Agents are already being deployed across contexts that range from e-mail triage to cybersecurity research. Understanding this spectrum is critical for safe deployment, yet we know surprisingly little about how people actually use agents in the real world.
SAFETY
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Measuring Agentic Security Capabilities with Smart Contracts
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measuring agentic security capabilities with smart contracts:
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AI Agents Security: Why Undo Functionality Matters for Organizations
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On the AI Security Podcast, @RubrikInc GM of AI Dev Rishi covers the potential damage that can be caused by AI agents and why the “undo” important will be critical for organizations going through an #AI transformation 👉 go.rbrk.co/xobwcp
→ View original post on X — @predibase, 2026-02-18 18:15 UTC
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PolyAI voice realism could make real people sound like AI
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Great demo video
— AI Breakfast (@AiBreakfast) 18 février 2026
Millions of people have interacted with a PolyAI voice and didn't even realize it wasn't a person
This tech will get so good that the script will flip, and you'll start to think real people on the phone are AI, because it'll be a safer assumption at that point https://t.co/fYtFaSAuGcGreat demo video Millions of people have interacted with a PolyAI voice and didn't even realize it wasn't a person This tech will get so good that the script will flip, and you'll start to think real people on the phone are AI, because it'll be a safer assumption at that point
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Pennsylvania releases 389-page AI adoption recommendations
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Commonwealth of Pennsylvania releases comprehensive recommendations on AI adoption and use: https://
linkedin.com/posts/ctkraft_
pa-ai-recommendations-ugcPost-7428286689254563840-kZBf
… (Download 389-page PDF report ) -
Smart Metrics and Governance: Curbing Metric Gaming in AI
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Smart metrics don't just measure performance, they shape behavior. If we're deploying #AI across the enterprise, we need guardrails against metric gaming from day one. Governance isn't a brake on innovation, it's what makes transformation durable. Especially as agentic systems
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AI Agents Identity Problem Not Security Problem
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AI agents don't have a security problem.
— Akshay 🚀 (@akshay_pachaar) 18 février 2026
They have an identity problem.
Here's what I mean:
You've deployed 47 agent workflows across your infrastructure.
At 3 am, an agent modifies a production database. You check your logs. 47 agents had access. They all used the same… pic.twitter.com/TOsOEE3PbtAI agents don't have a security problem. They have an identity problem. Here's what I mean: You've deployed 47 agent workflows across your infrastructure. At 3 am, an agent modifies a production database. You check your logs. 47 agents had access. They all used the same
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Medical AI Systems Show Critical Vulnerabilities in Clinical Use
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AI medical advice: Not ready for prime time. A study by the Icahn School of Medicine at Mount Sinai, published in The Lancet Digital Health, reveals vulnerabilities in medical AI systems. https://
geneticliteracyproject.org/2026/02/17/ai-
medical-advice-not-ready-for-prime-time/
… #research #AI #healthcare #medicine -
Agent Observability Powers Agent Evaluation New Conceptual Video
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✨ New Conceptual Video: Agent Observability Powers Agent Evaluation ✨
— LangChain (@LangChain) 17 février 2026
When something goes wrong in traditional software, you know what to do: check the error logs, look at the stack trace, find the line of code that failed.
But AI agents have changed what we're debugging.… pic.twitter.com/31VzoUhtmhNew Conceptual Video: Agent Observability Powers Agent Evaluation When something goes wrong in traditional software, you know what to do: check the error logs, look at the stack trace, find the line of code that failed. But AI agents have changed what we're debugging.
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Agentic AI: The Future of Autonomous Intelligent Systems
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Agentic AI Explained: The Future of Autonomous AI Systems in Business & Technology https://
go.kenovy.com/7ay5 What if AI could set its own goals and make independent decisions — just like a human? Agentic AI represents the next evolution of artificial intelligence, moving