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Anthropic's Claude Cowork is getting a wider release. Anthropic launched a series of connectors and plugins for the knowledge worker tool earlier this week aimed at 'turbo-charging' the capabilities of individual employees. The update marks the tool's transition into a true enterprise-grade product. Organizations can now connect Claude Cowork to tools like Google Drive, Gmail, DocuSign, and FactSet. They can also deploy customizable plugins that encode institutional knowledge and workflows.
Anthropic is softening its core safety policy to stay competitive with other AI labs. The company previously paused development work on its model if it could be classified as dangerous, but it will end that practice if a comparable or superior model is released by a competitor. Anthropic faces intense competition with rivals that regularly release cutting-edge tools. The change in policy is unrelated to Anthropic's battle with the Defense Department over how its Claude tools should be used.
KiloClaw enables users to deploy OpenClaw agents in under 60 seconds without dealing with complex infrastructure setup. The service runs on Fly.io's multi-tenant VMs, offering robust security and persistent "always-on" capabilities with built-in monitoring. It integrates with the Kilo Gateway, offering access to over 500 models, and includes an innovative benchmarking tool, PinchBench, to optimize model selection for real-world tasks.
Everyone focuses on how hard a task can models solve. Benchmark data also captures how much work models need to get there. Opus 4.6 solves harder tasks, more reliably, with considerably less compute. The post contains charts comparing models from Anthropic, OpenAI, and Google.
A recent viral essay about how AI's bullishness could be bearish is full of flaws and just a work of speculative fiction. It posits that AI's success will be bad for the economy rather than good. However, the reality is that the technology will create more opportunity in the market rather than destroy it. There may be transitional pains, but there probably won't be any unsolvable problems.
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Qwen3.5 integrates breakthroughs in multimodal learning, architectural efficiency, reinforcement learning scale, and global accessibility to deliver exceptional utility and performance. It features a unified vision-language foundation, an efficient hybrid architecture, scalable RL generalization, global linguisting coverage, and next-generation training infrastructure. Qwen3.5 natively supports context lengths of up to 262,144 tokens. This repository contains model weights and configuration files for the post-trained model in the Hugging Face Transformers format.
Agentic systems risk security breaches when agents execute generated code without proper boundaries. These systems should separate agent compute from generated code to prevent access to sensitive secrets. Combining isolated sandboxes with secret injection proxies enhances security by preventing credential theft or misuse during execution.
The VBVR suite introduced over one million video clips across 200 structured reasoning tasks to support large-scale research in video reasoning. It also included VBVR-Bench, a rule-based and human-aligned evaluation framework designed for reproducible assessment and scaling studies.
David Luan, head of Amazon's AGI lab, is leaving the company after less than two years. He was hired through an acqui-hire of his startup, Adept, leading efforts like the Nova frontier model to compete with major AI models. His departure follows a reorganization of Amazon's AGI division under cloud unit executive Peter DeSantis.
Meta has partnered with AMD in a multi-year agreement to enhance AI infrastructure with up to 6GW of AMD Instinct GPUs. This collaboration focuses on vertical integration across silicon, systems, and software, aligning roadmaps for scalable AI deployments. Shipments for the first GPU deployments will begin in late 2026, leveraging AMD's Helios rack-scale architecture for enhanced compute power.
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ProducerAI, a generative music platform for creating and refining tracks, is now part of Google Labs.
OpenAI has appointed Arvind KC as Chief People Officer.
Google has introduced agentic intelligence to Opal workflows, enhancing flexibility and interactivity.
The transaction could total between $5 billion and $6 billion.
METR is changing its Developer Productivity Experiment design as a significant number of developers are choosing not to participate in the study as they do not wish to work without AI.