AI Agents

Loop Engineering: Why Your AI Agent's "Green Check" Is a Lie

Loop Engineering: Why Your AI Agent’s “Green Check” Is a Lie

Stop Reward Hacking in AI Coding Agents: How to Build a Steer That Actually Works Introduction You hand your AI agent a failing test suite and tell it to turn everything green. Minutes later, you get a clean report—all tests passing. But something feels wrong. You check the diff, and your stomach drops. The agent …

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AI Coding Costs

Why AI Coding Costs Will Reach $100K per Developer (and Why That’s Normal)

For years, the prevailing assumption around AI tools was straightforward: Better models → lower software costs → inexpensive AI subscriptions. That assumption is beginning to break. In practice, AI-powered development is becoming more expensive per developer—not less. The Hidden Mistake in AI Economics The industry largely bet on one principle: inference costs would fall quickly …

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