8/ The real setup. One lean CLAUDE.md. Let auto memory handle lessons. Add path rules when it grows, skills for workflows. Most people manage 7 files to do what one file and the tool already handle. Source: Anthropic Claude Code documentation, 2026.
AUTOMATION
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Use Skills for Repeated Workflows, Subagents for Specialized Jobs
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7/ For repeated workflows, use a skill, not a doc. Deploy steps, review checklists, anything procedural goes in a skill that loads only when needed. For a separate specialized job, use a subagent that runs in its own context and reports back.
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Claude Code auto memory makes lessons.md obsolete
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5/ The lessons.md file is now pointless. Claude Code has auto memory, on by default. It writes down what it learns about your project on its own after you correct it, and reloads it next session. The tool already does it for you.
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Beginners: one file, Claude builds the rest
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Code beginners with Claude: everyone says to create 7 files first. You only need one, and Claude builds the rest itself. Here's how:
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NVIDIA Metropolis VSS 3: Video Search and Summarization with 16 New Skills
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NVIDIA Metropolis Blueprint for video search and summarization (VSS) 3 is here.
— NVIDIA AI (@NVIDIAAI) 24 juin 2026
Now your coding agent can analyze massive live streams and libraries of videos with a simple natural language prompt. Here's what's new:
– 16 new agent skills: Search, summarize, alert, report,… pic.twitter.com/UojjUu8orkNVIDIA Metropolis Blueprint for video search and summarization (VSS) 3 is here. Now your coding agent can analyze massive live streams and libraries of videos with a simple natural language prompt. Here's what's new: – 16 new agent skills: Search, summarize, alert, report,
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My AI agent reads 30,000 posts daily and picks best
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That's cool. I did the same to build: https://
alignednews.com/ai (my agent reads 30,000 posts a day and picks the best). I can't wait to see where you take this. I need to do more like this. -
New Siri will replace small Google searches for hotkeys
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New Siri is going to eat up so many of the small Google searches. All of the “how do i…” “whats the hotkey for…” Just works.
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AI reduces instinct in decisions, human responsibility remains
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AI enters decision flows once guided by judgment, shrinking the space for instinct. Teams must question results because responsibility remains human, gradually reshaping how trust forms within
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AI in Stores: Instacart’s Caper Carts with NVIDIA Jetson
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Real grocery stores are hard on AI: changing shelves, spotty Wi-Fi and shoppers on the move.
— NVIDIA (@nvidia) 24 juin 2026
On the NVIDIA AI Podcast, @instacart 's David McIntosh shares how Caper Carts use NVIDIA Jetson and edge AI to recognize items in store. pic.twitter.com/oPXNhjJ5uUReal grocery stores put AI to the test: constantly changing shelves, unstable Wi-Fi, and moving customers. In the NVIDIA AI Podcast, Instacart’s David McIntosh shares how Caper Carts use NVIDIA Jetson and AI.
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Brain reads threads and provides a complete deliverable
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Users can mention Brain on any task, doc, or discussion to read the entire thread, extract from connected apps like Google Drive, GitHub, and Slack via MCP, and then provide a complete deliverable. Try it.