19h ago · 8 min read · Most MCP server tutorials show you how to expose three tools to a single client and call it done. That works for a personal agent. It falls apart the moment you put the server behind a real product wh
Join discussion1d ago · 8 min read · Generative AI has moved from pilot projects to production systems running inside customer support, sales, finance, healthcare, and software engineering teams. The question for most leaders in 2026 is
Join discussionMay 19 · 21 min read · Why agents trade in judgment structures, not models Why model placement, not model frequency, determines whether agents become real products Abstract You are not selling model access. You are selling
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May 16 · 7 min read · The most dangerous sentence in software development is: "This should only take two days." That’s exactly how PC Workman v1.6.8 started. One tester asked me a completely reasonable question: "Can I
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May 13 · 4 min read · In today’s competitive retail landscape, delivering personalized shopping experiences is no longer optional. Customers expect relevant product suggestions, curated content, and seamless discovery jour
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May 8 · 2 min read · Recently I’ve been experimenting heavily with AI-assisted development workflows using tools like Codex and Claude Code. At first, I assumed most implementation failures came from the AI itself. But af
Join discussionMay 7 · 6 min read · Most multi-agent AI systems do not fail immediately. They drift slowly. One agent makes a slightly wrong assumption. Another agent accepts it as context. A third agent optimizes around it. Eventually
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