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  1. Codex releases30

    Claude Code 0.169.0 released: new features include multi-tab terminal workspaces and task search

    Claude Code 0.169.0 released, terminal workspace supports multi-side chat bubbles, can be switched by keyboard or mouse, can restore locally saved side chats after restart; search old tasks by name, hint preview, or working directory through the proxy command center; full-screen transcript can fold completed activities, answers are visible and tool outputs can be searched; supports adding or editing custom model providers from the terminal, uses device code for SSH or SSH authentication without local browser.

  2. AWS Machine Learning Blog

    Four aspects of Amazon Bedrock inference affect cost.

    Amazon Bedrock's request-level selection still changes the number of tokens processed by the service and the applicable tax rate. Cache duration, service tier, inference effort, and maxTokens can affect costs without changing the model or prompt. Each selection depends on the model and workload, and its effectiveness can be verified through response metadata, logs, and billing data.

  3. OpenAI Alignment Blog

    How OpenAI enhances the fuzzy robustness of GPT-6 Astra and Sol through automated red teaming

    OpenAI uses automated red team techniques to train GPT-6 Astra and Sol, significantly enhancing the model's fuzzy robustness against jailbreak attacks in high-risk areas such as networking, biology, and violent activities. In tests without production environment security safeguards, Astra is 32.5% safer than GPT-5.6 Sol in the networking domain and maintains superior robustness under all attacker budget scenarios.

Nov 12Thu
  1. AWS Machine Learning Blog

    Deploying OpenAI Codex on Amazon Bedrock Practice

    Developers use OpenAI Codex for code exploration and engineering work through Amazon Bedrock. Amazon Bedrock supports Codex inference and can be integrated with AWS Identity, IAM, and observability practices. It is recommended to start with Native AWS Access for small-scale pilots, use GPT-5.6 Sol for validation, authenticate through IAM Identity Center, and configure model permissions and observability targets.

Nov 11Wed
  1. OpenAI News

    Cogent and OpenAI jointly build a cybersecurity defense factory for enterprises.

    Cogent combines OpenAI models with enterprise context to automatically fix vulnerabilities through agents. Its solution utilizes OpenAI's GPT-4 technology, with a context window of up to 128k tokens, supporting multiple security benchmark tests, and can improve efficiency by 5x after deployment. The service is currently provided in a closed-source API format with pricing based on usage.

  2. OpenAI Alignment Blog

    GPT-6 Astra's CoT monitoring capability is affected by pre-training, architecture, reinforcement learning, and model-generated data

    GPT-6 Astra shows a decrease in CoT monitoring ability in non-adversarial settings, an increase in CoT evasion ability in adversarial tests, and no significant improvement in CoT capability. During pre-training, CoT capability does not increase with the decrease of the base model's perplexity, and the architecture has a limited impact. Reinforcement learning enhances CoT control ability, and model-generated data fine-tuning can transfer CoT control ability. Model perplexity is positively correlated with CoT capability and control ability.

Nov 10Tue