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
AUTOMATION
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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 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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Launch of Claude Tag, a proactive multiplayer Slack bot
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We're launching Claude Tag today. Tag Claude into Slack and it works in channel with you. It’s proactive, multiplayer, with its own identity and memory.
— Boris Cherny (@bcherny) 23 juin 2026
But it’s not just a bot in Slack. Over the last few months, it’s totally changed how we use Claude https://t.co/6mimSRmk0yWe are launching Claude Tag today. Mention Claude in Slack and it works in the channel with you. It is proactive, multiplayer, with its own identity and memory. But it’s not just a bot in Slack. Over the past few months, it has completely changed the
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Loop Engineering Cycle: Build Systems That Improve Every Run
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Loop engineering cycle for AI Product Managers. For the last two years PMs have been trying to write the perfect prompts. The better move is to stop prompting one-off and start building loops. A loop is a system that improves every time it runs. At the center is a reusable
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AI Voice Dictation 2026: Automatic Punctuation, Context and Homophones
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10. Voice dictation that really works. Open any keyboard, tap the microphone and speak. The 2026 AI dictation automatically punctuates, follows context and correctly distinguishes "là", "leurs" and "ils sont". Speak a complete WhatsApp message or an email.
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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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Automating post-training with continual learning and OPSD-RL interpolation
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on a technical level it feels like we're automating post-training we want to take a bunch of data and output a post-trained model – then iterate this process many times. continual learning by induction the ideal algorithm is an interpolation of OPSD and RL with a lot of
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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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LangSmith Fleet: Two Types of Agents, General and Specialized
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LangSmith Fleet offers two types of agents: General-Purpose Chat and Specialized Agents. An analysis of why this choice is deliberate and the use cases for each.