Ad
Short

Renowned mathematician Terence Tao has proposed a new way to think about AI capabilities. On Mastodon, Tao questions whether true "artificial general intelligence" (AGI) is actually achievable with current AI tools. His alternative: "artificial general cleverness" (AGC).

According to Tao, "general cleverness" means the ability to solve complex problems using partly improvised methods. These solutions might be random, rely on raw computing power, or draw from training data. That makes them something other than true "intelligence," but they can still succeed at many tasks, especially when strict testing procedures filter out incorrect results, he says.

"This results in the somewhat unintuitive combination of a technology that can be very useful and impressive, while simultaneously being fundamentally unsatisfying and disappointing."

Terence Tao

In humans, cleverness and intelligence are linked, but in AI they're decoupled, Tao argues. The mathematician has recently spoken positively about how AI has sped up his own work.

Ad
Ad
Short

Amazon is reportedly in talks to invest at least $10 billion in OpenAI. According to three people familiar with the discussions who spoke to The Information, the deal would push OpenAI's valuation past $500 billion. The influx of cash is intended to help OpenAI cover its massive server costs, including a recently agreed-upon $38 billion deal with Amazon Web Services (AWS). As part of the arrangement, OpenAI would commit to using Amazon's proprietary "Trainium" AI chips rather than relying solely on Nvidia hardware.

The companies are also discussing the possibility of turning ChatGPT into a shopping platform. However, Microsoft's exclusive rights to sell OpenAI models to cloud customers could limit Amazon's options here. Talks reportedly began in October following OpenAI's corporate restructuring but haven't concluded yet. OpenAI remains in urgent need of capital, as the company expects to burn through more than $100 billion over the next four years.

Short

The experimental productivity assistant called CC comes from Google Labs and runs on Gemini. After signing up, CC connects to Gmail, Google Calendar, Google Drive, and the internet to understand your daily routine. AI agents with access to private data like this raise familiar security concerns.

Every morning, CC sends an email summary called "Your Day Ahead." It pulls together your appointments, important tasks, and relevant updates, like upcoming bills or deadlines. The agent can also draft emails and create calendar entries when needed. Users control CC by replying to its emails, sharing preferences, or asking it to remember ideas and tasks.

CC is launching as an early test for users 18 and older in the US and Canada. You'll need a personal Google account plus a subscription to Google AI Ultra or another paid service. Those interested can sign up for the waitlist on the Google Labs website.

Ad
Ad
Short

Google has released an update for Gemini 2.5 Flash Native Audio that makes voice assistants more capable. The model now handles complex workflows better, follows user instructions more precisely, and conducts more natural conversations. Compliance with developer instructions jumped from 84 to 90 percent, and call quality in multi-step conversations has also improved.

According to Google, the updated audio model scores 71.5 percent accuracy on function calls in the ComplexFuncBench benchmark, putting it ahead of OpenAI's gpt-realtime at 66.5 percent. It's worth noting, though, that Google likely didn't test against the latest realtime version, which OpenAI released just yesterday.

The update is now available in Google AI Studio, Vertex AI, Gemini Live, and Search Live. Google Cloud customers are already using the technology, and developers can test the model through the Gemini API.

Short

OpenAI has updated its Realtime API with three new model snapshots designed to improve transcription, speech synthesis, and function calling. According to developers, the gpt-4o-mini-transcribe variant significantly reduces hallucinations. For text-to-speech tasks, gpt-4o-mini-tts cuts the word error rate by 35 percent. The gpt-realtime-mini model, which targets voice assistants, follows instructions 22 percent more accurately and improves function calling by 13 percent.

OpenAI also explicitly mentioned improvements for Chinese, Japanese, Indonesian, Hindi, Bengali, and Italian.

Short

Nvidia is taking over software provider SchedMD to expand its presence in open-source technology. On Monday, the company confirmed it will continue to distribute SchedMD's "Slurm" software as an open-source product. The platform helps plan large-scale computing tasks in data centers, ensuring server capacity is used efficiently.

Nvidia views the technology as critical infrastructure for generative AI, noting that developers rely on it to train models. Financial terms of the deal were not disclosed. Founded in California in 2010, SchedMD employs around 40 people and serves clients like cloud provider CoreWeave and the Barcelona Supercomputing Center.

Ad
Ad
Short

Google is linking its NotebookLM research tool directly to the Gemini chatbot. This integration lets users select specific notebooks as context for their Gemini queries, effectively expanding the chatbot's knowledge base beyond its initial training data and standard web results. While NotebookLM already includes a built-in chat function powered by a Gemini model, it remains quite limited—it doesn't even save chat histories. The new feature addresses this by allowing users to leverage multiple notebooks simultaneously within the main Gemini interface. It also supports integration with "Gems," the personalized versions of the chatbot. The rollout appears to be gradual, starting with browser users, though app support will likely follow soon.

NotebookLM started as an experimental tool in 2023. It has since established itself as a software with exemplary AI integration, particularly in the education sector. The tool makes it easy to set up RAG environments and thus make large document collections analyzable and searchable. Google regularly adds new functions to NotebookLM, most recently including one for deep research.

Google News