AI & TECHNOLOGY6 NOVEMBER 2026

What happened that day?

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TODAY’S SELECTION

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01MODELS

Gemini Omni 1.2 Flash can generate videos up to 15 seconds

Google announced that Gemini Omni 1.2 Flash is generally available through the Gemini API and to business users. The company says it generates videos up to 15 seconds and supports conversational editing; 720p pricing fell 30% from the previous version to $0.07 per second. Improvements to fast sports action are ongoing.

02SECURITY

More than 800 exposed instances of Artex attack tool found

Artex is an open-source penetration-testing tool that automatically searches systems for vulnerabilities; Censys identified more than 800 deployments accessible online without passwords. A researcher said not all instances were used maliciously and why they were exposed is unclear; Artex later announced it would become closed-source.

03MODELS

Inkling 2 Small unveiled; open-weight release awaits security tests

Inkling 2 Small was introduced as a vision-capable Mixture-of-Experts model with 594 billion total and 17 billion active parameters. It is currently available through Tinker with closed weights; its developers plan to release the weights under Apache 2.0 next week, provided external security tests are completed.

04INDUSTRY

Anthropic IPO valuation falls to $1.2–$1.3 trillion

According to discussions reported by Bloomberg, the valuation being discussed for Anthropic’s IPO fell to $1.2–$1.3 trillion from $1.4–$1.5 trillion a few days earlier. The Wall Street Journal reported that three major investors said a lower price was needed; talks continue, and the company declined to comment.

05PRODUCTS

Meta introduces Spaces for Muse agents

Spaces offers conversation areas in the Muse interface’s sidebar, organized around specific purposes such as vacation planning, event tracking, or a project board. Meta says these spaces can connect to third-party apps and keep information updated in the background.

06RESEARCH

Author argues AI-driven research acceleration at Anthropic may have crossed a threshold

Drawing on a METR report examining AI’s effect on Anthropic’s research and development pace, the author argues that a threshold for “dramatic acceleration” may have been crossed. The report says capability progress from October 2025 to October 2026 was about twice that of the previous 12 months; most supporting evidence is redacted.

07CHIPS & INFRASTRUCTURE

OpenAI drops confidentiality agreements for data center projects

In new commitments to communities hosting data center projects, OpenAI said it would not use confidentiality agreements with public officials. The company says it will apply narrowly scoped protections only to legitimate security information and trade secrets, and cover the full cost of electricity and necessary infrastructure.

08RESEARCH

Hybrid method routing Jev’s cases to Opus cut costs more than fourfold

The authors tested a hybrid setup that routed Jev’s low-confidence examples to Opus to detect overmerging in identity matching. On synthetic data, they reported accuracy close to Opus at more than four times lower cost; cost and latency were measured in their own setup.

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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