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Source channel @githubtrending · Post #15101 · Aug 29

#typescript#agentic_ai#agentic_workflow#agents#ai#approval_process#escalation_policy#function_calling#human_as_tool#human_in_the_loop#humanlayer#llm#llms HumanLayer helps you safely use AI agents to automate important tasks by ensuring a human always reviews high-risk actions, like sending emails or changing private data. This is crucial because AI can make mistakes or create wrong outputs, and some tasks are too sensitive to trust AI alone. HumanLayer’s tools guarantee human oversight in these cases, so you get the benefits of AI automation without risking errors in critical work. This makes AI more reliable and useful for automating complex workflows while keeping control and safety in your hands. https://github.com/humanlayer/humanlayer

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Crypto M - Crypto News

@CryptoM · Post #65399 · 04/13/2026, 05:13 AM

🚀 AI TRENDS | Bitcoin Mining Centralization and Edge AI Market Growth Projected Bitcoin mining is anticipated to become increasingly centralized, according to Alex Thorn, head of Galaxy Research. According to NS3.AI, Thorn's insights suggest a shift in the mining landscape, potentially impacting the decentralization that has been a hallmark of the cryptocurrency. Meanwhile, the edge AI market is expected to experience significant growth. Grand View Research forecasts that the market will expand from approximately $25 billion in 2025 to $119 billion by 2033, indicating a trend towards more localized AI applications. #BitcoinMining#Centralization#EdgeAI#MarketGrowth#Decentralization#AITrends#GalaxyResearch#NS3AI#GrandViewResearch#LocalizedAI#BTC