With agentic coding, complexity accumulates mechanically: useless code ends up in the codebase, migrates to the context window, degrades the model's reasoning capabilities, and leads to even more useless code (often to
AI
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Nemotron Office Hours: The Nemotron 3 Model Family
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Nemotron Office Hours: The Nemotron 3 Model Family | Nemotron Labs
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Usefulness of the Claude Tag feature in Slack
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I use Slack daily. The Claude Tag feature actually seems very useful to me, a feature I would even use. "We start with Slack, where Claude can join as a team member. Give Claude access to selected channels, and
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The Art of Loop Engineering with Deep Agents
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The art of loop engineering, powered by Deep Agents! https://langchain.com/blog/the-art-of-loop-engineering …
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Scaling compute on context to study Moby Dick and Fed livestreams
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Joe you might not want to hear this but as we speak I'm scaling compute on your context. the model is studying Moby Dick, it's developing new theories of orality, it's watching Fed livestreams.
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Daily use of Claude for various professional tasks
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I mention Claude several times a day to write PRs, respond to user feedback, investigate incidents, perform data analysis, summarize information, etc. Use it as a search engine for your company. "What is the status
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Claude in a channel instance with sandbox for coding and testing
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Tag Claude in a channel, it launches an instance with its own sandbox. It clones repositories, writes code, tests, compiles everything in this isolated environment and the sandbox is deleted when finished. One instance per thread, its own memory and its
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Claude Everywhere: Claude Code under the hood, 65% code by internal Tag
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This is the beginning of Claude Everywhere. It's Claude Code under the hood, so it is just as powerful for writing code. 65% of the new code from our product team is created by our internal version of Claude Tag.
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Claude Tag: proactivity, memory and user data access
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Claude is truly proactive with Claude Tag. You don't need to prompt it to perform tasks, it can work proactively based on your instructions. It has excellent memory and access to your data, which allows it to act differently.
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Claude’s Safety: Training, Classifiers, Web Access
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We have worked hard to make it secure at every level. 1/ At the model training stage, 2/ the classifiers on top of our models and things like automatic mode, 3/ we protect what Claude has access to (the websites it can browse and it