#Business
Curated coverage on «Business»: releases, research, benchmarks, open-source.

Moonshot releases Kimi K3.1 Pro: a 3T open-weight model with a 1M-token context window
Moonshot unveils Kimi K3.1 Pro, which scores 65.7% on Terminal-Bench 4.0 and beats GPT-6 Astra. Weights are due by November 4. Context window: 1M tokens.

Altman Outlines Three Endgames for the AI Race: From a Global Regulator to Paralyzing Rivals' GPUs
At an internal OpenAI meeting, Sam Altman described three ways the AI race could end. The harshest: the leader gains the ability to disable competitors' hardware.

VentureBeat: 79% of Companies Leave GPUs Idle at Least Half the Time
VentureBeat Intelligence's continuous Q3 2026 survey: 79% of companies say their GPUs sit idle at least half the time. The figure did not change across all three…

Oracle Cuts Tasks From Days to Minutes With ChatGPT Work and Codex

Alibaba Qwen Names Three Pillars of Its Personal Agent: Model, Memory and Ecosystem

Cognition teaches Devin to grant limits based on efficiency: a 0–100 scale

X Square Robot to Invest 300 Million Yuan in Hefei Headquarters for Its Robots

Anonymous Models Kibitz and Kalmia Surface in Code Arena: Kimi K3.1 and Qwen 4 Suspected
Two unknown models have appeared in blind coding battles on Arena.ai. The community links them to upcoming Chinese releases: Kimi K3.1 from Moonshot and Qwen 4 from…

Anthropic is testing different Claude limits on identical plans: a gap of up to 20%
SemiAnalysis found that Anthropic is running an A/B test on Claude subscriptions: at the same price, some users get a five-hour quota about 20% smaller than…

iFlytek Unveils Spark X2.6, the Xingchen TaaS Platform and the SparkAudio 1.0 Speech Model

Vercel Agent gets production access through a scoped plan and a single approval

Lovable builds GPT-Live, Claude and Gemini Omni into its chat: 9 AI tools in one place

GPT-6.1 Sol in Devin Scores 60.4% on FrontierCode at $0.31 per Task

Interface: a $99 smart ring that summons AI agents with a single tap
Interface is a $99 smart ring from Natura that turns a finger tap into a command for an AI agent. It works with Claude, ChatGPT, Grok Bot, Meta's Muse, and…

Vercel Takes Python to GA and Launches Daemons for Background Workers
At Ship, Vercel made Python generally available, added containers to Functions and opened a Daemons beta. Python backends on the platform already serve 150,000…









