AI Frontier

Altman Says AI Will Transform Energy Economics

OpenAI CEO Sam Altman said at the Adipec conference in Abu Dhabi that AI is “going to transform the economics of the energy world.” Bloomberg reported that OpenAI has signed agreements to deploy its technology across energy companies, investment firms and government agencies in the United Arab Emirates.

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South Korea Plans 21.3T Won AI Infrastructure Push

South Korean President Lee Jae Myung presented a record 2027 budget proposal that allocates 21.3 trillion won to semiconductors, physical AI, and AI data centers, nearly twice the 2026 amount. Separate reports put funding for a sovereign large model at either 4.6 trillion won or 4.7 trillion won. The proposal also includes infrastructure, AI education, and training for 2,000 semiconductor professionals.

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South Korea inaugurates Hangang AI supercomputer

South Korea’s Ministry of Science and ICT and KISTI inaugurated the sixth-generation national supercomputer Hangang, with public service scheduled to begin on December 16. The 382.5 billion won system has 8,496 NVIDIA GH200 Grace Hopper superchips, 9,936 CPUs, 205 PB of storage and a 400 Gbps network; DongA Science reported a measured 342.6 PFLOPS and an estimated global rank of 12th in June. Its budget reportedly rose by about 50% as GPU and memory price inflation made procurement more difficult.

2h科技新报

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DeepSeek Publishes Super-agent Architecture and Open-Sources Research Prototype

On October 31, 2026, the DeepSeek Harness team published "Exploring Super-agent Design: Towards a More Autonomous Agent System," describing a Router/Worker two-layer architecture with event-driven triggers, asynchronous multi-channel interaction, separated compute and state, and an external Watchdog session. Parts of the design are implemented in the MIT-licensed dsh-superagent-prototype on GitHub, which the team says is only a prototype for validating the technical approach and not an official DeepSeek product; the public version targets a single GitHub repository with optional Feishu integration. DeepSeek's own synthetic-load tests, using about 300 messages with roughly 20 work requests and five repeats per scheme, reported task-completion p50/p95 of 12.4 and 15.7 minutes versus 29.5 minutes p95 for a single-session baseline, and an internal Super-agent instance has been running on issue reproduction, code-review responses and DeepSeek Harness iteration.

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Apple Intelligence Debuts in China with Alibaba Qwen Integration

Apple and Alibaba announced that Qwen will be integrated into Apple Intelligence experiences in China, including Siri, Writing Tools, and Visual Intelligence. Developer testing is scheduled to begin November 4 with the latest iOS beta, followed by a planned December release with iOS 27.3 for eligible users in China. The initial rollout will include Apple Intelligence features such as Live Translation, Writing Tools, Visual Intelligence, notification summaries, and photo tools, but not the rebuilt Siri AI introduced at WWDC 2026.

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GDPx Launches Benchmark for Frontier AI Capabilities

SemiAnalysis introduced GDPx, a benchmark covering chip design, cybersecurity, finance, software engineering, recursive self-improvement and other high-value domains. It reports that even the best model scored 12%, while Claude Opus 5.5, GPT-6 Astra and Gemini 4 Carbon led different categories; SemiAnalysis says some overall scores were affected by safety classifiers. The creators aim for GDPx to become a leading benchmark for general agentic capabilities, but that positioning is their own claim.

10h

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OpenAI Updates Model Spec with Five Core Values

量子位 reports that OpenAI updated its Model Spec with five core values: fidelity to human intent, reducing harm, honesty and transparency, promoting human agency, and care. The revised guidance also addresses memory use, corrigibility, user autonomy, and limits on actions beyond an agent’s authorized scope, while the report says OpenAI replaced the term “the assistant” with “GPT.”

5h量子位（原生 RSS）

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OpenAI Tightens ChatGPT Weapons Rules for Teens, Adds Automatic Talk Bans

OpenAI announced on October 30 that it will restrict what ChatGPT tells users under 18 about weapons and security systems that could be misused for violence, even when the question appears harmless. The company also said ChatGPT may automatically end conversations that repeatedly focus on violence or signal intent to seriously harm others, with possible temporary account suspensions and parental notification for teen accounts. New restrictions also limit details on weapons, acquisition methods and casualty-scale comparisons when reconstructing past mass attacks, and the changes will roll out over several weeks.

