BREAKING : Anthropic is working on @ mention support for Claude Cowork, where you will be able to trigger certain MCP capabilities. However, some placeholders are named as "MCP Apps" and "Imagine" widgets for SVGs and HTML components. This may be a reference to a solution
LLMS
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New ‘Mini Companion’ Grok model appears, fast but old rollout mistake
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A new “Mini Companion” model option appears on Grok for iOS. It feels like an older Grok model and likely a mistake rollout. Super fast though
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The future of personal AI assistants is here, and it’s incredibly fun and addictive.
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"Being able to make my computer do things – anything – by just talking to an agent running inside it is incredibly fun, addictive, and educational (…) we’ve barely begun to tap into the potential of personal assistants. There’s no going back." https://
macstories.net/stories/clawdb
ot-showed-me-what-the-future-of-personal-ai-assistants-looks-like/
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Why AI codes well in 2026 according to this post
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Which AI have you used recently to believe that AI still codes like crap in 2026? Because there have been some serious advances and its vision is not far-fetched, I think.
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LLM Innovation Shifts from Model Size to Agent Orchestration
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I shared some predictions for the new year with VMblog Now available below. https://
vmblog.com/archive/2026/0
1/21/llm-innovation-will-shift-from-model-size-to-orchestration.aspx
… TL;DR: It's a decade of agents and the innovations will come from agent orchestration than improvements in LLMs. -
Context Breakdown: The Hidden Challenge in AI Systems at Scale
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Most AI systems don’t fail because of bad prompts.
They fail because context breaks at scale. If you’re building AI agents, LLM workflows, copilots, or automation, this is the layer that quietly decides whether your system is reliable or unpredictable. We’re hosting a 5-hour, -
Anthropic CEO: AI Will Replace Software Engineers Within a Year
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🤯Le PDG d’Anthropic, l’entreprise derrière Claude, l’IA utilisée par près de 90 % des développeurs :
— VISION IA (@vision_ia) 21 janvier 2026
« Nous sommes à 6 à 12 mois de modèles capables de faire tout ce que font les ingénieurs logiciels, de bout en bout. Nous nous approchons d’une boucle de rétroaction où l’IA… pic.twitter.com/ftxtOpCW5sThe CEO of Anthropic, the company behind Claude, the AI used by nearly 90% of developers: “We are 6 to 12 months away from models capable of doing everything software engineers do, end to end. We are approaching a feedback loop where AI builds better AIs.” “Software
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LeCun: child perceives more visual data than LLM
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This is false: LeCun does the calculation in a video, I need to find it: a child in their first 4 years of life perceives more visual data than the largest LLM trainings use.
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OpenAI Atlas browser adds timestamps button on YouTube
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OpenAI Atlas browser can now show specific actions on certain websites. On YouTube, it shows a "Timestamps" button, which will instruct ChatGPT to pull this info from YouTube into the sidebar.