Trusted access for the next era of cyber defense (7 minute read)
OpenAI is scaling up its Trusted Access for Cyber (TAC) program to thousands of verified individual defenders and hundreds of teams responsible for defending critical software. The company has released a variant of GPT-5.4 trained to be cyber-permissive called GPT-5.4-Cyber. OpenAI plans to make its tools as widely available as possible while preventing misuse. It will deploy its technology carefully as it continues to improve. Companies can now authenticate with OpenAI as cybersecurity defenders - those in the highest tiers will get access to GPT-5.4-Cyber.
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Google Skills in Chrome (4 minute read)
Google introduced “Skills” in Chrome, enabling users to save and reuse AI prompts powered by Gemini across websites. The feature extended in-browser AI workflows by allowing one-click execution of common tasks like summarization or content transformation.
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Google tests Canvas and Connectors on NotebookLM (2 minute read)
Google is expanding NotebookLM with Canvas features for creating visual and interactive experiences from existing notebook sources. The new Connectors option suggests integration with other Google services, positioning NotebookLM as a central research layer. Labeling features and auto-categorization could streamline navigation for heavy users managing large source libraries.
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Before he wrote AI 2027, he predicted the world in 2026. How did he do? (22 minute read)
Daniel Kokotajlo, the founder of the AI Futures Project, wrote an essay called 'What 2026 Looks Like' in August 2021, before the launch of ChatGPT. His predictions turned out to be pretty accurate. This post features an interview with Kokotajlo where he discusses what he got right, what he got wrong, and how we should think about the pace of AI over the next few years. Kokotajlo recently released a report that predicts the next few years of AI development, which culminates in the rise of superhuman agents capable of wresting control from humanity.
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Now in research preview: routines in Claude Code (2 minute read)
Routines in Claude Code allow users to configure a routine once and then run it on a schedule, from an API call, or in response to an event. Routines have their own API endpoint. Webhook routines subscribe to GitHub events. Routines are available on all paid plans with Claude Code on the web enabled.
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Gemini Robotics ER 1.6: Enhanced Embodied Reasoning (2 minute read)
Gemini Robotics-ER 1.6 upgrades robots' embodied reasoning, improving spatial reasoning and multi-view understanding for better autonomy. It enhances visual and spatial understanding, task planning, success detection, and introduces instrument reading capabilities. Available now via the Gemini API and Google AI Studio, the model supports integration with tools like Google Search and VLAs.
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Securing non-human identities: automated revocation, OAuth, and scoped permissions (8 minute read)
Agents can build software fast, but developers still need to put the effort into secure environments and code. Cloudflare has introduced scannable tokens to protect credentials, OAuth visibility to manage principals, and resource-scoped RBAC to fine-tune policies. This ensures that users' credentials (tokens) aren't leaked and that the right applications have access via OAuth, and narrows permissions using granular RBAC. Cloudflare customers should review their API tokens, review authorized OAuth apps, and review member and API token permissions.
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Introspective Diffusion Language Models (5 minute read)
Diffusion language models (DLMs) offer a compelling promise that parallel token generation could break the sequential bottleneck of autoregressive (AR) decoding. However, DLMs consistently lag behind AR models in quality. This gap stems from a fundamental failure of introspective consistency: AR models agree with what they generate, whereas DLMs often do not. The Introspective Diffusion Language Model (I-DLM) uses introspective strided decoding (ISD) to verify previously generated tokens while advancing new ones in the same forward pass. With gated LoRA, ISD enables bit-for-bit lossless acceleration.
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Microsoft Secures Former OpenAI "Stargate" Site in Norway for AI Infrastructure (2 minute read)
Microsoft has reached an agreement to lease high-performance computing capacity at Nscale's data center in Narvik, Norway. The 230 megawatt data center was originally intended for OpenAI's 'Stargate' initiative, but negotiations between OpenAI and Nscale reportedly concluded without an agreement. Microsoft's deal with Nscale involves the rental of 30,000 NVIDIA Vera Rubin GPUs. The expansion will help ensure access to the scalable capacity needed for the next generation of AI workloads for European customers.
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Claude Code cache chaos creates quota complaints (3 minute read)
Claude prompt caching helps users avoid reprocessing previously used prompts to save on tokens. Caches can either have a five-minute or one-hour time to live. Writing to the five-minute cache costs 25% more in tokens, and writing to the one-hour cache 100% more, but reading from cache is around 10% of the base price. Some users are reporting issues with hitting limits too quickly, and there are reports that Claude's performance has dropped.
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