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AGENTS
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Anthropic working on @mention support for Claude Cowork with MCP Apps
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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
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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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Agent Memory: Transcript Replay vs Retrieval-Based Approaches
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More context does not mean better agents. The current approach to agent memory is transcript replay, where you append every past interaction to the prompt. More history, more information, better decisions. The alternative is retrieval-based memory, where you store past
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Remote coding via WhatsApp with AI, an incredible era
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WEEEEEESH!!!! ĆEST EXACTEMENT CE QUE JE VEUX QUELLE EST CETTE SORCELLERIE !!!!!!
— Defend Intelligence (Anis Ayari) (@DFintelligence) 21 janvier 2026
QUELLE EPOQUEEEEEE !!!!!!!!!
Il code depuis WhatsApp en disant à son IA quoi faire à distance.
J’ai des frissons premier degré là.
J’adore la vie 😭😭😭😭!!!!!!! https://t.co/OwQ20Timvy pic.twitter.com/MSuEuE9k4rWEEEEEESH!!!! THAT'S EXACTLY WHAT I WANT WHAT IS THIS SORCERY!!!!! WHAT AN ERA!!!!!! He codes from WhatsApp by telling his AI what to do remotely. I have genuine chills right now. I love life!!!!!!
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Humanoid Robot Achieves Hole in One at Golf
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A robot tries golf and … it's a hole in one ⛳🏌️
— Amitav Bhattacharjee (@bamitav) 21 janvier 2026
So now the #Robots have beaten #humans at golf too. Is there any sport where humans are still ahead?#Golf #humanoidtech #humanoid #robot #Robotics #AI #TechRevolution #TechInnovation @AlbertoEMachado @Eli_Krumova @postoff25… pic.twitter.com/2lFCVbS0QDA robot tries golf and … it's a hole in one So now the #Robots have beaten #humans at golf too. Is there any sport where humans are still ahead? #Golf #humanoidtech #humanoid #robot #Robotics #AI #TechRevolution #TechInnovation @AlbertoEMachado @Eli_Krumova @postoff25
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Opening a Conversation with Your Character AI
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cracking open a convo with my Character (^-^)✌️ pic.twitter.com/JLZBXLHTkh
— Character.AI (@character_ai) 21 janvier 2026cracking open a convo with my Character (^-^)✌️
→ View original post on X — @character_ai, 2026-01-21 15:02 UTC
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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, -
LangChain Academy: Build Agents Without Code Using LangSmith
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✨New LangChain Academy Course: Learn to build with LangSmith Agent Builder 🪄
— LangChain (@LangChain) 21 janvier 2026
Learn how to build your own agents with LangSmith Agent Builder. Anyone can now build agents for complex daily tasks, without writing code.
We built Agent Builder for anyone whose day gets swallowed… pic.twitter.com/AnySKqujVnNew LangChain Academy Course: Learn to build with LangSmith Agent Builder Learn how to build your own agents with LangSmith Agent Builder. Anyone can now build agents for complex daily tasks, without writing code. We built Agent Builder for anyone whose day gets swallowed