You give your AI coding agent a task. It gets to work. Thirty tool calls later you have code — and it’s not what you needed. The agent understood the words but missed the intent. It made a dozen small decisions that individually seemed reasonable, and collectively built the wrong thing. This isn’t a capability […]

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Forward Deployed Engineer (FDE) is the most in-demand technical role in AI right now. Not because of the title, because of the problem it solves. AI research labs are shipping capabilities faster than enterprises can absorb them. The gap between what is technically possible and what is actually running in production is enormous, and closing […]

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Anthropic shipped Code Review for Claude Code on March 9, 2026. A team of agents runs a deep review on every pull request. They built it for themselves first, then opened it as a research preview for Team and Enterprise customers. The announcement from Anthropic put it plainly: Code output per Anthropic engineer is up […]

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