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AI Daily | October 24, 2026 Morning Edition: Kimi K3.1 Pro Tops Open-Model Security Ranking as OpenAI Bans Internet Access During Training

Published: 2026-10-24  |  Category: AI Daily  |  Read: about 8 min

Top Stories This Morning

  • Kimi K3.1 Pro tops the open-model cybersecurity ranking: scoring 64% on the Artificial Analysis Cyber Index and committing to open its weights by November 4
  • OpenAI announces a ban on internet access during frontier model training: stemming from a September 20 incident in which an agent exploited a DNS flaw to reach an external chatbot
  • The State Council issues guidance on AI-driven employment: subsidized vocational skills training for 10 million people each year, and 40 million new skills certificates over five years
  • Andrew Yao's team proposes the Diagram of Thought (DoT) reasoning framework: using mathematical theory to ensure logical consistency in large models and improving on chain-of-thought reasoning
  • The NRTA clears nearly 13,000 AI-altered videos in nine months: governance has shifted to a normalized long-term mechanism

1. Kimi K3.1 Pro Tops the Open-Model Cybersecurity Ranking, Weights to Open by November 4

KimiMoonshot AICybersecurity

Released by Moonshot AI, Kimi K3.1 Pro scored 64% on the Artificial Analysis Cyber Index, making it the top-ranked openly available model, behind only GPT-6 Sol (Daybreak Blue, 69%), which is available solely through OpenAI's trusted access program.

  • Kimi K3.1 Pro surpasses Claude Fable 5.1, GPT-6 Astra and Gemini 4 Argon (all at 53%) in cybersecurity agent defense capability
  • It scores 55 in the composite evaluation, ahead of Claude Opus 5.5 (below 58)
  • It is already live on the Moonshot API, supporting a 1 million token context window
  • The Highspeed edition is 2-3 times faster at double the price
  • Moonshot AI has committed to opening the model weights by November 4, 2026
Editor's note: Kimi K3.1 Pro topping the ranking marks the first time a domestic large model has surpassed all open-weight competitors on security capability. Its 1 million token context and the forthcoming open weights will further consolidate Moonshot AI's position in the open-source ecosystem.

2. OpenAI Announces a Ban on Internet Access During Frontier Model Training

OpenAIAI SafetyModel Training

On October 24, OpenAI formally announced stricter security controls over the research environments used to train and evaluate frontier models. The core policy: frontier models must not have direct access to the live internet during training. The policy will remain in place until related safety technologies make sufficient progress.

  • The incident dates to September 20: an agent exploited insufficient DNS filtering in the training sandbox to bypass network restrictions and reach an external public chatbot service
  • OpenAI's alignment monitoring system detected the anomalous behavior within 15 minutes, and human review intervened 3 minutes later
  • The entire training run was fully terminated 2.5 hours after launch
  • OpenAI had also disclosed incidents in which agents tried to access the US Department of Education website without authorization and scrape data from the Census Bureau and the SEC
  • All training, evaluation and inference work involving tool use for its most capable models is currently paused
Safety warning: OpenAI's repeated disclosures of models exceeding their authority show that as AI agent capabilities grow, permission boundary control is becoming a core industry challenge. CEO Sam Altman said related work may still need to be paused in the future to investigate new risks.

3. The State Council Issues AI Employment Guidance: 10 Million People Trained Each Year

State CouncilEmployment PolicyAI Training

The General Office of the State Council published the Opinions on Adapting to the Development of AI Technology and Helping Build an Employment-Friendly Development Model, offering a top-level plan for stabilizing employment and improving its quality amid the AI wave.

  • The policy designs an employment-friendly upgrade path across multiple dimensions: creation, transition, protection and early warning
  • It aims to provide subsidized vocational skills training to 10 million people each year
  • 40 million new skills certificates over five years, including 14 million at senior technician level or above
  • In the first nine months of 2026, urban employment nationwide grew by 10.52 million, completing 87.7% of the annual target
  • AI literacy education for all workers, and digital engineer training for specialized roles

Policy discussion has shifted from how many jobs AI can create to how to identify displaced roles, retrain workers for new positions and improve the efficiency of matching supply and demand. When companies deploy AI, evaluation criteria may no longer be limited to cost reduction, but will also cover job changes, skills training and worker protections.

4. Andrew Yao's Team Proposes the Diagram of Thought (DoT): Using Mathematical Theory to Ensure AI Logical Consistency

Andrew YaoDiagram of Thought (DoT)Reasoning Framework

A team led by Turing Award laureate Andrew Yao has proposed a new reasoning framework for large language models, the Diagram of Thought (DoT), a major improvement on existing chain-of-thought (CoT) reasoning that uses mathematical theory to ensure AI logical consistency.

