Autonomous Systems

446 articles found

Async Subagents Break Free From Blocking Limitations, Enabling Parallel AI Task Coordination in Real Time

Async Subagents Break Free From Blocking Limitations, Enabling Parallel AI Task Coordination in Real Time

Apr 19, 2026
langchain

Async subagents are transforming AI task coordination by instantly returning task IDs upon launch, freeing supervisor agents to run parallel operations, interact with users in real time, and cancel or redirect tasks mid-execution — eliminating the critical bottlenecks that cripple traditional blocking subagent architectures.

Humanoid Robots Attract Billions in Investment as Tech Giants Race to Build AI-Powered Machines Amid Hype and Uncertainty

Humanoid Robots Attract Billions in Investment as Tech Giants Race to Build AI-Powered Machines Amid Hype and Uncertainty

Apr 17, 2026
The Deep View

Billions of dollars are flooding into humanoid robotics as tech giants and startups race to build AI-powered machines, with experts calling it a potential platform revolution — but serious challenges around dexterity, training data, job displacement, and overhyped expectations threaten to slow the boom.

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