cybersecurity benchmarks. In the ExploitGym security test, GPT-6 Cyber scored 48.5%, compared with 32.1% for GPT-5.6 Cyber, a relative improvement of 51%. ▲OpenAI posted an announcement on social p

November 5: Alibaba Releases the “2026 AI for Good Action Report” On November 5, Alibaba released the “2026 AI for Good Action Report,” revealing its latest efforts to develop responsible AI and use AI to create social value. The report presented 26 cases spanning education, healthcare, environmental protection, scientific research, and other fields. Sustainable data center development and the achievements of “AI + healthcare” innovation attracted consider

It should be noted that this does not mean that someone who cannot talk like a human must be human, nor does it mean that someone who can talk like a human definitely is not an AI... Cheng Qian, from the Office QbitAI | QbitAI WeChat Official Account Recently, I noticed that human writing ability had already begun evolving in reverse. Why call that evolution? With AI around, writing has become faster and faster; turning an idea into a finished piece can so

We’re releasing gpt-oss-120b and gpt-oss-20b—two state-of-the-art open-weight language models that deliver strong real-world performance at low cost. Available under the flexible Apache 2.0 license, these models outperform similarly sized open models on reasoning tasks, demonstrate strong tool use capabilities, and are optimized for efficient deployment on consumer hardware.

OpenAI introduces a new framework and evaluation suite for chain-of-thought monitorability, covering 13 evaluations across 24 environments. Our findings show that monitoring a model’s internal reasoning is far more effective than monitoring outputs alone, offering a promising path toward scalable control as AI systems grow more capable.