Replaceable but Employed: Automation and the Meaning of Work
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I stumbled onto this pattern while building agents with Deep Agents, watching a tool registry grow past the point where sending every schema on every turn still made sense. What follows is the pattern itself, stripped down so it drops into any tool-calling agent loop today regardless of framework, backed by a benchmark against a synthetic 61-tool registry. The Problem: Tool Count Grows, Relevance Per Turn Doesn't Most agent frameworks assemble the tool list once at construction time and send the
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Cybersecurity researchers have disclosed details of a complex Chromium-based post-exploitation toolkit called PEEP that masquerades as a bookmarks extension for the web browser. "Requiring prior administrative or code execution access, its installer injects the extension directly into Chrome/Edge profiles, bypassing Web Store checks and user prompts by forging Chromium's own Secure Preferences
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Who this is for: DBAs and developers sitting on an Oracle schema that's been in production for a decade or more, who keep hearing that Select AI and vector search are easy to bolt on, and want to know what that actually looks like before they try it on something that matters. I spent a Saturday morning trying to get Select AI to answer a simple question against our support ticket schema: “which customers filed more than three tickets about login failures in the last quarter.” The table names wer
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