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Context Engineering for AI Agents
ayautomate.com
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Offload reasoning to files. Let agents write and read durable notes so their working memory survives compaction. This is the single most reliable upgrade for long-running agents. “Evaluate the agent at realistic, large window sizes, not on short happy-path inputs alone.” For teams that want this expertise embedded directly, we offer engineer placement so a practitioner who does this in production works inside your team. If you are still scoping where AI fits at all, start with how to implement AI in business.