Production traces should not just show what went wrong. They should help teams decide what to fix next. In this upcoming session, we’ll show how LangSmith Engine: watches traces, clusters recurring failures, diagnoses root causes, drafts fixes, and proposes evals to prevent
TOOLS
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Build a personalized house with natural language prompts
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Build a custom house with natural language prompts – this is one of my favorite AI tools to play around with.
— AI Breakfast (@AiBreakfast) 9 juin 2026
So cool! https://t.co/f7a6GOdFmSBuild a personalized house with natural language prompts – it's one of my favorite AI tools to play with. So cool!
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Self-evolving agent framework where agents learn and rewrite skills
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Let Agents Design Agents! Memento-Skills is a self-evolving agent framework where agents learn from failures and rewrite their own skills. Most agent frameworks treat skills as static. You write them once, load them into context, and hope they work. When they fail, you debug
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Loops move judgment earlier; gates hold most value
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this is the cleanest framing: loops move judgment earlier. the work shifts from “write the next prompt” to “define memory, tools, gates, stop rules, and review”, the gate is where most of the value lives
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ChatGPT update now available on mobile and web
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And we wake up to another chatgpt update!
— Futurepedia – Learn to Leverage AI (@futurepedia_io) 9 juin 2026
Now on mobile and web 👇 https://t.co/rOwuozZBZGAnd we wake up to another chatgpt update! Now on mobile and web
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Apple Intelligence upgrades Photos, Safari, Messages, and Image Playground
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4/ Apple Intelligence went deeper into the apps you already use. Object removal in Photos. Tab summaries in Safari. Smarter replies in Messages. Image Playground got an upgrade.
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WWDC 2026: Siri now works with Google’s Gemini
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🚨IN CASE YOU MISSED IT: Apple's WWDC was yesterday.
— AI Highlight (@AIHighlight) 9 juin 2026
Siri now runs on Google's Gemini, and that was the least surprising thing they announced.
Here is everything you missed: 👇 pic.twitter.com/z6mTfI6PXRIN CASE YOU MISSED IT: Apple's WWDC was yesterday. Siri now runs on Google's Gemini, and it was the least surprising thing they announced. Here's everything you missed:
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Support for nested sub-agents in Claude Code, depth=5
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Just landed: support for nested sub-agents in Claude Code. I'm starting to experiment more with agents that launch other agents as a way to better manage context. Limited to depth=5 for now, released in today's release.
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Cross-referencing answers between models to get more from each
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.@nlarusstone from @benchling on how they cross-check answers between models to get more out of each one. pic.twitter.com/kL0ZVnvgQt
— LangChain (@LangChain) 9 juin 2026@nlarusstone from @benchling on how they cross-reference answers between models to get more out of each.
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Massive structured guide to becoming an AI engineer in 2026
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I sat down with the team @towards_AI for a week and put together a massive, detailed, fully structured guide to becoming an AI engineer in 2026. It's useful for engineers at any level. But if you're a beginner, I mean this without exaggerating: this is the only guide I'd want