Building QA Agents That Remember with Knowledge Graphs
A good human QA tester doesn’t approach a product as a blank slate. After a few cycles, they can remember where the fragile pages are, how users move between screens, which bug likes to crawl back after every release, all that jazz. That type of memory is actually what makes them fast.
Test agents don’t really have this advantage. If an agent needs to rediscover your product from scratch on every run, the whole testing process ends up being slow, inconsistent, and, frankly, quite expensive.
So, the important question here is can an agent actually remember your product.
One practical way to provide an agent with this kind of memory (and one I will walk you through in this piece) is a knowledge graph, which is a structured representation of your product that the agent can reason over before it writes a single test.
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