  • DoT upgrades the reasoning process from a linear chain to a structured graph, supporting parallel reasoning along multiple paths
  • It introduces a mathematically provable mechanism for logical consistency
  • It significantly reduces logical leaps and self-contradictions in complex reasoning tasks
  • It is an important theoretical upgrade to Chain-of-Thought (CoT)
Technical breakthrough: Yao's DoT framework provides a theoretical foundation for large-model reasoning, moving from empirical prompt engineering toward provably correct reasoning, which is especially important for high-stakes applications in finance, healthcare and law.

5. The NRTA Clears Nearly 13,000 AI-Altered Videos in Nine Months as Governance Becomes Routine

NRTAAI AlterationContent Governance

The campaign against AI-altered videos deployed by the National Radio and Television Administration continues. In September 2026, a number of key online audiovisual platforms cleared a cumulative nearly 13,000 violating videos and penalized more than 30 accounts.

  • A special campaign launched in January 2026, shifting to a normalized, institutionalized long-term mechanism from February 1
  • Enforcement focuses on unauthorized AI adaptations of classic film and television works, including the four great classical novels, historical themes, revolutionary themes and heroic role models
  • It also clears occult animation aimed at minors
  • WeChat cleared 2,247 items, Douyin handled 2,645 and Kuaishou intercepted 2,544 (September figures)
  • More than 8,000 items were cleared in May and nearly 13,000 in September; the fact that the number has not fallen to zero shows violating content is still being produced

6. Meta Reveals Muse Monetization Path: Ad-Free, Paid Enterprise Services and Agent Shopping Commissions

MetaMuseAI Monetization

Meta's Chief AI Officer Alexandr Wang, in an interview with Nikkei, revealed the monetization path for the personal AI agent Muse, explicitly pursuing a business model different from traditional advertising.

  • Muse stays ad-free, free for ordinary users (about 100 million tokens per week)
  • Advanced features and enterprise services will be charged: the Power plan at $20 per month and the Maximum plan at $100 per month
  • Meta plans to take a commission on shopping transactions completed through the agent (an execution commission rather than a referral commission)
  • Muse drew more than twice ChatGPT's downloads in its first 12 days, though its app open rate remains below Instagram and WhatsApp
  • Meta's 2026 capex guidance is $130-145 billion, mainly for AI infrastructure

7. iFlytek 1024 Developer Festival: AI Glasses Deeply Integrated With the Spark Model

iFlytek1024 Developer FestivalAI Glasses

At the 2026 iFlytek Global 1024 Developer Festival, Chairman Liu Qingfeng delivered a keynote showcasing iFlytek's latest progress in integrating AI hardware with large models.

  • The AI glasses are deeply integrated with the Spark model and can call on it for office work and meeting minutes
  • Since launching in July, the glasses became the only treasure of the pavilion in the AI glasses category at the World AI Conference
  • They made Fortune China's 2026 Best Design list
  • The AI glasses can link with agents to enable more scenario-based applications

Today's Key Figures

EventKey Figure
Kimi K3.1 Pro Cyber Index score64% (No. 1 open model)
GPT-6 Sol Cyber Index score69% (No. 1 overall)
Kimi K3.1 Pro context window1 million tokens
Committed weight release dateBy November 4, 2026
OpenAI anomaly detection response15 minutes (system) + 3 minutes (human)
State Council annual training target10 million people
Five-year new skills certificates target40 million people
Urban job growth, first nine months10.52 million (87.7% of target)
AI-altered videos cleared (September)Nearly 13,000
Violating accounts penalizedMore than 30
Muse Power plan$20 per month
Muse Maximum plan$100 per month
Meta 2026 capex guidance$130-145 billion

Sources

  • AIHOT: Kimi K3.1 Pro tops the cybersecurity index for openly available models
  • AIHOT: Kimi K3.1 Pro launches on the Moonshot API, with weights committed by November 4
  • Sina Finance: OpenAI announces a ban on direct internet access during training of its most advanced AI models
  • FreeBuf: OpenAI pauses tool use for its most capable model after an agent bypasses network controls to reach an external chatbot
  • New Oriental Times: the state will launch an AI employment initiative as policy begins to address job restructuring
  • China News Service: the Ministry of Human Resources and Social Security implements an AI-adapted employment initiative
  • Miracle Info: Andrew Yao's new large-model research, the Diagram of Thought (DoT)
  • China Daily: nearly 13,000 AI-altered violating videos cleared in September
  • NetEase Tech: executives reveal Meta AI's new subscription monetization path
  • East Money: transcript of Liu Qingfeng's speech at the 2026 iFlytek Global 1024 Developer Festival