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📰 Dev.to · vericum

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Three AI Reviews Passed. One Real Legal Case Broke the System.

Dev.to · vericum 💻 AI-Assisted Coding ⚡ AI Lesson 1mo ago

Three AI Reviews Passed. One Real Legal Case Broke the System.

I built a human-directed, no-code multi-model workflow with Google Drive. Synthetic tests passed. A real legal case exposed critical failures.

Your AI agent should not have unrestricted power

Dev.to · vericum 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago

Your AI agent should not have unrestricted power

Your agent decides. Code decides whether it is allowed to act. A deterministic safety gate for AI agents. Plain Python, no deps.

I Reimplemented Anthropic Dreaming. The First Dream Was Wrong.

Dev.to · vericum 🧠 Large Language Models ⚡ AI Lesson 4mo ago

I Reimplemented Anthropic Dreaming. The First Dream Was Wrong.

Anthropic announced Dreaming five days ago at Code w/ Claude. I rebuilt it over a weekend for a...