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
CODE
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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 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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Impressed by depth of model building; many fixes improve initial model
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also in general i've been really impressed with the amount of DEPTH there is to building models in industry, and working on larger projects over longer timespans honestly the first model we trained was not very smart. a few clever ideas and so many little fixes/improvements
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Initial deployment: small step, essential repeatable improvement cycle
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One thing we have observed quite consistently: deploying the first version is only a small part of the work. A key part of building reliable agents is having a repeatable lifecycle to improve them over time.
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Codex is my go-to backup for these moments
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haha Codex has honestly become my go-to backup for exactly these moments.
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Thousands of agents in loops overnight is not everyone’s reality yet
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"this is just how engineering is done now" is doing a lot of work haha, thousands of agents in loops overnight is his reality, not exactly everyone's yet.
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Happy with Codex over Claude Code until Fable returns
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haha honestly been surprisingly happy with Codex over Claude Code lately, at least until Fable's back.
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Learn Vercel’s new Eve agentic framework with hands-on labs
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Learn to use the new eve agentic framework from Vercel.
— DAIR.AI (@dair_ai) 23 juin 2026
Go try out the hands-on labs now. https://t.co/mC5nsSUNOeLearn to use the new eve agentic framework from Vercel. Go try out the hands-on labs now.