Opus 4.8 is here! It's our smartest Opus model to date, and the best GA model for coding and agents.
AGENTS
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Experimenting with Event Sourced Agent Runtime
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experimenting with a new event sourced agent runtime that i made 🙂
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New LangChain Academy Course on Scaling Deep Agent Deployment
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New LangChain Academy Course: Intro to LangSmith Deployment
— LangChain (@LangChain) 28 mai 2026
In this course, you’ll learn how to scale a single-user desktop Deep Agent all the way to a multi-tenant deployment running on managed, elastic infrastructure. pic.twitter.com/pFXZRhTZDHNew LangChain Academy Course: Intro to LangSmith Deployment In this course, you’ll learn how to scale a single-user desktop Deep Agent all the way to a multi-tenant deployment running on managed, elastic infrastructure.
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AI Self-Improving Agent Outperforms Karpathy’s Autoresearcher
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Esa gráfica es clave. Se ve claramente el momento en el que el self-improving agent se despega del autoresearcher de Karpathy y ya no baja
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AI Agentic Systems Hallucination Compliance Framework
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Important post for entrepreneurs from @a16z yesterday and a look at a new system that ensures AI agentic systems don't hallucinate their way into compliance hell.
— Robert Scoble (@Scobleizer) 28 mai 2026
"The value comes less from the underlying model’s raw capability (though that’s still important!) than from the… https://t.co/tmh6mxv3fc pic.twitter.com/9pgzceZNZMImportant post for entrepreneurs from @a16z yesterday and a look at a new system that ensures AI agentic systems don't hallucinate their way into compliance hell. "The value comes less from the underlying model’s raw capability (though that’s still important!) than from the
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Standardized Agent Harnesses Drive Managed Services Growth
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As agent harnesses become more standardized, we’re going to see a lot more “managed agent services”
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Perplexity Computer now helps prepare federal tax returns
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https://t.co/b774dXzDJ7 https://t.co/NeC9DfB4rI
— Aravind Srinivas (@AravSrinivas) 28 mai 2026Perplexity Computer can now help prepare your federal tax return. Select “Navigate my taxes” on Computer to give it a shot.
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Integrating MagicPath AI Agent Skill with Cursor for Code Automation
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For Cursor to communicate with MagicPath, it needs our agent skill. Just paste this inside the Cursor chat. "Install this skill npx skills add https://
github.com/magicpathai/ag
ent-skills
… –skill magicpath" The agent will walk you through the installation, logging into our app and the CLI. If you -
AI Agents Need to Learn from Executions for Meaningful Functionality
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I've been waiting for something like this for a while. Agents that don't learn from their executions make no sense.
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Self Improving AI beats Karpathy’s autoresearcher by improving itself
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Self Improving AI (SIA) beats Karpathy's autoresearcher agent by improving itself!
— Sumanth (@Sumanth_077) 28 mai 2026
SIA is a Self Improving AI framework to autonomously improve the performance of any AI system (Model / Agent) on a benchmark task.
Most agent frameworks are static. Fixed harness, fixed model… https://t.co/bk4BaLqsCE pic.twitter.com/kiByM7J0KvSelf Improving AI (SIA) beats Karpathy's autoresearcher agent by improving itself! SIA is a Self Improving AI framework to autonomously improve the performance of any AI system (Model / Agent) on a benchmark task. Most agent frameworks are static. Fixed harness, fixed model