An Arizona State University lecturer and founder of AI implementation firm Main & Machine writes that businesses are underestimating the real cost of checking AI-generated output before use. He cites U.S. Census Bureau data showing overall business AI adoption at 17% to 20% in late 2025 through early 2026. He argues that treating 'human in the loop' as a mere checkbox fails because a quick second look often isn't genuine verification.
entrepreneur.com
· 2026-11-01
A new approach called 'Agentic Marketing' leverages AI agents to handle entire marketing workflows, moving beyond simple automation to executing tasks across functions such as content creation, demand generation, and analytics. This shift allows companies, especially smaller ones, to scale marketing efforts more efficiently without large teams.
entrepreneur.com
· 2026-10-05
In a controlled test of LangGraph's Agent Server, researchers showed that a 'maker' role could swap a pending, human-approved transfer request for a different, much larger transfer after approval had already been granted. The approver signed off on a mock transfer of 20 units to an approved vendor, but the ledger recorded a transfer of 2,000 units to an attacker-controlled account under that same approval. The test used synthetic identities and a mock ledger, and the researchers published the request logs, decisions and exact software versions tested.
adithyanak.com
· 2026-09-23
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