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SDK abstraction

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Xiaolong Cloud Tech Team
Xiaolong Cloud Tech Team
Nov 26, 2025 · Artificial Intelligence

Why Building AI Agents Is Still a Messy Challenge

The article examines the practical difficulties of constructing AI agents, covering SDK selection pitfalls, explicit caching strategies, heavy reliance on reinforcement, failure isolation techniques, virtual file‑system coordination, output‑tool quirks, model trade‑offs, and the ongoing struggle to devise reliable testing and evaluation methods.

AI AgentsSDK abstractioncaching
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Why Building AI Agents Is Still a Messy Challenge