DePin - Page 6

Ontology's mainnet is back after a 41-hour precautionary halt over an ecosystem project incident; it says the network lost no funds.

DATA Network will retire its own chain and run on Sui, with Walrus as default storage. Sui Foundation says it is investing $30 million. Figures are company-reported.

Microsoft CEO Satya Nadella's X article says AI models should be treated like insider risks, with controls outside the model and a way to pause it mid-task. What he wrote, and what it doesn't show.

DeepMind's AlphaProof Nexus is in Science. Its authors report 9 of 353 Erdős problems and 44 of 492 OEIS conjectures proved. What that means, and the limits.

China's 9 October policy guidelines call for "a national blockchain network". What the official text says, what it leaves out, and what it is not.

Helium says the first Wakefern supermarkets are live on its network, using store Wi-Fi to carry phone-carrier traffic. What Wi-Fi offload and Passpoint mean, and what Helium has not said: store count and carriers.

OpenAI says Codex can now suggest your next message (beta, Pro), and ChatGPT dots can be created on a phone and start work in Codex. What is confirmed, and what is a staff post.

Scale AI and Elorian's Humanity's Sixth Sense benchmark finds people score 93.1% on everyday visual questions while the best model, GPT-6 Astra, scores 53.6%, mostly because models misread the picture. A separate preprint, not yet peer reviewed, says base models can reason almost as well as RL-trained ones when their answer starts with the right word.

Anthropic has expanded its Cyber Verification Program into three tiers, Defense, Red Team and Specialized, that relax Claude's cyber safety blocks for vetted security teams on Opus 5.5, Sonnet 5.5 and Mythos 5.1. Specialized applicants are reviewed with the US government. What each tier allows, and what Anthropic's own test shows.

On 6 October OpenAI launched a Decisions API that returns yes/no probabilities, picks and rubric scores from GPT-6 Luna, and cut its API usage tiers from five to three. Perplexity released pplx-decider-v1.1-27b, an Apache 2.0 open-weight decision model. What decision models are, what each costs, and which scores are the vendors' own.