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Behavioral Annotations: Why readonly and destructive guide LLM Planning

DEV Community·tercel·29 days ago
#LhgLvtjp
#agents#ai#architecture#llm#agent#apcore
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In our previous article, we discussed how Schemas act as the "Postman" of the apcore ecosystem—ensuring that data is delivered in the correct format. But knowing how to deliver a message isn't enough for an autonomous Agent. The Agent also needs to know the Impact of the delivery. Imagine an Agent tasked with "fixing a data inconsistency." It finds two modules: common.user.sync and executor.user.reset . Without behavioral context, the Agent might pick the reset module because it sounds more "thorough," not realizing it will delete the entire user profile. This is why Behavioral Annotations are a core technical pillar of the apcore protocol. In this thirteenth article, we explore how these simple boolean flags act as "Cognitive Stop Signs" for AI planners. Syntax vs. Semantics A schema handles the Syntax (Is it a string? Is it required?). Annotations handle the Semantics (Is it safe? Is it permanent?).…

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