AI & TECHNOLOGY4 NOVEMBER 2026

What happened that day?

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TODAY’S SELECTION

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01MODELS

Kimi K3.1 Pro’s model weights released

Kimi K3.1 Pro’s weights were released under the Kimi K3.1 Pro license, and the model is also available through the Kimi platform API. The company says it offers a one-million-token context window and improved coding and 3D generation; evaluations used different tools and conditions.

02MODELS

Images 2.6 speeds up image generation and can create GIFs

Images 2.6 is available in ChatGPT and Codex; developers also get the Flare and Sunburst options for the API. According to the source, image generation is 50% faster than in the previous version. New tools include GIF creation, image marking in the API, and SVG export.

03INDUSTRY

OpenAI to acquire Pierre Computer Company

OpenAI announced it will acquire Pierre Computer Company, which develops the Trees and Diffs libraries used in Codex. After the acquisition closes, OpenAI aims to bring Code Storage features to Codex. It says open-source projects will remain open source and that the deal is subject to regulatory approval.

04RESEARCH

Anthropic releases FlashProve to verify model responses

FlashProve is an open-source inference-verification prototype that creates zkSNARK proofs linking responses to specific weights. In Anthropic’s 4-bit Llama 4 Maverick test, proof generation reached 110 tokens per second on one H100; a proof for a 1,024-token request was 18.78 MB, and generation used 70–95 times more GPU time than vLLM. The work is presented as interim progress, not a completed research program.

05CHIPS & INFRASTRUCTURE

Voters in the U.S. restrict data center projects

In Edgewater, Florida, voters added a ban to the city charter; in Perry, Ohio, they imposed financial and operational restrictions on hyperscalers seeking tax breaks. According to the report, financiers have begun treating local opposition as a credit risk.

06CHIPS & INFRASTRUCTURE

Linux slows AI inference on RTX Spark laptops when plugged in

Linux can be installed on the MSI Prestige RTX Spark laptop, and CUDA acceleration works, but when plugged in, the GPU drops to about 780 MHz. In a GPT-OSS-120B test, Linux produced 13.9 tokens per second, versus 65.4 on Windows and 65.1 on WSL. The article attributes the issue to a Windows-specific power-management component with no Linux equivalent.

07SECURITY

AI tools helped turn a PHP memory bug into a critical vulnerability

A researcher from Calif used AI tools during an OpenAI-sponsored PHP audit to turn a PHP flaw previously viewed as a memory bug into a vulnerability enabling server-side code execution. The flaw was reported to the PHP Foundation, and a team of four engineers prepared a patch in two months. The researchers said AI alone was not enough and expert knowledge also mattered.

08SECURITY

Hinton warns of a major AI-related incident

Geoffrey Hinton warned that the unmanageable risks of AI could cause events such as a major power outage or disruption to the financial system. Suggesting such an incident could happen this year or next, Hinton argues that the most advanced models should undergo mandatory, independent testing before release.

That’s it for today.The rest of your time is yours.

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Sources, in the open.

Stories are selected from Hacker News; accessible original articles are summarized and translated with AI. Summaries may contain errors; check the source beneath each story for details. Preparation starts daily at 06:55 Türkiye time (UTC+3), targeting publication before 07:00.

This edition covers articles shared on Hacker News on the date shown above.

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