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Applied AI·July 1, 2026·1 min read

Aikido buys Israel’s Root to patch open source with AI

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AI agents that can patch open-source dependencies without breaking apps move security from "alerting" to "hands-on remediation"—Aikido buying Root is a bet that fix throughput is the new bottleneck. If you maintain large dependency graphs, start evaluating tools on safe-autofix rates, not just CVE coverage.

Applied AI

‘Families, farmers, and small businesses should not be forced to cover the costs of new power generation’: Forget Trump’s voluntary commitment, this new bipartisan act wants to force AI companies to pay for the energy they use

The Ratepayer Protection Act is a clear signal that AI power demand is becoming a political cost center—expect direct cost-recovery mechanisms tied to data centers and model training. If you’re planning large AI workloads in the US, bake potential energy surcharges and location-specific regulation into your 3–5 year TCO models now.