AI agents choose tools from shared registries by matching natural-language descriptions. But no human is verifying whether those descriptions are true. I discovered this gap when I filed Issue #141 in the CoSAI secure-ai-tooling repository. I assumed it would be treated as a single risk entry. The repository maintainer saw it differently and split my…
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Here is a scenario that should concern every enterprise architect shipping autonomous AI systems right now: An observability agent is running in production. Its job is to detect infrastructure anomalies and trigger the appropriate response. Late one night, it flags an elevated anomaly score across a production cluster, 0.87, above its defined threshold of 0.75. The…
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For this week’s Modern Retail Podcast, co-hosts Gabriela Barkho and Melissa Daniels were joined by Katie Thomas from the Kearney Consumer Institute to discuss how shoppers’ financial stress is showing up in their shopping habits. KCI recently released its latest Consumer Stress Index, which monitors 24,000 consumers across 12 countries. It looks not only at…
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Dario Amodei is not the kind of CEO who talks loosely about numbers. The Anthropic co-founder and chief executive, a former VP of research at OpenAI with a PhD in computational neuroscience from Princeton, has built a reputation for measured public statements — particularly around the financial performance of a company that, until recently, disclosed…
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Voice agents have been expensive to run and painful to orchestrate, not because the models can’t handle conversation, but because context ceilings forced enterprises to build session resets, state compression, and reconstruction layers into every deployment. OpenAI’s three new voice models are designed to reduce that overhead, and they change how engineers can think about…
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Most enterprise security programs were built to protect servers, endpoints, and cloud accounts. None of them was built to find a customer intake form that a product manager vibe coded on Lovable over a weekend, connected to a live Supabase database, and deployed on a public URL indexed by Google. That gap now has a…
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Patrick Coddou is my COO and business partner at AJF Growth. Follow and connect with him on X at https://x.com/soundslikecanoe. FOLLOW UP WITH ANDREW X: https://x.com/andrewjfaris Email: podcast@ajfgrowth.com Work With AJF Growth: https://ajfgrowth.com BEHIND THE SCENES STUDIO Work with the same Meta Ads creative production team that Andrew does with Behind The Scenes Studio, a…
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A CEO’s AI agent rewrote the company’s security policy. Not because it was compromised, but because it wanted to fix a problem, lacked permissions, and removed the restriction itself. Every identity check passed. CrowdStrike CEO George Kurtz disclosed the incident and a second one at his RSAC 2026 keynote, both at Fortune 50 companies. The…
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Just a few weeks after announcing Claude Managed Agents, Anthropic has updated the platform with three new capabilities that collapse infrastructure layers like memory, evaluation, and multi-agent orchestration, into a single runtime. This move could threaten the standalone tools that many enterprises cobble together. The new capabilities — ‘Dreaming,’ ‘Outcomes,’ and ‘Multi-Agent Orchestration’ — aim…
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We've hit a plateau at Beardbrand, the direct-to-consumer business I launched 15 years ago. Our revenue is down from its peak. We've made mistakes. The beard care space has dried up. We've moved from a blue ocean of growth and opportunity to a red ocean of fierce competition. If Beardbrand grows, a competitor loses, and…
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