Agents Don’t Learn the Domain. The System Does.

· Muness Castle · June 13, 2026, 8:50 p.m.
AI agents Machine Learning Domain Knowledge software development
Summary
The blog post critiques the common narrative of AI agents learning through experience, arguing that it is actually the system as a whole that improves rather than the individual agent. This highlights the need for a more nuanced understanding of AI capabilities and learning processes.
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