i'm just an advisor, cant take credit. team is doing great with devin 3.0 and devin desktop
AGENTS
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How Perplexity Builds AI Agents and Skills
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A research blog on how Perplexity builds agents and agent skills for products like Computer.
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Internal Manual for Building AI Agent Skills Published
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We've published our internal manual for building agent skills. Skills require a new way of thinking for developers.
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LangSmith Fleet Agents Tracing Support
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Trace your Fleet agents? Supported ✅
— LangChain (@LangChain) 8 mai 2026
Don't trace your Fleet agents? Also supported ✅https://t.co/YJI6Y7SjK0 https://t.co/P72gdzfYWcTrace your Fleet agents? Supported Don't trace your Fleet agents? Also supported http://
langchain.com/langsmith/fleet -
SkillOS: Skill Curation for Self-Evolving Agents
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SkillOS Learning Skill Curation for Self-Evolving Agents paper: https://
huggingface.co/papers/2605.06
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MARBLE: Multi-Aspect Reward Balance for Diffusion RL
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MARBLE Multi-Aspect Reward Balance for Diffusion RL paper: https://
huggingface.co/papers/2605.06
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AI Agents Reshape Business Leadership and Decision Making
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AI Agents Are Already Reshaping Business Leadership and Decision Making AI agents aren’t just tools — they’re influencing how leaders make decisions, streamline strategy and drive organisational change. Read more https://
bernardmarr.com/ai-agents-are-
already-reshaping-business-leadership-and-decision-making/
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AI summaries reduce physician burnout in hospitals
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Agentic AI summaries of hospitalizations were safe and reduced data clerk burden, burnout, and improved sense of well-being for physicians in a prospective study
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Unified Evolution of AI-Augmented Agents via Reinforcement Learning
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Skill1 Unified Evolution of Skill-Augmented Agents via Reinforcement Learning paper:
https://huggingface.co/papers/2605.06130
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OpenAI improves remote control of Codex
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OpenAI continues working on Remote Control for Codex, which will allow it to manage remote instances via SSH. A new toggle has been added to the settings that will keep remote connections open. Someone will definitely ask Codex to fix bugs on production at some point 😛