Deep-dive guides on AI agents, agent orchestration, MCP, and developer tooling.
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METR's finding that AI task-completion time horizons double roughly every seven months is the most-cited capability chart in AI right now — here's what the 50%-reliability metric behind it actually measures, and what it quietly leaves out.
A 2024 DeepMind study found that spending more compute at inference time — not training time — can let a small model match one many times its size on math problems. Here's the mechanism, and why it only works in a narrow band of difficulty.