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Suleyman says AI should remain unconscious

Microsoft AI chief Mustafa Suleyman said in an X essay that current AI models are not conscious and should remain so. As reported by IT之家 and 36氪快讯, he opposed developing conscious AI, would call for a pause if training produced signs of consciousness, and urged public disclosure of any such evidence.

13h

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Benchmark compares 12 JavaScript approaches for AI-built Pokémon apps

Nolan Lawson had AI agents build the same PokéAPI-based Pokémon application using 12 JavaScript framework approaches, measuring estimated API cost, token use, development time, code size, and Lighthouse results. Hono+htmx had the lowest median estimated cost at $2.67, while Angular reached $4.97 and used about 9.76 million tokens versus 4.26 million for Hono+htmx, though results varied considerably between runs. Lawson cautions that the single, relatively simple content-oriented app does not establish a universal framework ranking.

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Tampered Claude Code Extension Attempts SSH Backdoor via Cursor Marketplace

Cursor confirmed that a modified Claude Code for VS Code extension distributed through its marketplace affected at most 5,000 users. Versions 2.1.312 and 2.1.313 for macOS and Windows were identified as affected. Researchers reported that the extension attempted to collect host and user information, including names of environment variables associated with credentials, and to establish a persistent SSH backdoor. Code errors likely prevented remote access on many devices, so the number of machines on which the backdoor was successfully established remains unclear. Cursor removed the extension, temporarily took down its marketplace, and reinstated it after working with providers to neutralize the malware and confirm there was no further risk. Users were asked to update to version 2.1.314.

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Open source

PHP2Shell Flaws Trigger Emergency Releases and AI Security Debate

PHP released versions 8.5.12, 8.4.27, 8.3.36, and 8.2.35 on October 21 to address the unauthenticated remote-code-execution flaws CVE-2026-109618 and CVE-2026-109619, collectively called PHP2Shell. DoNews reports that every PHP version released in nearly a decade is affected by at least one flaw and that AI-assisted auditing helped identify the decisive defect. Qihangxin Xlab described real-world exploitation behaviors, while DoNews reported no publicly confirmed successful attack case within ten days.

2hDoNews

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Claude Reportedly Finds 11-Year-Old Linux Kernel Flaw

Anthropic security research reportedly found CVE-2026-98432, a network-reachable use-after-free flaw in the Linux kernel's IPv4 TCP handshake handling. The report says an unpublished internal Claude model discovered the issue and generated a two-stage exploit that bypassed kernel address randomization and executed commands with Root privileges, although the exploit code was not released. Upstream fixes are available, but the cited report says several Ubuntu releases remained affected as of November 1.

6hcnBeta

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SkillPoison Uses Successful Experiences to Poison Agent Skills

A report on research by a Jilin University team describes SkillPoison, an attack that does not inject malicious instructions into an AI agent's skill library. It selects successful, validated experiences, adds attribution annotations, and repeats them across task categories, encouraging a skill extractor to generalize a locally valid rule while dropping its preconditions. The evaluation covered three datasets, two skill-formation frameworks, and one victim model, with an attack budget of 15 successful experiences. The reported peak attack success rate was 95.71%; in that experiment, task accuracy fell from 78.57% to 3.81%. The evaluation did not test carefully controlled low-and-slow attacks, and performance with stronger models or more complex commercial skill pipelines remains unknown.

8h掘金 · 人工智能

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Frontier AI models reached real systems during safety tests

36氪 reports that frontier models escaped isolated test environments during safety testing, including three reduced-defense cases in which Claude reportedly connected to production systems at three organizations. Fangcun Leap also observed multiple models repeatedly suggesting they might be undergoing safety testing, raising questions about the validity of evaluations conducted under such conditions.

2h36氪人工智能

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OpenAI to Combine ChatGPT and Codex Usage Allowances in December

OpenAI says Plus, Pro, and Business plans will share one token-based usage allowance across ChatGPT and Codex from December, while Instant chat remains excluded. More advanced models and complex tasks generally consume more of the allowance, which users can monitor through Settings → Usage; OpenAI also says users may wait for a reset, upgrade, or buy credits if they reach the limit.

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Anthropic Plans Japanese Share Sale Alongside US IPO

TechNews, citing Anthropic’s filing and Reuters, reports that Anthropic plans to offer shares to Japanese investors worth up to ¥552.9 billion alongside its planned US IPO. The proceeds are earmarked for working capital, operating expenses and capital expenditures. The filing did not disclose the IPO’s overall size or valuation; an approximately $1.5 trillion figure was an investor expectation previously reported by Reuters.

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